From c3774a797d0f7554c8df9e10126678036c5ee2c4 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Wed, 8 Jul 2020 21:56:30 -0400 Subject: [PATCH 01/24] last commit --- examples/skewed_box_size/checkpoint | 3 + examples/skewed_box_size/graph_info.p | Bin 0 -> 427 bytes .../model-0.data-00000-of-00001 | Bin 0 -> 76 bytes examples/skewed_box_size/model-0.index | Bin 0 -> 190 bytes examples/skewed_box_size/model-0.meta | Bin 0 -> 12510 bytes .../model-999.data-00000-of-00001 | Bin 0 -> 76 bytes examples/skewed_box_size/model-999.index | Bin 0 -> 190 bytes examples/skewed_box_size/model-999.meta | Bin 0 -> 12510 bytes examples/skewed_box_size/model.meta | Bin 0 -> 6289 bytes .../previous_model_0/graph_info.p | Bin 0 -> 402 bytes .../previous_model_0/model.meta | Bin 0 -> 5563 bytes .../previous_model_1/graph_info.p | Bin 0 -> 402 bytes .../previous_model_1/model.meta | Bin 0 -> 5563 bytes .../previous_model_10/graph_info.p | Bin 0 -> 402 bytes .../previous_model_10/model.meta | Bin 0 -> 5563 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sQ&9yyhMc?4&Tg$gxRw!-ZndcK@6ll|ELAE#TSM~fMkuf`V+^hT51ab+;{X5v literal 0 HcmV?d00001 diff --git a/examples/test_skewed.ipynb b/examples/test_skewed.ipynb new file mode 100644 index 00000000..f9ed9ae1 --- /dev/null +++ b/examples/test_skewed.ipynb @@ -0,0 +1,242 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import hoomd.htf as htf\n", + "import numpy as np\n", + "import tensorflow as tf\n", + "import hoomd\n", + "from hoomd import *\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/graphbuilder.py:25: The name tf.reset_default_graph is deprecated. Please use tf.compat.v1.reset_default_graph instead.\n", + "\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/graphbuilder.py:28: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n", + "\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/graphbuilder.py:49: The name tf.get_variable is deprecated. Please use tf.compat.v1.get_variable instead.\n", + "\n", + "Note: Backed-up skewed_box_size previous model to skewed_box_size/previous_model_21\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/graphbuilder.py:579: The name tf.train.export_meta_graph is deprecated. Please use tf.compat.v1.train.export_meta_graph instead.\n", + "\n" + ] + } + ], + "source": [ + "graph = htf.graph_builder(0, output_forces=False)\n", + "# c = hoomd.context.initialize('--mode=gpu')\n", + "# system = hoomd.init.create_lattice(unitcell=hoomd.lattice.sq(a=1.0),\n", + "# n=[3,3])\n", + "box = tf.Variable(tf.zeros_like(graph.box), validate_shape=False, name='box_size', trainable=False)\n", + "save_box_size = box.assign(graph.box)\n", + "graph.save_tensor(tf.identity(save_box_size),'BOX')\n", + "graph.save('skewed_box_size')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "notice(2): Started TF Session Manager.\n", + "HOOMD-blue v2.5.2 CUDA (10.0) DOUBLE HPMC_MIXED SSE SSE2 \n", + "Compiled: 04/23/2020\n", + "Copyright (c) 2009-2019 The Regents of the University of Michigan.\n", + "-----\n", + "You are using HOOMD-blue. Please cite the following:\n", + "* J A Anderson, C D Lorenz, and A Travesset. \"General purpose molecular dynamics\n", + " simulations fully implemented on graphics processing units\", Journal of\n", + " Computational Physics 227 (2008) 5342--5359\n", + "* J Glaser, T D Nguyen, J A Anderson, P Liu, F Spiga, J A Millan, D C Morse, and\n", + " S C Glotzer. \"Strong scaling of general-purpose molecular dynamics simulations\n", + " on GPUs\", Computer Physics Communications 192 (2015) 97--107\n", + "-----\n", + "HOOMD-blue is running on the CPU\n", + "notice(2): Group \"all\" created containing 9 particles\n", + "notice(2): Force mode is FORCE_MODE.hoomd2tf \n", + "notice(2): Starting TensorflowCompute \n", + "notice(2): completed reallocate\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:412: The name tf.train.import_meta_graph is deprecated. Please use tf.compat.v1.train.import_meta_graph instead.\n", + "\n", + "INFO:tensorflow:The following quantities will computed:\n", + "INFO:tensorflow:\tname period batch\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:145: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n", + "\n", + "INFO:tensorflow:\t AssignAdd:0 1 None\n", + "INFO:tensorflow:\t Assign_1:0 1 None\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:490: The name tf.GPUOptions is deprecated. Please use tf.compat.v1.GPUOptions instead.\n", + "\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:491: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", + "\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:495: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", + "\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:497: The name tf.get_collection is deprecated. Please use tf.compat.v1.get_collection instead.\n", + "\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:497: The name tf.GraphKeys is deprecated. Please use tf.compat.v1.GraphKeys instead.\n", + "\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:500: The name tf.global_variables_initializer is deprecated. Please use tf.compat.v1.global_variables_initializer instead.\n", + "\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:501: The name tf.local_variables_initializer is deprecated. Please use tf.compat.v1.local_variables_initializer instead.\n", + "\n", + "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:503: The name tf.train.Saver is deprecated. Please use tf.compat.v1.train.Saver instead.\n", + "\n", + "notice(2): TF Session Manager has released control. Starting HOOMD updates\n", + "notice(2): -- Neighborlist exclusion statistics -- :\n", + "notice(2): Particles with 0 exclusions : 9\n", + "notice(2): Neighbors included by diameter : no\n", + "notice(2): Neighbors excluded when in the same body: no\n", + "** starting run **\n", + "Time 00:00:03 | Step 1000 / 1000 | TPS 590.457 | ETA 00:00:00\n", + "Average TPS: 590.326\n", + "---------\n", + "-- Neighborlist stats:\n", + "0 normal updates / 0 forced updates / 0 dangerous updates\n", + "n_neigh_min: 0 / n_neigh_max: 0 / n_neigh_avg: 0\n", + "shortest rebuild period: 100\n", + "-- Cell list stats:\n", + "Dimension: 0, 0, 0\n", + "** run complete **\n", + "notice(2): Sending exit signal.\n", + "notice(2): Shutting down TF Manually.\n", + "notice(2): TF Queue is waiting, sending None\n", + "INFO:tensorflow:Empty Queue\n", + "INFO:tensorflow:Received exit. Leaving TF Update Loop. \n", + "INFO:tensorflow:TF Update runningtime is 1.631510155275464\n", + "INFO:tensorflow:TF Feed Processingtime is 0.016071472316980362\n", + "INFO:tensorflow:TF Total Time(excluding communication) is 1.6475816275924444\n" + ] + } + ], + "source": [ + "with htf.tfcompute('skewed_box_size') as tfcompute:\n", + " hoomd.context.initialize(\"--mode=cpu\")\n", + " # create a square lattice\n", + " rcut = 5\n", + " system = hoomd.init.create_lattice(unitcell=hoomd.lattice.sq(a=4.0),\n", + " n=[3,3])\n", + " nlist = hoomd.md.nlist.cell()\n", + " hoomd.md.integrate.mode_standard(dt=0.005)\n", + " hoomd.md.integrate.nve(group=hoomd.group.all())\n", + " tfcompute.attach(nlist, r_cut=rcut)\n", + " hoomd.run(1e3)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Restoring parameters from skewed_box_size/model-999\n", + "[0. 0. 0.]\n" + ] + } + ], + "source": [ + "# Loading box dimensions\n", + "variables = htf.load_variables('skewed_box_size', ['BOX'])\n", + "boxdim = variables['BOX']\n", + "\n", + "print(boxdim[2])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Checked: Box is not skewed in x axis.\n", + "Checked: Box is not skewed in y axis.\n", + "Checked: Box is not skewed in z axis.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "graph.wrap_vector(10,boxdim)\n", + "# tilt_value = [system.box.xy, system.box.xz, system.box.yz]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "b=system.box\n", + "print (b.xy)\n", + "system.box.xz = 1\n", + "#print (system.box)\n", + "graph.wrap_vector(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (hoomt-tf)", + "language": "python", + "name": "hoomd-tf" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From fdea07d63ffd2a009faff0cb0a5fd814e21b7bcd Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Tue, 21 Jul 2020 10:10:40 -0400 Subject: [PATCH 02/24] removed redundant files --- examples/skewed_box_size/checkpoint | 3 - examples/skewed_box_size/graph_info.p | Bin 427 -> 0 bytes .../model-0.data-00000-of-00001 | Bin 76 -> 0 bytes examples/skewed_box_size/model-0.index | Bin 190 -> 0 bytes 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sQ&9yyhMc?4&Tg$gxRw!-ZndcK@6ll|ELAE#TSM~fMkuf`V+^hT51ab+;{X5v diff --git a/examples/test_skewed.ipynb b/examples/test_skewed.ipynb deleted file mode 100644 index f9ed9ae1..00000000 --- a/examples/test_skewed.ipynb +++ /dev/null @@ -1,242 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import hoomd.htf as htf\n", - "import numpy as np\n", - "import tensorflow as tf\n", - "import hoomd\n", - "from hoomd import *\n", - "import os" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/graphbuilder.py:25: The name tf.reset_default_graph is deprecated. Please use tf.compat.v1.reset_default_graph instead.\n", - "\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/graphbuilder.py:28: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n", - "\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/graphbuilder.py:49: The name tf.get_variable is deprecated. Please use tf.compat.v1.get_variable instead.\n", - "\n", - "Note: Backed-up skewed_box_size previous model to skewed_box_size/previous_model_21\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/graphbuilder.py:579: The name tf.train.export_meta_graph is deprecated. Please use tf.compat.v1.train.export_meta_graph instead.\n", - "\n" - ] - } - ], - "source": [ - "graph = htf.graph_builder(0, output_forces=False)\n", - "# c = hoomd.context.initialize('--mode=gpu')\n", - "# system = hoomd.init.create_lattice(unitcell=hoomd.lattice.sq(a=1.0),\n", - "# n=[3,3])\n", - "box = tf.Variable(tf.zeros_like(graph.box), validate_shape=False, name='box_size', trainable=False)\n", - "save_box_size = box.assign(graph.box)\n", - "graph.save_tensor(tf.identity(save_box_size),'BOX')\n", - "graph.save('skewed_box_size')\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "notice(2): Started TF Session Manager.\n", - "HOOMD-blue v2.5.2 CUDA (10.0) DOUBLE HPMC_MIXED SSE SSE2 \n", - "Compiled: 04/23/2020\n", - "Copyright (c) 2009-2019 The Regents of the University of Michigan.\n", - "-----\n", - "You are using HOOMD-blue. Please cite the following:\n", - "* J A Anderson, C D Lorenz, and A Travesset. \"General purpose molecular dynamics\n", - " simulations fully implemented on graphics processing units\", Journal of\n", - " Computational Physics 227 (2008) 5342--5359\n", - "* J Glaser, T D Nguyen, J A Anderson, P Liu, F Spiga, J A Millan, D C Morse, and\n", - " S C Glotzer. \"Strong scaling of general-purpose molecular dynamics simulations\n", - " on GPUs\", Computer Physics Communications 192 (2015) 97--107\n", - "-----\n", - "HOOMD-blue is running on the CPU\n", - "notice(2): Group \"all\" created containing 9 particles\n", - "notice(2): Force mode is FORCE_MODE.hoomd2tf \n", - "notice(2): Starting TensorflowCompute \n", - "notice(2): completed reallocate\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:412: The name tf.train.import_meta_graph is deprecated. Please use tf.compat.v1.train.import_meta_graph instead.\n", - "\n", - "INFO:tensorflow:The following quantities will computed:\n", - "INFO:tensorflow:\tname period batch\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:145: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n", - "\n", - "INFO:tensorflow:\t AssignAdd:0 1 None\n", - "INFO:tensorflow:\t Assign_1:0 1 None\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:490: The name tf.GPUOptions is deprecated. Please use tf.compat.v1.GPUOptions instead.\n", - "\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:491: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", - "\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:495: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", - "\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:497: The name tf.get_collection is deprecated. Please use tf.compat.v1.get_collection instead.\n", - "\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:497: The name tf.GraphKeys is deprecated. Please use tf.compat.v1.GraphKeys instead.\n", - "\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:500: The name tf.global_variables_initializer is deprecated. Please use tf.compat.v1.global_variables_initializer instead.\n", - "\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:501: The name tf.local_variables_initializer is deprecated. Please use tf.compat.v1.local_variables_initializer instead.\n", - "\n", - "WARNING:tensorflow:From /home/mgholiza/.conda/envs/hoomd-tf/lib/python3.7/site-packages/hoomd/htf/tfmanager.py:503: The name tf.train.Saver is deprecated. Please use tf.compat.v1.train.Saver instead.\n", - "\n", - "notice(2): TF Session Manager has released control. Starting HOOMD updates\n", - "notice(2): -- Neighborlist exclusion statistics -- :\n", - "notice(2): Particles with 0 exclusions : 9\n", - "notice(2): Neighbors included by diameter : no\n", - "notice(2): Neighbors excluded when in the same body: no\n", - "** starting run **\n", - "Time 00:00:03 | Step 1000 / 1000 | TPS 590.457 | ETA 00:00:00\n", - "Average TPS: 590.326\n", - "---------\n", - "-- Neighborlist stats:\n", - "0 normal updates / 0 forced updates / 0 dangerous updates\n", - "n_neigh_min: 0 / n_neigh_max: 0 / n_neigh_avg: 0\n", - "shortest rebuild period: 100\n", - "-- Cell list stats:\n", - "Dimension: 0, 0, 0\n", - "** run complete **\n", - "notice(2): Sending exit signal.\n", - "notice(2): Shutting down TF Manually.\n", - "notice(2): TF Queue is waiting, sending None\n", - "INFO:tensorflow:Empty Queue\n", - "INFO:tensorflow:Received exit. Leaving TF Update Loop. \n", - "INFO:tensorflow:TF Update runningtime is 1.631510155275464\n", - "INFO:tensorflow:TF Feed Processingtime is 0.016071472316980362\n", - "INFO:tensorflow:TF Total Time(excluding communication) is 1.6475816275924444\n" - ] - } - ], - "source": [ - "with htf.tfcompute('skewed_box_size') as tfcompute:\n", - " hoomd.context.initialize(\"--mode=cpu\")\n", - " # create a square lattice\n", - " rcut = 5\n", - " system = hoomd.init.create_lattice(unitcell=hoomd.lattice.sq(a=4.0),\n", - " n=[3,3])\n", - " nlist = hoomd.md.nlist.cell()\n", - " hoomd.md.integrate.mode_standard(dt=0.005)\n", - " hoomd.md.integrate.nve(group=hoomd.group.all())\n", - " tfcompute.attach(nlist, r_cut=rcut)\n", - " hoomd.run(1e3)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "INFO:tensorflow:Restoring parameters from skewed_box_size/model-999\n", - "[0. 0. 0.]\n" - ] - } - ], - "source": [ - "# Loading box dimensions\n", - "variables = htf.load_variables('skewed_box_size', ['BOX'])\n", - "boxdim = variables['BOX']\n", - "\n", - "print(boxdim[2])" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Checked: Box is not skewed in x axis.\n", - "Checked: Box is not skewed in y axis.\n", - "Checked: Box is not skewed in z axis.\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "graph.wrap_vector(10,boxdim)\n", - "# tilt_value = [system.box.xy, system.box.xz, system.box.yz]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "b=system.box\n", - "print (b.xy)\n", - "system.box.xz = 1\n", - "#print (system.box)\n", - "graph.wrap_vector(10)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python (hoomt-tf)", - "language": "python", - "name": "hoomd-tf" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From 0ab10193552d4a5d3205da6a6ca3d15fa45ce8e9 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Tue, 11 Aug 2020 14:09:06 -0400 Subject: [PATCH 03/24] need to add find_molecules_from_traj function from v1 --- examples/07. Molecules CG Mapping.ipynb | 256 ++++++++++++++++++++++- 1 file changed, 249 insertions(+), 7 deletions(-) diff --git a/examples/07. Molecules CG Mapping.ipynb b/examples/07. Molecules CG Mapping.ipynb index 0812e793..26473556 100644 --- a/examples/07. Molecules CG Mapping.ipynb +++ b/examples/07. Molecules CG Mapping.ipynb @@ -6,27 +6,42 @@ "source": [ "# 07. Molecules CG Mapping \n", "\n", - "In this tutorial, we show how to generate a CG mapping matrix for a molecule given a bead distribution." + "In this tutorial, we show how to generate a CG mapping matrix for a molecule given a bead distribution. The trajectory and topology file come from a AA simulation done in gromacs (see `Molecules_CG_Mapping` folder). The protein is FF (diphenylalanine) and the solvent is a mixture of water and methanol." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ + "# disable GPU\n", + "import os\n", + "os.environ['CUDA_VISIBLE_DEVICES'] = '-1'\n", "import hoomd, hoomd.htf as htf, hoomd.md\n", + "import matplotlib.pyplot as plt\n", + "import tensorflow as tf\n", "import numpy as np\n", - "import MDAnalysis as mda" + "import MDAnalysis as mda\n", + "from os import path\n", + "import pickle" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/MDAnalysis/core/universe.py:171: UserWarning: No coordinate reader found for Molecules_CG_Mapping/nvt_prod.tpr. Skipping this file.\n", + " 'this file.'.format(filename))\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -121,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -139,13 +154,240 @@ "mapping_water = htf.matrix_mapping(water,Beads_distribution) \n", "print (mapping_water)" ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.37484707 0.03145832 0.03145832 0.03145832 0.49931966 0.03145832]]\n" + ] + } + ], + "source": [ + "# Generating Mapping Matrix for Methanol\n", + "methanol = u.select_atoms(\"resname MET and resid 11665 \")\n", + "Beads_distribution_methanol = [['C','H','H','H','OA','HO']]\n", + "mapping_methanol = htf.matrix_mapping(methanol,Beads_distribution_methanol) \n", + "print (mapping_methanol)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Getting the segment id of each molecule in topology\n", + "_,idx = np.unique(u.select_atoms('all').segids,return_index=True)\n", + "seg_id_list = u.select_atoms('all').segids[np.sort(idx)].tolist()\n", + "\n", + "# Getting the list of every molecule type name in topology\n", + "_,idx = np.unique(u.atoms.resnames,return_index=True)\n", + "resname_list = u.atoms.resnames[np.sort(idx)].tolist()\n", + "\n", + "# Getting list of atoms in each type of molecule\n", + "atoms_in_molecule_list = [protein_FF.names,\n", + " water.names,\n", + " methanol.names]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# molecule_list_indexed = htf.find_molecules_from_topology(u,atoms_in_molecule_list)\n", + "# print (molecule_list_indexed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Building the model graph\n", + "\n", + "We build an LJ potential with unknown, trainable parameters (`epsilon`, `sigma`) which start out at 0.9 and 1.1. We then obtain forces from our potential and the simulation. Force matching is used to modify the LJ potential until the forces agree. We use Keras layers to implement the trainable parameters. We'll make our starting parameters $\\epsilon=1.2$ and $\\sigma=0.9$. The goal is train them to reach $\\sigma, \\epsilon = 1.0$" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "class LJLayer(tf.keras.layers.Layer):\n", + " def __init__(self, sig, eps):\n", + " super().__init__(self, name='lj')\n", + " self.start = [sig, eps]\n", + " self.w = self.add_weight(\n", + " shape=[2],\n", + " initializer=tf.constant_initializer([sig, eps]),\n", + " constraint=tf.keras.constraints.NonNeg())\n", + "\n", + " def call(self, r):\n", + " r6 = tf.math.divide_no_nan(self.w[1]**6, r**6)\n", + " energy = self.w[0] * 4.0 * (r6**2 - r6)\n", + " # divide by 2 to remove double count\n", + " return energy / 2.\n", + " \n", + "class TrainableLJ(htf.SimModel):\n", + " def setup(self):\n", + " self.lj = LJLayer(0.9, 1.2)\n", + "\n", + " def compute(self, nlist):\n", + " # get r\n", + " r = htf.safe_norm(tensor=nlist[:, :, :3], axis=2)\n", + " p_energy = self.lj(r)\n", + " energy = tf.reduce_sum(input_tensor=p_energy, axis=1)\n", + " forces = htf.compute_nlist_forces(nlist, energy)\n", + " return forces, self.lj.w, energy\n", + " \n", + "class TrajModel(htf.SimModel):\n", + " def setup(self):\n", + " self.avg_chrdf = tf.keras.metrics.MeanTensor()\n", + " self.avg_ohrdf = tf.keras.metrics.MeanTensor()\n", + " def compute(self, nlist, positions): \n", + " # pairwise energy. Double count -> divide by 2\n", + " inv_r6 = htf.nlist_rinv(nlist)**6\n", + " p_energy = 4.0 / 2.0 * (inv_r6 * inv_r6 - inv_r6)\n", + " # sum over pairwise energy\n", + " energy = tf.reduce_sum(p_energy, axis=1)\n", + " # get forces\n", + " forces = htf.compute_nlist_forces(nlist, energy)\n", + " \n", + " # now get RDF\n", + " # For reference, type indices in this case are: {C:0, H:1, N:2, O:3} \n", + " # compute C-H RDF\n", + " chrdf = htf.compute_rdf(\n", + " nlist, [0, 15], positions[:, 3], \n", + " nbins=20, type_i=0, type_j=1)\n", + " # compute O-H RDF\n", + " ohrdf = htf.compute_rdf(\n", + " nlist,[0, 15], positions[:, 3], \n", + " nbins=20, type_i=3, type_j=1)\n", + " # average the RDFs\n", + " self.avg_chrdf.update_state(chrdf)\n", + " self.avg_ohrdf.update_state(ohrdf)\n", + " return forces\n", + " \n", + "# define model\n", + "class MappingModel(htf.SimModel):\n", + " def setup(self, CG_NN, cg_mapping, rcut):\n", + " self.CG_NN = CG_NN\n", + " self.rcut = rcut\n", + " self.cg_mapping = cg_mapping\n", + " self.avg_cg_rdf = tf.keras.metrics.MeanTensor()\n", + " self.avg_aa_rdf = tf.keras.metrics.MeanTensor()\n", + " def compute(self, nlist, positions, box):\n", + " # calculate the center of mass of a CG bead\n", + " box_size = htf.box_size(box)\n", + " mapped_pos = htf.center_of_mass(positions[:,:3], self.cg_mapping, box_size)\n", + " # create the mapped neighbot list\n", + " mapped_nlist = htf.compute_nlist(mapped_pos, self.rcut, self.CG_NN, box_size, True)\n", + " # compute RDF for mapped and C-C in all-atom\n", + " cg_rdf = htf.compute_rdf(mapped_nlist, [0.1,self.rcut])\n", + " aa_rdf = htf.compute_rdf(nlist, [0.1,self.rcut], positions[:,3], type_i=3, type_j=3)\n", + " self.avg_cg_rdf.update_state(cg_rdf)\n", + " self.avg_aa_rdf.update_state(aa_rdf)\n", + " return\n", + "model = TrajModel(256)\n", + " \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run from trajectory\n", + "\n", + "We load the trajectory with `MDAnalysis` and then call the `iter_from_trajectory` command. It runs over the trajectory computing the graph and constructs neighborlists according to the r_cut. " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(860, 4)\n", + "[[78.98509979 0. 0. ]\n", + " [ 0. 78.98509979 0. ]\n", + " [ 0. 0. 78.98509979]]\n" + ] + } + ], + "source": [ + "for inputs, ts in htf.iter_from_trajectory(256, u,selection='resname PHE', r_cut=25):\n", + " result = model(inputs)\n", + " aa_pos = inputs[1]\n", + " box = inputs[2]\n", + "# aa_pos = inputs[1] \n", + "# mapped_pos = ....\n", + "# mapped_forces = ...\n", + "# mapped_nlist = htf.compute_nlist(mapped_pos, ...)\n", + "# model_inputs = [mapped_pos, mapped_nlist] + inputs[2:] # get box, other items\n", + "# loss = my_model.train_on_batch(x = model_inputs, y = mapped_forces)\n", + "# print(loss)\n", + "print (np.shape(aa_pos))\n", + "print (box)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 860, 4)\n" + ] + } + ], + "source": [ + "print (np.shape(result))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "39.492549895\n" + ] + } + ], + "source": [ + "print (78.98509979/2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "hoomd-tf2", "language": "python", - "name": "python3" + "name": "hoomd-tf2" }, "language_info": { "codemirror_mode": { From 1210e2aed26417a46ac6d3266286780132ee2140 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Mon, 31 Aug 2020 22:56:34 -0400 Subject: [PATCH 04/24] defined mapping workflow --- examples/07. Molecules CG Mapping.ipynb | 296 +++++++++++++++++++++-- htf/simmodel.py | 1 + htf/utils.py | 36 +++ 3 files changed, 309 insertions(+), 24 deletions(-) diff --git a/examples/07. Molecules CG Mapping.ipynb b/examples/07. Molecules CG Mapping.ipynb index 26473556..29d3735a 100644 --- a/examples/07. Molecules CG Mapping.ipynb +++ b/examples/07. Molecules CG Mapping.ipynb @@ -24,7 +24,8 @@ "import numpy as np\n", "import MDAnalysis as mda\n", "from os import path\n", - "import pickle" + "import pickle\n", + "import matplotlib.pyplot as plt,matplotlib" ] }, { @@ -200,10 +201,32 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "160\n" + ] + } + ], "source": [ - "# molecule_list_indexed = htf.find_molecules_from_topology(u,atoms_in_molecule_list)\n", - "# print (molecule_list_indexed)" + "atoms_in_molecule_list = [protein_FF.names]\n", + "molecule_mapping_index = htf.find_molecules_from_topology(u,atoms_in_molecule_list, selection = \"resname PHE\")\n", + "molecule_mapping = mapping_FF\n", + "\n", + "# get number of atoms\n", + "N = sum([len(m) for m in molecule_mapping_index])\n", + "# get number of molecules\n", + "M = len(molecule_mapping_index)\n", + "# get number of beads\n", + "B = molecule_mapping.shape[0]\n", + "\n", + "#create a mass-weighted (M * bead_number) x N mapping operator \n", + "cg_mapping = htf.sparse_mapping([molecule_mapping for _ in molecule_mapping_index], \n", + " molecule_mapping_index)\n", + "assert cg_mapping.shape == (M * B, N)\n", + "print (M*B)" ] }, { @@ -217,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -296,8 +319,49 @@ " self.avg_cg_rdf.update_state(cg_rdf)\n", " self.avg_aa_rdf.update_state(aa_rdf)\n", " return\n", - "model = TrajModel(256)\n", - " \n" + "# model = TrajModel(256)\n", + " \n", + "class NlistNN(htf.SimModel):\n", + " def setup(self, dim, top_neighs):\n", + " self.dense1 = tf.keras.layers.Layer(dim)\n", + " self.dense2 = tf.keras.layers.Layer(dim)\n", + " self.last = tf.keras.layers.Layer(1)\n", + " self.top_neighs = top_neighs\n", + "\n", + " def compute(self, nlist, positions, box, sample_weight):\n", + " rinv = htf.nlist_rinv(nlist)\n", + " # closest neighbors have largest value in 1/r, take top\n", + " top_n = tf.sort(rinv, axis=1, direction='DESCENDING')[\n", + " :, :self.top_neighs]\n", + " # run through NN\n", + " x = self.dense1(top_n)\n", + " x = self.dense2(x)\n", + " pair_energy = self.last(x)\n", + " # get per-particle energy\n", + " energy = tf.reduce_sum(pair_energy, axis=1)\n", + " forces = htf.compute_nlist_forces(nlist, energy)\n", + " # don't output last column of forces, pairwise energy, since it's meaningless here\n", + " return forces[:,:3], energy \n", + " \n", + " \n", + "max_neighbor_est = 128\n", + "map_model = MappingModel(\n", + " max_neighbor_est, \n", + " CG_NN=max_neighbor_est, \n", + " cg_mapping=cg_mapping, \n", + " output_forces=False,\n", + " rcut=10,\n", + " check_nlist=True)\n", + "# print (u.trajectory.select_atoms('resname PHE'))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "tfcompute = htf.tfcompute(map_model)\n" ] }, { @@ -311,56 +375,240 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1713.921630859375, 1713.921630859375], [1713.921630859375, 1713.921630859375], [1713.921630859375, 1713.921630859375]]\n" + ] + } + ], + "source": [ + "model = NlistNN(128, dim=16, top_neighs=8)\n", + "model.compile('Adam', ['MeanSquaredError', None])\n", + "losses = []\n", + "# u1 = mda.Merge(u.select_atoms())\n", + "for epoch in range(3):\n", + " for inputs, ts in htf.iter_from_trajectory(128, u, selection='resname PHE', r_cut=10, period=1):\n", + " #labels = ts.forces\n", + " result = model(inputs)\n", + " labels = ts.positions\n", + " loss = model.train_on_batch(inputs, labels)\n", + " losses.append(loss)\n", + "print (losses)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(losses)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(860, 4)\n", - "[[78.98509979 0. 0. ]\n", - " [ 0. 78.98509979 0. ]\n", - " [ 0. 0. 78.98509979]]\n" + "< Timestep 0 with unit cell dimensions [0. 0. 0. 0. 0. 0.] >\n", + "tf.Tensor(\n", + "[[-0.75605094 -1.67521 -0.90831196]\n", + " [ 2.4806285 0.41343102 -2.6850765 ]\n", + " [-0.19071627 -0.45533967 -1.5195472 ]\n", + " ...\n", + " [ 0.3597199 0.55832905 0.5210553 ]\n", + " [-1.1853663 0.7152859 2.0811496 ]\n", + " [ 1.0954714 2.4486675 -0.24102783]], shape=(860, 3), dtype=float32)\n" ] } ], "source": [ - "for inputs, ts in htf.iter_from_trajectory(256, u,selection='resname PHE', r_cut=25):\n", - " result = model(inputs)\n", - " aa_pos = inputs[1]\n", - " box = inputs[2]\n", - "# aa_pos = inputs[1] \n", - "# mapped_pos = ....\n", + "r_cut = 10\n", + "CG_NN=max_neighbor_est\n", + "for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =20):\n", + " print (ts)\n", + " forces,energy = model(inputs)\n", + " aa_pos = inputs[1].astype('float32')\n", + " box = inputs[2].astype('float32')\n", + " box_size = [box[0,0],box[0,0],box[0,0]]\n", + "# box_size = htf.box_size(box)\n", + " mapped_pos = htf.center_of_mass(aa_pos, cg_mapping, box_size)\n", + " # create the mapped neighbor list\n", + " mapped_nlist = htf.compute_nlist(mapped_pos, r_cut, CG_NN, box_size, True)\n", + "# mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)\n", + "# rinv = htf.nlist_rinv(mapped_nlist)\n", + "# # closest neighbors have largest value in 1/r, take top\n", + "# top_n = tf.sort(rinv, axis=1, direction='DESCENDING')[\n", + "# :, :self.top_neighs]\n", + "# # run through NN\n", + "# x = self.dense1(top_n)\n", + "# x = self.dense2(x)\n", + "# pair_energy = self.last(x)\n", + " \n", "# mapped_forces = ...\n", "# mapped_nlist = htf.compute_nlist(mapped_pos, ...)\n", "# model_inputs = [mapped_pos, mapped_nlist] + inputs[2:] # get box, other items\n", "# loss = my_model.train_on_batch(x = model_inputs, y = mapped_forces)\n", "# print(loss)\n", - "print (np.shape(aa_pos))\n", - "print (box)" + "print (forces)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =20):\n", + " forces,energy = model(inputs)\n", + " aa_pos = inputs[1].astype('float32')\n", + " box = inputs[2].astype('float32')\n", + " box_size = [box[0,0],box[0,0],box[0,0]]\n", + "# box_size = htf.box_size(box)\n", + " mapped_pos = htf.center_of_mass(aa_pos, cg_mapping, box_size)\n", + " # create the mapped neighbor list\n", + " mapped_nlist = htf.compute_nlist(mapped_pos, r_cut, CG_NN, box_size, True)\n", + "# mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "class NlistNN(htf.SimModel):\n", + " def setup(self, dim, top_neighs, cg_mapping, rcut, CG_NN):\n", + " self.dense1 = tf.keras.layers.Layer(dim)\n", + " self.dense2 = tf.keras.layers.Layer(dim)\n", + " self.last = tf.keras.layers.Layer(1)\n", + " self.top_neighs = top_neighs\n", + " self.cg_mapping = cg_mapping\n", + " self.CG_NN = CG_NN\n", + " self.rcut = rcut\n", + "\n", + " def compute(self, nlist, positions, box, cg_mapping):\n", + " # calculate the center of mass of a CG bead\n", + " box_size = [box[0,0],box[0,0],box[0,0]]\n", + " mapped_pos = htf.center_of_mass(positions[:,:3], self.cg_mapping, box_size)\n", + " mapped_nlist = htf.compute_nlist(mapped_pos, self.rcut, self.CG_NN, box_size, True)\n", + "# rinv_6 = htf.nlist_rinv(mapped_nlist)**6\n", + "# # closest neighbors have largest value in 1/r, take top\n", + "# top_n = tf.sort(rinv, axis=1, direction='DESCENDING')[\n", + "# :, :self.top_neighs]\n", + "# # run through NN\n", + "# x = self.dense1(top_n)\n", + "# x = self.dense2(x)\n", + " def energy_lj(nlist):\n", + " rinv_6 = htf.nlist_rinv(nlist)**6\n", + " p_energy = 4.0 / 2.0 * (rinv_6 * rinv_6 - rinv_6)\n", + " e = tf.reduce_sum(p_energy, axis=1)\n", + " return e\n", + " energy = energy_lj(nlist)\n", + " # get per-particle energy\n", + " mapped_energy = energy_lj(mapped_nlist)\n", + " forces = htf.compute_nlist_forces(nlist, energy)\n", + " mapped_forces = htf.compute_nlist_forces(mapped_nlist, mapped_energy)\n", + " nlist_grad = tf.gradients(energy, nlist)[0]\n", + "# tf.print (mapped_nlist)\n", + "# nlist_grad = tf.gradients(energy, mapped_nlist)[0]\n", + "# mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)\n", + " return forces[:,:3], energy, mapped_forces[:,:3], mapped_energy, mapped_pos, mapped_nlist \n", + "model = NlistNN(128, dim=16, top_neighs=8, cg_mapping = cg_mapping, rcut = 10, CG_NN=max_neighbor_est )\n", + "model.compile('Adam', ['MeanSquaredError', None])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(1, 860, 4)\n" + "< Timestep 0 with unit cell dimensions [0. 0. 0. 0. 0. 0.] >\n" + ] + }, + { + "ename": "ValueError", + "evalue": "in user code:\n\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py:806 train_function *\n return step_function(self, iterator)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/hoomd/htf/simmodel.py:116 call *\n out = self.compute(*inputs[:self._arg_count])\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:780 __call__ **\n result = self._call(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:814 _call\n results = self._stateful_fn(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2828 __call__\n graph_function, args, kwargs = self._maybe_define_function(args, kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:3171 _maybe_define_function\n *args, **kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2622 canonicalize_function_inputs\n self._flat_input_signature)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2713 _convert_inputs_to_signature\n format_error_message(inputs, input_signature))\n\n ValueError: Python inputs incompatible with input_signature:\n inputs: (\n Tensor(\"IteratorGetNext:0\", shape=(160, 3), dtype=float32),\n Tensor(\"IteratorGetNext:1\", shape=(160, 128, 4), dtype=float32),\n Tensor(\"IteratorGetNext:2\", shape=(3, 3), dtype=float32),\n Tensor(\"IteratorGetNext:3\", shape=(), dtype=float32))\n input_signature: (\n TensorSpec(shape=(None, 128, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 3), dtype=tf.float32, name=None),\n TensorSpec(shape=(), dtype=tf.float32, name=None))\n", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mTotal_energy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0menergy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mTotal_mapped_energy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmapped_energy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_on_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel_inputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmapped_forces\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 10\u001b[0m \u001b[0;31m# aa_pos = inputs[1].astype('float32')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;31m# box = inputs[2].astype('float32')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py\u001b[0m in \u001b[0;36mtrain_on_batch\u001b[0;34m(self, x, y, sample_weight, class_weight, reset_metrics, return_dict)\u001b[0m\n\u001b[1;32m 1693\u001b[0m class_weight)\n\u001b[1;32m 1694\u001b[0m \u001b[0mtrain_function\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_train_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1695\u001b[0;31m \u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1696\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1697\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mreset_metrics\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 778\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 779\u001b[0m \u001b[0mcompiler\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"nonXla\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 780\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m 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\u001b[0;36m_initialize\u001b[0;34m(self, args, kwds, add_initializers_to)\u001b[0m\n\u001b[1;32m 695\u001b[0m self._concrete_stateful_fn = (\n\u001b[1;32m 696\u001b[0m self._stateful_fn._get_concrete_function_internal_garbage_collected( # pylint: disable=protected-access\n\u001b[0;32m--> 697\u001b[0;31m *args, **kwds))\n\u001b[0m\u001b[1;32m 698\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 699\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0minvalid_creator_scope\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0munused_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0munused_kwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_get_concrete_function_internal_garbage_collected\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2853\u001b[0m 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collections, capture_by_value, override_flat_arg_shapes)\u001b[0m\n\u001b[1;32m 984\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moriginal_func\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_decorator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munwrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpython_func\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 985\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 986\u001b[0;31m \u001b[0mfunc_outputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpython_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mfunc_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mfunc_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 987\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 988\u001b[0m \u001b[0;31m# invariant: `func_outputs` contains only Tensors, CompositeTensors,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36mwrapped_fn\u001b[0;34m(*args, **kwds)\u001b[0m\n\u001b[1;32m 598\u001b[0m \u001b[0;31m# __wrapped__ allows AutoGraph to swap in a converted function. We give\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 599\u001b[0m \u001b[0;31m# the function a weak reference to itself to avoid a reference cycle.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 600\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mweak_wrapped_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__wrapped__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 601\u001b[0m \u001b[0mweak_wrapped_fn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mweakref\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mref\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwrapped_fn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 602\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/framework/func_graph.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 971\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint:disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 972\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"ag_error_metadata\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 973\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mag_error_metadata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_exception\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 974\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 975\u001b[0m \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: in user code:\n\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py:806 train_function *\n return step_function(self, iterator)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/hoomd/htf/simmodel.py:116 call *\n out = self.compute(*inputs[:self._arg_count])\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:780 __call__ **\n result = self._call(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:814 _call\n results = self._stateful_fn(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2828 __call__\n graph_function, args, kwargs = self._maybe_define_function(args, kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:3171 _maybe_define_function\n *args, **kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2622 canonicalize_function_inputs\n self._flat_input_signature)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2713 _convert_inputs_to_signature\n format_error_message(inputs, input_signature))\n\n ValueError: Python inputs incompatible with input_signature:\n inputs: (\n Tensor(\"IteratorGetNext:0\", shape=(160, 3), dtype=float32),\n Tensor(\"IteratorGetNext:1\", shape=(160, 128, 4), dtype=float32),\n Tensor(\"IteratorGetNext:2\", shape=(3, 3), dtype=float32),\n Tensor(\"IteratorGetNext:3\", shape=(), dtype=float32))\n input_signature: (\n TensorSpec(shape=(None, 128, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 3), dtype=tf.float32, name=None),\n TensorSpec(shape=(), dtype=tf.float32, name=None))\n" ] } ], "source": [ - "print (np.shape(result))" + "Total_energy = []\n", + "Total_mapped_energy = []\n", + "for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =1):\n", + " print (ts)\n", + " forces,energy, mapped_forces, mapped_energy,mapped_pos, mapped_nlist = model(inputs)\n", + " model_inputs = [mapped_pos, mapped_nlist] + inputs[2:] # get box, other items\n", + " Total_energy.append(np.sum(energy))\n", + " Total_mapped_energy.append(np.sum(mapped_energy))\n", + " loss = model.train_on_batch(x = model_inputs, y = mapped_forces)\n", + "# aa_pos = inputs[1].astype('float32')\n", + "# box = inputs[2].astype('float32')\n", + "# box_size = [box[0,0],box[0,0],box[0,0]]\n", + "# box_size = htf.box_size(box)\n", + "# mapped_pos = htf.center_of_mass(aa_pos, cg_mapping, box_size)\n", + " # create the mapped neighbor list\n", + "# mapped_nlist = htf.compute_nlist(mapped_pos, r_cut, CG_NN, box_size, True)\n", + "# mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)\n", + "print (Total_energy)\n", + "plt.plot(Total_energy,label ='energy')\n", + "# plt.plot(Total_mapped_energy,label='mapped energy')\n", + "plt.legend()" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 15, "metadata": {}, "outputs": [ { diff --git a/htf/simmodel.py b/htf/simmodel.py index dfc74d6e..c17844b0 100644 --- a/htf/simmodel.py +++ b/htf/simmodel.py @@ -457,6 +457,7 @@ def wrap_vector(r, box): @tf.function def box_size(box): + # Note that this function is compatible with HOOMD box and not the one from GROMACS. return box[1, :] - box[0, :] diff --git a/htf/utils.py b/htf/utils.py index f9d01e2a..44fd67fe 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -6,6 +6,7 @@ from os import path import pickle import hoomd +import MDAnalysis as mda def compute_pairwise(model, r): @@ -90,6 +91,37 @@ def find_molecules(system): return mapping +def find_molecules_from_topology(universe, atoms_in_molecule_list, selection='all'): + R""" Given a universe from MDAnaylis and list of atoms in every molecule type in the system, return a mapping from molecule index to particle index. + Depnding on the size of your system, this fuction might be slow to run. + + :param universe: Use MDAnalysis universe to read the tpr topology file from GROMACS. + :param selection: The atom groups to extract from universe + :param atoms_in_molecule_list: This is a list of atoms lists in every molecule type in the system. + + :return: A list of length L (number of molecules) whose elements are lists of atom indices. + """ + # Getting total number of atoms in selection from topology + Total_number_of_atoms = universe.select_atoms(selection).n_atoms + + # Getting the list of every redidue type name in topology + _, idx = np.unique(universe.atoms.resnames, return_index=True) + resname_list = universe.atoms.resnames[np.sort(idx)].tolist() + + molecule_list_indexed = [] + molecule_to_be_added = [] + for i in range(Total_number_of_atoms): + resname_type_index = resname_list.index(universe.atoms.resnames[i]) + molecule_length = len(atoms_in_molecule_list[resname_type_index]) + if len(molecule_to_be_added) < molecule_length: + molecule_to_be_added.append(i) + if len(molecule_to_be_added) == molecule_length: + molecule_list_indexed.append(molecule_to_be_added) + molecule_to_be_added = [] + assert molecule_list_indexed[-1][-1] == Total_number_of_atoms - \ + 1, 'Mismatch found between the number of atoms in the system and the final index value. Check your atoms_in_molecule_list input.' + return molecule_list_indexed + def matrix_mapping(molecule, beads_distribution): R''' This will create a M x N mass weighted mapping matrix where M is the number of atoms in the molecule and N is the number of mapping beads. @@ -115,6 +147,7 @@ def matrix_mapping(molecule, beads_distribution): return CG_matrix + def sparse_mapping(molecule_mapping, molecule_mapping_index, system=None): ''' This will create the necessary indices and values for @@ -236,6 +269,9 @@ def iter_from_trajectory(nneighbor_cutoff, universe, selection='all', r_cut=10., # box_size = [box[0], box[1], box[2]] nlist = compute_nlist(atom_group.positions, r_cut=r_cut, NN=nneighbor_cutoff, box_size=[box[0], box[1], box[2]]) + # Modifying the universe for non 'all' atom selections. + if selection != 'all': + universe = mda.Merge(universe.select_atoms(selection)) # Run the model at every nth frame, where n = period for i, ts in enumerate(universe.trajectory): if i % period == 0: From b8073551523460327ee445428c2e59e4ac286580 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Tue, 1 Sep 2020 00:15:28 -0400 Subject: [PATCH 05/24] included forcematching --- examples/07. Molecules CG Mapping.ipynb | 554 +++++++++++------------ 1 file changed, 267 insertions(+), 287 deletions(-) diff --git a/examples/07. Molecules CG Mapping.ipynb b/examples/07. Molecules CG Mapping.ipynb index 29d3735a..3e50f273 100644 --- a/examples/07. Molecules CG Mapping.ipynb +++ b/examples/07. Molecules CG Mapping.ipynb @@ -240,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -260,108 +260,42 @@ " return energy / 2.\n", " \n", "class TrainableLJ(htf.SimModel):\n", - " def setup(self):\n", + " def setup(self,cg_mapping, rcut, CG_NN):\n", " self.lj = LJLayer(0.9, 1.2)\n", + " self.rcut = rcut\n", + " self.cg_mapping = cg_mapping\n", + " self.CG_NN = CG_NN\n", "\n", - " def compute(self, nlist):\n", + " def compute(self, nlist, positions, box, cg_mapping):\n", + " # calculate the center of mass of a CG bead\n", + " box_size = [box[0,0],box[0,0],box[0,0]]\n", + " mapped_pos = htf.center_of_mass(positions[:,:3], self.cg_mapping, box_size)\n", + " mapped_nlist = htf.compute_nlist(mapped_pos, self.rcut, self.CG_NN, box_size, True)\n", " # get r\n", " r = htf.safe_norm(tensor=nlist[:, :, :3], axis=2)\n", " p_energy = self.lj(r)\n", " energy = tf.reduce_sum(input_tensor=p_energy, axis=1)\n", " forces = htf.compute_nlist_forces(nlist, energy)\n", - " return forces, self.lj.w, energy\n", - " \n", - "class TrajModel(htf.SimModel):\n", - " def setup(self):\n", - " self.avg_chrdf = tf.keras.metrics.MeanTensor()\n", - " self.avg_ohrdf = tf.keras.metrics.MeanTensor()\n", - " def compute(self, nlist, positions): \n", - " # pairwise energy. Double count -> divide by 2\n", - " inv_r6 = htf.nlist_rinv(nlist)**6\n", - " p_energy = 4.0 / 2.0 * (inv_r6 * inv_r6 - inv_r6)\n", - " # sum over pairwise energy\n", - " energy = tf.reduce_sum(p_energy, axis=1)\n", - " # get forces\n", - " forces = htf.compute_nlist_forces(nlist, energy)\n", - " \n", - " # now get RDF\n", - " # For reference, type indices in this case are: {C:0, H:1, N:2, O:3} \n", - " # compute C-H RDF\n", - " chrdf = htf.compute_rdf(\n", - " nlist, [0, 15], positions[:, 3], \n", - " nbins=20, type_i=0, type_j=1)\n", - " # compute O-H RDF\n", - " ohrdf = htf.compute_rdf(\n", - " nlist,[0, 15], positions[:, 3], \n", - " nbins=20, type_i=3, type_j=1)\n", - " # average the RDFs\n", - " self.avg_chrdf.update_state(chrdf)\n", - " self.avg_ohrdf.update_state(ohrdf)\n", - " return forces\n", - " \n", - "# define model\n", - "class MappingModel(htf.SimModel):\n", - " def setup(self, CG_NN, cg_mapping, rcut):\n", - " self.CG_NN = CG_NN\n", - " self.rcut = rcut\n", - " self.cg_mapping = cg_mapping\n", - " self.avg_cg_rdf = tf.keras.metrics.MeanTensor()\n", - " self.avg_aa_rdf = tf.keras.metrics.MeanTensor()\n", - " def compute(self, nlist, positions, box):\n", - " # calculate the center of mass of a CG bead\n", - " box_size = htf.box_size(box)\n", - " mapped_pos = htf.center_of_mass(positions[:,:3], self.cg_mapping, box_size)\n", - " # create the mapped neighbot list\n", - " mapped_nlist = htf.compute_nlist(mapped_pos, self.rcut, self.CG_NN, box_size, True)\n", - " # compute RDF for mapped and C-C in all-atom\n", - " cg_rdf = htf.compute_rdf(mapped_nlist, [0.1,self.rcut])\n", - " aa_rdf = htf.compute_rdf(nlist, [0.1,self.rcut], positions[:,3], type_i=3, type_j=3)\n", - " self.avg_cg_rdf.update_state(cg_rdf)\n", - " self.avg_aa_rdf.update_state(aa_rdf)\n", - " return\n", - "# model = TrajModel(256)\n", - " \n", - "class NlistNN(htf.SimModel):\n", - " def setup(self, dim, top_neighs):\n", - " self.dense1 = tf.keras.layers.Layer(dim)\n", - " self.dense2 = tf.keras.layers.Layer(dim)\n", - " self.last = tf.keras.layers.Layer(1)\n", - " self.top_neighs = top_neighs\n", + " # get mapped_r\n", + " mapped_r = htf.safe_norm(tensor=mapped_nlist[:, :, :3], axis=2)\n", + " mapped_p_energy = self.lj(mapped_r)\n", + " mapped_energy = tf.reduce_sum(input_tensor=mapped_p_energy, axis=1)\n", + " mapped_forces = htf.compute_nlist_forces(mapped_nlist, mapped_energy)\n", "\n", - " def compute(self, nlist, positions, box, sample_weight):\n", - " rinv = htf.nlist_rinv(nlist)\n", - " # closest neighbors have largest value in 1/r, take top\n", - " top_n = tf.sort(rinv, axis=1, direction='DESCENDING')[\n", - " :, :self.top_neighs]\n", - " # run through NN\n", - " x = self.dense1(top_n)\n", - " x = self.dense2(x)\n", - " pair_energy = self.last(x)\n", - " # get per-particle energy\n", - " energy = tf.reduce_sum(pair_energy, axis=1)\n", - " forces = htf.compute_nlist_forces(nlist, energy)\n", - " # don't output last column of forces, pairwise energy, since it's meaningless here\n", - " return forces[:,:3], energy \n", - " \n", - " \n", - "max_neighbor_est = 128\n", - "map_model = MappingModel(\n", - " max_neighbor_est, \n", - " CG_NN=max_neighbor_est, \n", - " cg_mapping=cg_mapping, \n", - " output_forces=False,\n", - " rcut=10,\n", - " check_nlist=True)\n", - "# print (u.trajectory.select_atoms('resname PHE'))" + " return forces, self.lj.w, energy, mapped_forces, mapped_energy, mapped_pos, mapped_nlist\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ - "tfcompute = htf.tfcompute(map_model)\n" + "r_cut = 10\n", + "model = TrainableLJ(128,cg_mapping = cg_mapping, rcut = r_cut, CG_NN = 128)\n", + "model.compile('Adam', loss=['MeanSquaredError', None, None])\n", + "# tfcompute = htf.tfcompute(model)" ] }, { @@ -373,262 +307,308 @@ "We load the trajectory with `MDAnalysis` and then call the `iter_from_trajectory` command. It runs over the trajectory computing the graph and constructs neighborlists according to the r_cut. " ] }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1713.921630859375, 1713.921630859375], [1713.921630859375, 1713.921630859375], [1713.921630859375, 1713.921630859375]]\n" - ] - } - ], - "source": [ - "model = NlistNN(128, dim=16, top_neighs=8)\n", - "model.compile('Adam', ['MeanSquaredError', None])\n", - "losses = []\n", - "# u1 = mda.Merge(u.select_atoms())\n", - "for epoch in range(3):\n", - " for inputs, ts in htf.iter_from_trajectory(128, u, selection='resname PHE', r_cut=10, period=1):\n", - " #labels = ts.forces\n", - " result = model(inputs)\n", - " labels = ts.positions\n", - " loss = model.train_on_batch(inputs, labels)\n", - " losses.append(loss)\n", - "print (losses)" - ] - }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(losses)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "< Timestep 0 with unit cell dimensions [0. 0. 0. 0. 0. 0.] >\n", - "tf.Tensor(\n", - "[[-0.75605094 -1.67521 -0.90831196]\n", - " [ 2.4806285 0.41343102 -2.6850765 ]\n", - " [-0.19071627 -0.45533967 -1.5195472 ]\n", - " ...\n", - " [ 0.3597199 0.55832905 0.5210553 ]\n", - " [-1.1853663 0.7152859 2.0811496 ]\n", - " [ 1.0954714 2.4486675 -0.24102783]], shape=(860, 3), dtype=float32)\n" + "ename": "ValueError", + "evalue": "in user code:\n\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py:806 train_function *\n return step_function(self, iterator)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/hoomd/htf/simmodel.py:116 call *\n out = self.compute(*inputs[:self._arg_count])\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:780 __call__ **\n result = self._call(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:814 _call\n results = self._stateful_fn(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2828 __call__\n graph_function, args, kwargs = self._maybe_define_function(args, kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:3171 _maybe_define_function\n *args, **kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2622 canonicalize_function_inputs\n self._flat_input_signature)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2713 _convert_inputs_to_signature\n format_error_message(inputs, input_signature))\n\n ValueError: Python inputs incompatible with input_signature:\n inputs: (\n Tensor(\"IteratorGetNext:0\", shape=(160, 3), dtype=float32),\n Tensor(\"IteratorGetNext:1\", shape=(160, 128, 4), dtype=float32),\n Tensor(\"IteratorGetNext:2\", shape=(3, 3), dtype=float32),\n Tensor(\"IteratorGetNext:3\", shape=(), dtype=float32))\n input_signature: (\n TensorSpec(shape=(None, 128, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 3), dtype=tf.float32, name=None),\n TensorSpec(shape=(), dtype=tf.float32, name=None))\n", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mTotal_energy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0menergy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mTotal_mapped_energy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmapped_energy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_on_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m 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\u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1696\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1697\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mreset_metrics\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 778\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 779\u001b[0m \u001b[0mcompiler\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"nonXla\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 780\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 781\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 782\u001b[0m \u001b[0mnew_tracing_count\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_tracing_count\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 821\u001b[0m \u001b[0;31m# This is the first call of __call__, so we have to initialize.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 822\u001b[0m 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\u001b[0;36m_initialize\u001b[0;34m(self, args, kwds, add_initializers_to)\u001b[0m\n\u001b[1;32m 695\u001b[0m self._concrete_stateful_fn = (\n\u001b[1;32m 696\u001b[0m self._stateful_fn._get_concrete_function_internal_garbage_collected( # pylint: disable=protected-access\n\u001b[0;32m--> 697\u001b[0;31m *args, **kwds))\n\u001b[0m\u001b[1;32m 698\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 699\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0minvalid_creator_scope\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0munused_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0munused_kwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_get_concrete_function_internal_garbage_collected\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2853\u001b[0m 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2857\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_maybe_define_function\u001b[0;34m(self, args, kwargs)\u001b[0m\n\u001b[1;32m 3211\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3212\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_function_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmissed\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcall_context_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3213\u001b[0;31m \u001b[0mgraph_function\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_create_graph_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3214\u001b[0m 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collections, capture_by_value, override_flat_arg_shapes)\u001b[0m\n\u001b[1;32m 984\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moriginal_func\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_decorator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munwrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpython_func\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 985\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 986\u001b[0;31m \u001b[0mfunc_outputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpython_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mfunc_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mfunc_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 987\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 988\u001b[0m \u001b[0;31m# invariant: `func_outputs` contains only Tensors, CompositeTensors,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36mwrapped_fn\u001b[0;34m(*args, **kwds)\u001b[0m\n\u001b[1;32m 598\u001b[0m \u001b[0;31m# __wrapped__ allows AutoGraph to swap in a converted function. We give\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 599\u001b[0m \u001b[0;31m# the function a weak reference to itself to avoid a reference cycle.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 600\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mweak_wrapped_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__wrapped__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 601\u001b[0m \u001b[0mweak_wrapped_fn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mweakref\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mref\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwrapped_fn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 602\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/framework/func_graph.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 971\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint:disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 972\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"ag_error_metadata\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 973\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mag_error_metadata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_exception\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 974\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 975\u001b[0m \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: in user code:\n\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py:806 train_function *\n return step_function(self, iterator)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/hoomd/htf/simmodel.py:116 call *\n out = self.compute(*inputs[:self._arg_count])\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:780 __call__ **\n result = self._call(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:814 _call\n results = self._stateful_fn(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2828 __call__\n graph_function, args, kwargs = self._maybe_define_function(args, kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:3171 _maybe_define_function\n *args, **kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2622 canonicalize_function_inputs\n self._flat_input_signature)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2713 _convert_inputs_to_signature\n format_error_message(inputs, input_signature))\n\n ValueError: Python inputs incompatible with input_signature:\n inputs: (\n Tensor(\"IteratorGetNext:0\", shape=(160, 3), dtype=float32),\n Tensor(\"IteratorGetNext:1\", shape=(160, 128, 4), dtype=float32),\n Tensor(\"IteratorGetNext:2\", shape=(3, 3), dtype=float32),\n Tensor(\"IteratorGetNext:3\", shape=(), dtype=float32))\n input_signature: (\n TensorSpec(shape=(None, 128, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 3), dtype=tf.float32, name=None),\n TensorSpec(shape=(), dtype=tf.float32, name=None))\n" ] } ], "source": [ - "r_cut = 10\n", - "CG_NN=max_neighbor_est\n", - "for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =20):\n", - " print (ts)\n", - " forces,energy = model(inputs)\n", - " aa_pos = inputs[1].astype('float32')\n", - " box = inputs[2].astype('float32')\n", - " box_size = [box[0,0],box[0,0],box[0,0]]\n", + "Total_energy = []\n", + "Total_mapped_energy = []\n", + "for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =1):\n", + "# aa_pos = inputs[1].astype('float32')\n", + "# box = inputs[2].astype('float32')\n", + "# box_size = [box[0,0],box[0,0],box[0,0]]\n", + " forces, lj_w,energy, mapped_forces, mapped_energy,mapped_pos, mapped_nlist = model(inputs)\n", + " model_inputs = [mapped_pos, mapped_nlist] + inputs[2:] # get box, other items\n", + " Total_energy.append(np.sum(energy))\n", + " Total_mapped_energy.append(np.sum(mapped_energy))\n", + " loss = model.train_on_batch(x = model_inputs, y = mapped_forces)\n", + "\n", "# box_size = htf.box_size(box)\n", - " mapped_pos = htf.center_of_mass(aa_pos, cg_mapping, box_size)\n", + "# mapped_pos = htf.center_of_mass(aa_pos, cg_mapping, box_size)\n", " # create the mapped neighbor list\n", - " mapped_nlist = htf.compute_nlist(mapped_pos, r_cut, CG_NN, box_size, True)\n", + "# mapped_nlist = htf.compute_nlist(mapped_pos, r_cut, CG_NN, box_size, True)\n", "# mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)\n", - "# rinv = htf.nlist_rinv(mapped_nlist)\n", - "# # closest neighbors have largest value in 1/r, take top\n", - "# top_n = tf.sort(rinv, axis=1, direction='DESCENDING')[\n", - "# :, :self.top_neighs]\n", - "# # run through NN\n", - "# x = self.dense1(top_n)\n", - "# x = self.dense2(x)\n", - "# pair_energy = self.last(x)\n", - " \n", - "# mapped_forces = ...\n", - "# mapped_nlist = htf.compute_nlist(mapped_pos, ...)\n", - "# model_inputs = [mapped_pos, mapped_nlist] + inputs[2:] # get box, other items\n", - "# loss = my_model.train_on_batch(x = model_inputs, y = mapped_forces)\n", - "# print(loss)\n", - "print (forces)" + "print (Total_energy)\n", + "plt.plot(Total_energy,label ='energy')\n", + "# plt.plot(Total_mapped_energy,label='mapped energy')\n", + "plt.legend()\n", + "\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =20):\n", - " forces,energy = model(inputs)\n", - " aa_pos = inputs[1].astype('float32')\n", - " box = inputs[2].astype('float32')\n", - " box_size = [box[0,0],box[0,0],box[0,0]]\n", - "# box_size = htf.box_size(box)\n", - " mapped_pos = htf.center_of_mass(aa_pos, cg_mapping, box_size)\n", - " # create the mapped neighbor list\n", - " mapped_nlist = htf.compute_nlist(mapped_pos, r_cut, CG_NN, box_size, True)\n", - "# mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)" + "# model = NlistNN(128, dim=16, top_neighs=8)\n", + "# model.compile('Adam', ['MeanSquaredError', None])\n", + "# losses = []\n", + "# # u1 = mda.Merge(u.select_atoms())\n", + "# for epoch in range(3):\n", + "# for inputs, ts in htf.iter_from_trajectory(128, u, selection='resname PHE', r_cut=10, period=1):\n", + "# #labels = ts.forces\n", + "# result = model(inputs)\n", + "# labels = ts.positions\n", + "# loss = model.train_on_batch(inputs, labels)\n", + "# losses.append(loss)\n", + "# print (losses)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "class NlistNN(htf.SimModel):\n", - " def setup(self, dim, top_neighs, cg_mapping, rcut, CG_NN):\n", - " self.dense1 = tf.keras.layers.Layer(dim)\n", - " self.dense2 = tf.keras.layers.Layer(dim)\n", - " self.last = tf.keras.layers.Layer(1)\n", - " self.top_neighs = top_neighs\n", - " self.cg_mapping = cg_mapping\n", - " self.CG_NN = CG_NN\n", - " self.rcut = rcut\n", + "# def compute(self, nlist, positions, box, cg_mapping):\n", + "# # calculate the center of mass of a CG bead\n", + "# box_size = [box[0,0],box[0,0],box[0,0]]\n", + "# mapped_pos = htf.center_of_mass(positions[:,:3], self.cg_mapping, box_size)\n", + "# mapped_nlist = htf.compute_nlist(mapped_pos, self.rcut, self.CG_NN, box_size, True)\n", + "# # rinv_6 = htf.nlist_rinv(mapped_nlist)**6\n", + "# # # closest neighbors have largest value in 1/r, take top\n", + "# # top_n = tf.sort(rinv, axis=1, direction='DESCENDING')[\n", + "# # :, :self.top_neighs]\n", + "# # # run through NN\n", + "# # x = self.dense1(top_n)\n", + "# # x = self.dense2(x)\n", + "# def energy_lj(nlist):\n", + "# rinv_6 = htf.nlist_rinv(nlist)**6\n", + "# p_energy = 4.0 / 2.0 * (rinv_6 * rinv_6 - rinv_6)\n", + "# e = tf.reduce_sum(p_energy, axis=1)\n", + "# return e\n", + "# energy = energy_lj(nlist)\n", + "# # get per-particle energy\n", + "# mapped_energy = energy_lj(mapped_nlist)\n", + "# forces = htf.compute_nlist_forces(nlist, energy)\n", + "# mapped_forces = htf.compute_nlist_forces(mapped_nlist, mapped_energy)\n", + "# nlist_grad = tf.gradients(energy, nlist)[0]\n", + "# # tf.print (mapped_nlist)\n", + "# # nlist_grad = tf.gradients(energy, mapped_nlist)[0]\n", + "# # mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)\n", + "# return forces[:,:3], energy, mapped_forces[:,:3], mapped_energy, mapped_pos, mapped_nlist \n", + " \n", + " \n", + "# class TrajModel(htf.SimModel):\n", + "# def setup(self):\n", + "# self.avg_chrdf = tf.keras.metrics.MeanTensor()\n", + "# self.avg_ohrdf = tf.keras.metrics.MeanTensor()\n", + "# def compute(self, nlist, positions): \n", + "# # pairwise energy. Double count -> divide by 2\n", + "# inv_r6 = htf.nlist_rinv(nlist)**6\n", + "# p_energy = 4.0 / 2.0 * (inv_r6 * inv_r6 - inv_r6)\n", + "# # sum over pairwise energy\n", + "# energy = tf.reduce_sum(p_energy, axis=1)\n", + "# # get forces\n", + "# forces = htf.compute_nlist_forces(nlist, energy)\n", + " \n", + "# # now get RDF\n", + "# # For reference, type indices in this case are: {C:0, H:1, N:2, O:3} \n", + "# # compute C-H RDF\n", + "# chrdf = htf.compute_rdf(\n", + "# nlist, [0, 15], positions[:, 3], \n", + "# nbins=20, type_i=0, type_j=1)\n", + "# # compute O-H RDF\n", + "# ohrdf = htf.compute_rdf(\n", + "# nlist,[0, 15], positions[:, 3], \n", + "# nbins=20, type_i=3, type_j=1)\n", + "# # average the RDFs\n", + "# self.avg_chrdf.update_state(chrdf)\n", + "# self.avg_ohrdf.update_state(ohrdf)\n", + "# return forces\n", + " \n", + "# # define model\n", + "# class MappingModel(htf.SimModel):\n", + "# def setup(self, CG_NN, cg_mapping, rcut):\n", + "# self.CG_NN = CG_NN\n", + "# self.rcut = rcut\n", + "# self.cg_mapping = cg_mapping\n", + "# self.avg_cg_rdf = tf.keras.metrics.MeanTensor()\n", + "# self.avg_aa_rdf = tf.keras.metrics.MeanTensor()\n", + "# def compute(self, nlist, positions, box):\n", + "# # calculate the center of mass of a CG bead\n", + "# box_size = htf.box_size(box)\n", + "# mapped_pos = htf.center_of_mass(positions[:,:3], self.cg_mapping, box_size)\n", + "# # create the mapped neighbot list\n", + "# mapped_nlist = htf.compute_nlist(mapped_pos, self.rcut, self.CG_NN, box_size, True)\n", + "# # compute RDF for mapped and C-C in all-atom\n", + "# cg_rdf = htf.compute_rdf(mapped_nlist, [0.1,self.rcut])\n", + "# aa_rdf = htf.compute_rdf(nlist, [0.1,self.rcut], positions[:,3], type_i=3, type_j=3)\n", + "# self.avg_cg_rdf.update_state(cg_rdf)\n", + "# self.avg_aa_rdf.update_state(aa_rdf)\n", + "# return\n", + "# # model = TrajModel(256)\n", + " \n", + "# class NlistNN(htf.SimModel):\n", + "# def setup(self, dim, top_neighs):\n", + "# self.dense1 = tf.keras.layers.Layer(dim)\n", + "# self.dense2 = tf.keras.layers.Layer(dim)\n", + "# self.last = tf.keras.layers.Layer(1)\n", + "# self.top_neighs = top_neighs\n", "\n", - " def compute(self, nlist, positions, box, cg_mapping):\n", - " # calculate the center of mass of a CG bead\n", - " box_size = [box[0,0],box[0,0],box[0,0]]\n", - " mapped_pos = htf.center_of_mass(positions[:,:3], self.cg_mapping, box_size)\n", - " mapped_nlist = htf.compute_nlist(mapped_pos, self.rcut, self.CG_NN, box_size, True)\n", - "# rinv_6 = htf.nlist_rinv(mapped_nlist)**6\n", + "# def compute(self, nlist, positions, box, sample_weight):\n", + "# rinv = htf.nlist_rinv(nlist)\n", "# # closest neighbors have largest value in 1/r, take top\n", "# top_n = tf.sort(rinv, axis=1, direction='DESCENDING')[\n", "# :, :self.top_neighs]\n", "# # run through NN\n", "# x = self.dense1(top_n)\n", "# x = self.dense2(x)\n", - " def energy_lj(nlist):\n", - " rinv_6 = htf.nlist_rinv(nlist)**6\n", - " p_energy = 4.0 / 2.0 * (rinv_6 * rinv_6 - rinv_6)\n", - " e = tf.reduce_sum(p_energy, axis=1)\n", - " return e\n", - " energy = energy_lj(nlist)\n", - " # get per-particle energy\n", - " mapped_energy = energy_lj(mapped_nlist)\n", - " forces = htf.compute_nlist_forces(nlist, energy)\n", - " mapped_forces = htf.compute_nlist_forces(mapped_nlist, mapped_energy)\n", - " nlist_grad = tf.gradients(energy, nlist)[0]\n", - "# tf.print (mapped_nlist)\n", - "# nlist_grad = tf.gradients(energy, mapped_nlist)[0]\n", - "# mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)\n", - " return forces[:,:3], energy, mapped_forces[:,:3], mapped_energy, mapped_pos, mapped_nlist \n", - "model = NlistNN(128, dim=16, top_neighs=8, cg_mapping = cg_mapping, rcut = 10, CG_NN=max_neighbor_est )\n", - "model.compile('Adam', ['MeanSquaredError', None])" + "# pair_energy = self.last(x)\n", + "# # get per-particle energy\n", + "# energy = tf.reduce_sum(pair_energy, axis=1)\n", + "# forces = htf.compute_nlist_forces(nlist, energy)\n", + "# # don't output last column of forces, pairwise energy, since it's meaningless here\n", + "# return forces[:,:3], energy \n", + " \n", + " \n", + "# max_neighbor_est = 128\n", + "# map_model = MappingModel(\n", + "# max_neighbor_est, \n", + "# CG_NN=max_neighbor_est, \n", + "# cg_mapping=cg_mapping, \n", + "# output_forces=False,\n", + "# rcut=10,\n", + "# check_nlist=True)\n", + "# # print (u.trajectory.select_atoms('resname PHE'))" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "< Timestep 0 with unit cell dimensions [0. 0. 0. 0. 0. 0.] >\n" - ] - }, - { - "ename": "ValueError", - "evalue": "in user code:\n\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py:806 train_function *\n return step_function(self, iterator)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/hoomd/htf/simmodel.py:116 call *\n out = self.compute(*inputs[:self._arg_count])\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:780 __call__ **\n result = self._call(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:814 _call\n results = self._stateful_fn(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2828 __call__\n graph_function, args, kwargs = self._maybe_define_function(args, kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:3171 _maybe_define_function\n *args, **kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2622 canonicalize_function_inputs\n self._flat_input_signature)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2713 _convert_inputs_to_signature\n format_error_message(inputs, input_signature))\n\n ValueError: Python inputs incompatible with input_signature:\n inputs: (\n Tensor(\"IteratorGetNext:0\", shape=(160, 3), dtype=float32),\n Tensor(\"IteratorGetNext:1\", shape=(160, 128, 4), dtype=float32),\n Tensor(\"IteratorGetNext:2\", shape=(3, 3), dtype=float32),\n Tensor(\"IteratorGetNext:3\", shape=(), dtype=float32))\n input_signature: (\n TensorSpec(shape=(None, 128, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 3), dtype=tf.float32, name=None),\n TensorSpec(shape=(), dtype=tf.float32, name=None))\n", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mTotal_energy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0menergy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mTotal_mapped_energy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmapped_energy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_on_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel_inputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmapped_forces\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 10\u001b[0m \u001b[0;31m# aa_pos = inputs[1].astype('float32')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;31m# box = inputs[2].astype('float32')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py\u001b[0m in \u001b[0;36mtrain_on_batch\u001b[0;34m(self, x, y, sample_weight, class_weight, reset_metrics, return_dict)\u001b[0m\n\u001b[1;32m 1693\u001b[0m class_weight)\n\u001b[1;32m 1694\u001b[0m \u001b[0mtrain_function\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_train_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1695\u001b[0;31m \u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1696\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1697\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mreset_metrics\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 778\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 779\u001b[0m \u001b[0mcompiler\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"nonXla\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 780\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 781\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 782\u001b[0m \u001b[0mnew_tracing_count\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_tracing_count\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 821\u001b[0m \u001b[0;31m# This is the first call of __call__, so we have to initialize.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 822\u001b[0m \u001b[0minitializers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 823\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_initialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madd_initializers_to\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minitializers\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 824\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 825\u001b[0m \u001b[0;31m# At this point we know that the initialization is complete (or less\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m_initialize\u001b[0;34m(self, args, kwds, add_initializers_to)\u001b[0m\n\u001b[1;32m 695\u001b[0m self._concrete_stateful_fn = (\n\u001b[1;32m 696\u001b[0m self._stateful_fn._get_concrete_function_internal_garbage_collected( # pylint: disable=protected-access\n\u001b[0;32m--> 697\u001b[0;31m *args, **kwds))\n\u001b[0m\u001b[1;32m 698\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 699\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0minvalid_creator_scope\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0munused_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0munused_kwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_get_concrete_function_internal_garbage_collected\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2853\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2854\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2855\u001b[0;31m \u001b[0mgraph_function\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_define_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2856\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2857\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_maybe_define_function\u001b[0;34m(self, args, kwargs)\u001b[0m\n\u001b[1;32m 3211\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3212\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_function_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmissed\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcall_context_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3213\u001b[0;31m \u001b[0mgraph_function\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_create_graph_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3214\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_function_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprimary\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcache_key\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3215\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_create_graph_function\u001b[0;34m(self, args, kwargs, override_flat_arg_shapes)\u001b[0m\n\u001b[1;32m 3073\u001b[0m \u001b[0marg_names\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0marg_names\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3074\u001b[0m \u001b[0moverride_flat_arg_shapes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0moverride_flat_arg_shapes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3075\u001b[0;31m capture_by_value=self._capture_by_value),\n\u001b[0m\u001b[1;32m 3076\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_function_attributes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3077\u001b[0m \u001b[0mfunction_spec\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfunction_spec\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/framework/func_graph.py\u001b[0m in \u001b[0;36mfunc_graph_from_py_func\u001b[0;34m(name, python_func, args, kwargs, signature, func_graph, autograph, autograph_options, add_control_dependencies, arg_names, op_return_value, collections, capture_by_value, override_flat_arg_shapes)\u001b[0m\n\u001b[1;32m 984\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moriginal_func\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_decorator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munwrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpython_func\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 985\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 986\u001b[0;31m \u001b[0mfunc_outputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpython_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mfunc_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mfunc_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 987\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 988\u001b[0m \u001b[0;31m# invariant: `func_outputs` contains only Tensors, CompositeTensors,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36mwrapped_fn\u001b[0;34m(*args, **kwds)\u001b[0m\n\u001b[1;32m 598\u001b[0m \u001b[0;31m# __wrapped__ allows AutoGraph to swap in a converted function. We give\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 599\u001b[0m \u001b[0;31m# the function a weak reference to itself to avoid a reference cycle.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 600\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mweak_wrapped_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__wrapped__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 601\u001b[0m \u001b[0mweak_wrapped_fn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mweakref\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mref\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwrapped_fn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 602\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/framework/func_graph.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 971\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint:disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 972\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"ag_error_metadata\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 973\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mag_error_metadata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_exception\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 974\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 975\u001b[0m \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: in user code:\n\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py:806 train_function *\n return step_function(self, iterator)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/hoomd/htf/simmodel.py:116 call *\n out = self.compute(*inputs[:self._arg_count])\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:780 __call__ **\n result = self._call(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:814 _call\n results = self._stateful_fn(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2828 __call__\n graph_function, args, kwargs = self._maybe_define_function(args, kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:3171 _maybe_define_function\n *args, **kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2622 canonicalize_function_inputs\n self._flat_input_signature)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2713 _convert_inputs_to_signature\n format_error_message(inputs, input_signature))\n\n ValueError: Python inputs incompatible with input_signature:\n inputs: (\n Tensor(\"IteratorGetNext:0\", shape=(160, 3), dtype=float32),\n Tensor(\"IteratorGetNext:1\", shape=(160, 128, 4), dtype=float32),\n Tensor(\"IteratorGetNext:2\", shape=(3, 3), dtype=float32),\n Tensor(\"IteratorGetNext:3\", shape=(), dtype=float32))\n input_signature: (\n TensorSpec(shape=(None, 128, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 3), dtype=tf.float32, name=None),\n TensorSpec(shape=(), dtype=tf.float32, name=None))\n" - ] - } - ], + "outputs": [], "source": [ - "Total_energy = []\n", - "Total_mapped_energy = []\n", - "for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =1):\n", - " print (ts)\n", - " forces,energy, mapped_forces, mapped_energy,mapped_pos, mapped_nlist = model(inputs)\n", - " model_inputs = [mapped_pos, mapped_nlist] + inputs[2:] # get box, other items\n", - " Total_energy.append(np.sum(energy))\n", - " Total_mapped_energy.append(np.sum(mapped_energy))\n", - " loss = model.train_on_batch(x = model_inputs, y = mapped_forces)\n", + "# plt.plot(losses)\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# r_cut = 10\n", + "# CG_NN=max_neighbor_est\n", + "# for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =20):\n", + "# print (ts)\n", + "# forces,energy = model(inputs)\n", "# aa_pos = inputs[1].astype('float32')\n", "# box = inputs[2].astype('float32')\n", "# box_size = [box[0,0],box[0,0],box[0,0]]\n", - "# box_size = htf.box_size(box)\n", + "# # box_size = htf.box_size(box)\n", "# mapped_pos = htf.center_of_mass(aa_pos, cg_mapping, box_size)\n", - " # create the mapped neighbor list\n", + "# # create the mapped neighbor list\n", "# mapped_nlist = htf.compute_nlist(mapped_pos, r_cut, CG_NN, box_size, True)\n", - "# mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)\n", - "print (Total_energy)\n", - "plt.plot(Total_energy,label ='energy')\n", - "# plt.plot(Total_mapped_energy,label='mapped energy')\n", - "plt.legend()" + "# # mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)\n", + "# # rinv = htf.nlist_rinv(mapped_nlist)\n", + "# # # closest neighbors have largest value in 1/r, take top\n", + "# # top_n = tf.sort(rinv, axis=1, direction='DESCENDING')[\n", + "# # :, :self.top_neighs]\n", + "# # # run through NN\n", + "# # x = self.dense1(top_n)\n", + "# # x = self.dense2(x)\n", + "# # pair_energy = self.last(x)\n", + " \n", + "# # mapped_forces = ...\n", + "# # mapped_nlist = htf.compute_nlist(mapped_pos, ...)\n", + "# # model_inputs = [mapped_pos, mapped_nlist] + inputs[2:] # get box, other items\n", + "# # loss = my_model.train_on_batch(x = model_inputs, y = mapped_forces)\n", + "# # print(loss)\n", + "# print (forces)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "39.492549895\n" - ] - } - ], + "outputs": [], "source": [ - "print (78.98509979/2)" + "# for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =20):\n", + "# forces,energy = model(inputs)\n", + "# aa_pos = inputs[1].astype('float32')\n", + "# box = inputs[2].astype('float32')\n", + "# box_size = [box[0,0],box[0,0],box[0,0]]\n", + "# # box_size = htf.box_size(box)\n", + "# mapped_pos = htf.center_of_mass(aa_pos, cg_mapping, box_size)\n", + "# # create the mapped neighbor list\n", + "# mapped_nlist = htf.compute_nlist(mapped_pos, r_cut, CG_NN, box_size, True)\n", + "# # mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# class NlistNN(htf.SimModel):\n", + "# def setup(self, dim, top_neighs, cg_mapping, rcut, CG_NN):\n", + "# self.dense1 = tf.keras.layers.Layer(dim)\n", + "# self.dense2 = tf.keras.layers.Layer(dim)\n", + "# self.last = tf.keras.layers.Layer(1)\n", + "# self.top_neighs = top_neighs\n", + "# self.cg_mapping = cg_mapping\n", + "# self.CG_NN = CG_NN\n", + "# self.rcut = rcut\n", + "\n", + "# def compute(self, nlist, positions, box, cg_mapping):\n", + "# # calculate the center of mass of a CG bead\n", + "# box_size = [box[0,0],box[0,0],box[0,0]]\n", + "# mapped_pos = htf.center_of_mass(positions[:,:3], self.cg_mapping, box_size)\n", + "# mapped_nlist = htf.compute_nlist(mapped_pos, self.rcut, self.CG_NN, box_size, True)\n", + "# # rinv_6 = htf.nlist_rinv(mapped_nlist)**6\n", + "# # # closest neighbors have largest value in 1/r, take top\n", + "# # top_n = tf.sort(rinv, axis=1, direction='DESCENDING')[\n", + "# # :, :self.top_neighs]\n", + "# # # run through NN\n", + "# # x = self.dense1(top_n)\n", + "# # x = self.dense2(x)\n", + "# def energy_lj(nlist):\n", + "# rinv_6 = htf.nlist_rinv(nlist)**6\n", + "# p_energy = 4.0 / 2.0 * (rinv_6 * rinv_6 - rinv_6)\n", + "# e = tf.reduce_sum(p_energy, axis=1)\n", + "# return e\n", + "# energy = energy_lj(nlist)\n", + "# # get per-particle energy\n", + "# mapped_energy = energy_lj(mapped_nlist)\n", + "# forces = htf.compute_nlist_forces(nlist, energy)\n", + "# mapped_forces = htf.compute_nlist_forces(mapped_nlist, mapped_energy)\n", + "# nlist_grad = tf.gradients(energy, nlist)[0]\n", + "# # tf.print (mapped_nlist)\n", + "# # nlist_grad = tf.gradients(energy, mapped_nlist)[0]\n", + "# # mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)\n", + "# return forces[:,:3], energy, mapped_forces[:,:3], mapped_energy, mapped_pos, mapped_nlist \n", + "# model = NlistNN(128, dim=16, top_neighs=8, cg_mapping = cg_mapping, rcut = 10, CG_NN=max_neighbor_est )\n", + "# model.compile('Adam', ['MeanSquaredError', None])" + ] } ], "metadata": { From 541e3a2a291cda46f4612d359d72be5fc71c11cd Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Mon, 14 Sep 2020 13:44:15 -0400 Subject: [PATCH 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Jho}C{{|ALoL1q8| literal 0 HcmV?d00001 diff --git a/htf/test-py/test_utils.py b/htf/test-py/test_utils.py index 3cef6d35..5ede378c 100644 --- a/htf/test-py/test_utils.py +++ b/htf/test-py/test_utils.py @@ -42,6 +42,41 @@ def test_find_molecules(self): assert len(mapping) == 9 assert len(mapping[0]) == 10 + def test_find_molecules_from_topology(self): + try: + import MDAnalysis as mda + except ImportError: + self.skipTest( + "MDAnalysis not available; skipping test_find_molecules_from_topology") + # Loading inputs + TPR = 'CG_mapping/test_nvt_prod.tpr' + TRAJECTORY = 'CG_mapping/test_traj.trr' + selection = "resname PHE" + u = mda.Universe(TPR, TRAJECTORY) + protein_FF = u.select_atoms("resname PHE and resid 0:1") + atoms_in_molecule_list = [protein_FF.names] + molecule_mapping_index = hoomd.htf.find_molecules_from_topology( + u, atoms_in_molecule_list, selection=selection) + Total_number_of_atoms = u.select_atoms(selection).n_atoms + assert Total_number_of_atoms - 1 == molecule_mapping_index[-1][-1] + + def test_matrix_mapping(self): + try: + import MDAnalysis as mda + except ImportError: + self.skipTest( + "MDAnalysis not available; skipping test_matrix_mapping") + # Loading inputs + TPR = 'CG_mapping/test_nvt_prod.tpr' + TRAJECTORY = 'CG_mapping/test_traj.trr' + u = mda.Universe(TPR, TRAJECTORY) + # Generating Mapping Matrix for Water + water = u.select_atoms("resname SOL and resid 500") + Beads_distribution = [['OW', 'HW1', 'HW2']] + mapping_water = hoomd.htf.matrix_mapping(water, Beads_distribution) + np.testing.assert_array_equal(np.round(mapping_water, 9), np.array([ + [0.88809574, 0.05595213, 0.05595213]])) + def test_bad_sparse_mapping(self): mapping_matrix = np.array([ [1, 0, 0], diff --git a/htf/utils.py b/htf/utils.py index 44fd67fe..70567a8a 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -6,7 +6,6 @@ from os import path import pickle import hoomd -import MDAnalysis as mda def compute_pairwise(model, r): @@ -96,11 +95,22 @@ def find_molecules_from_topology(universe, atoms_in_molecule_list, selection='al Depnding on the size of your system, this fuction might be slow to run. :param universe: Use MDAnalysis universe to read the tpr topology file from GROMACS. + :type universe: MDAnalysis Universe object :param selection: The atom groups to extract from universe :param atoms_in_molecule_list: This is a list of atoms lists in every molecule type in the system. :return: A list of length L (number of molecules) whose elements are lists of atom indices. + + Here's an example: + + .. code:: python + TPR = 'nvt_prod.tpr' + TRAJECTORY = 'Molecules_CG_Mapping/traj.trr' + u = mda.Universe(TPR, TRAJECTORY) + atoms_in_molecule_list = [u.select_atoms("resname PHE and resid 0:1").names] + find_molecules_from_topology(u, atoms_in_molecule_list, selection = "resname PHE") """ + # Getting total number of atoms in selection from topology Total_number_of_atoms = universe.select_atoms(selection).n_atoms @@ -118,8 +128,9 @@ def find_molecules_from_topology(universe, atoms_in_molecule_list, selection='al if len(molecule_to_be_added) == molecule_length: molecule_list_indexed.append(molecule_to_be_added) molecule_to_be_added = [] - assert molecule_list_indexed[-1][-1] == Total_number_of_atoms - \ - 1, 'Mismatch found between the number of atoms in the system and the final index value. Check your atoms_in_molecule_list input.' + if molecule_list_indexed[-1][-1] != Total_number_of_atoms - 1: + raise Exception( + "Mismatch found between the number of atoms in the system and the final index value. Check your atoms_in_molecule_list input.") return molecule_list_indexed def matrix_mapping(molecule, beads_distribution): From 80ed6a9cf2735a64e516c786d8107a88b15f084d Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Mon, 14 Sep 2020 14:13:49 -0400 Subject: [PATCH 07/24] fixed the path to loaded test_trajectory --- htf/test-py/test_utils.py | 32 +++++++++++--------------------- 1 file changed, 11 insertions(+), 21 deletions(-) diff --git a/htf/test-py/test_utils.py b/htf/test-py/test_utils.py index 3e939d78..c711dace 100644 --- a/htf/test-py/test_utils.py +++ b/htf/test-py/test_utils.py @@ -1,4 +1,3 @@ -# Copyright (c) 2020 HOOMD-TF Developers import shutil import tempfile import build_examples @@ -68,8 +67,11 @@ def test_matrix_mapping(self): self.skipTest( "MDAnalysis not available; skipping test_matrix_mapping") # Loading inputs - TPR = 'CG_mapping/test_nvt_prod.tpr' - TRAJECTORY = 'CG_mapping/test_traj.trr' + import os + TPR = os.path.join(os.path.dirname(__file__), + 'CG_mapping/test_nvt_prod.tpr') + TRAJECTORY = os.path.join(os.path.dirname(__file__), + 'CG_mapping/test_traj.trr') u = mda.Universe(TPR, TRAJECTORY) # Generating Mapping Matrix for Water water = u.select_atoms("resname SOL and resid 500") @@ -180,16 +182,16 @@ def test_com(self): def test_compute_nlist(self): N = 10 - positions = tf.cast( - tf.tile(tf.reshape(tf.range(N), [-1, 1]), [1, 3]), tf.float32) + positions = tf.tile(tf.reshape(tf.range(N), [-1, 1]), [1, 3]) box_size = [100., 100., 100.] nlist = hoomd.htf.compute_nlist( - positions, + tf.cast( + positions, + tf.float32), 100., 9, box_size, - return_types=False, - sorted=True) + True) nlist = nlist.numpy() # particle 1 is closest to 0 np.testing.assert_array_almost_equal(nlist[0, 0, :], [1, 1, 1, 1]) @@ -197,18 +199,6 @@ def test_compute_nlist(self): np.testing.assert_array_almost_equal(nlist[-1, -1, :], [-9, -9, -9, 0]) - extended_positions = tf.concat([positions, tf.zeros((N, 1))], axis=1) - nlist = hoomd.htf.compute_nlist( - extended_positions, - 100., - 9, - box_size, - return_types=True, - sorted=True) - nlist = nlist.numpy() - # particle 1 is closest to type 0 - np.testing.assert_array_almost_equal(nlist[0, 0, :], [1, 1, 1, 0]) - def test_compute_nlist_cut(self): N = 10 positions = tf.tile(tf.reshape(tf.range(N), [-1, 1]), [1, 3]) @@ -220,7 +210,7 @@ def test_compute_nlist_cut(self): 5.5, 9, box_size, - sorted=True) + True) nlist = nlist.numpy() # particle 1 is closest to 0 np.testing.assert_array_almost_equal(nlist[0, 0, :], [1, 1, 1, 1]) From f2549a69c0cda09e59b374dc2b57d61b520af8a0 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Mon, 14 Sep 2020 14:23:38 -0400 Subject: [PATCH 08/24] fixed the path to loaded test_trajectory --- htf/test-py/test_utils.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/htf/test-py/test_utils.py b/htf/test-py/test_utils.py index c711dace..b1da8804 100644 --- a/htf/test-py/test_utils.py +++ b/htf/test-py/test_utils.py @@ -49,8 +49,11 @@ def test_find_molecules_from_topology(self): self.skipTest( "MDAnalysis not available; skipping test_find_molecules_from_topology") # Loading inputs - TPR = 'CG_mapping/test_nvt_prod.tpr' - TRAJECTORY = 'CG_mapping/test_traj.trr' + import os + TPR = os.path.join(os.path.dirname(__file__), + 'CG_mapping/test_nvt_prod.tpr') + TRAJECTORY = os.path.join(os.path.dirname(__file__), + 'CG_mapping/test_traj.trr') selection = "resname PHE" u = mda.Universe(TPR, TRAJECTORY) protein_FF = u.select_atoms("resname PHE and resid 0:1") From 97303c36cacf020f8a438acd8a8603930830507c Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Fri, 30 Oct 2020 20:00:13 -0400 Subject: [PATCH 09/24] added mapped forces --- examples/07. Molecules CG Mapping.ipynb | 226 +++++++++++++++++++---- htf/utils.py | 11 +- 2 files changed, 195 insertions(+), 42 deletions(-) diff --git a/examples/07. Molecules CG Mapping.ipynb b/examples/07. Molecules CG Mapping.ipynb index 3e50f273..f53cc312 100644 --- a/examples/07. Molecules CG Mapping.ipynb +++ b/examples/07. Molecules CG Mapping.ipynb @@ -240,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -269,6 +269,7 @@ " def compute(self, nlist, positions, box, cg_mapping):\n", " # calculate the center of mass of a CG bead\n", " box_size = [box[0,0],box[0,0],box[0,0]]\n", + " print('Box size is ', box_size)\n", " mapped_pos = htf.center_of_mass(positions[:,:3], self.cg_mapping, box_size)\n", " mapped_nlist = htf.compute_nlist(mapped_pos, self.rcut, self.CG_NN, box_size, True)\n", " # get r\n", @@ -281,6 +282,7 @@ " mapped_p_energy = self.lj(mapped_r)\n", " mapped_energy = tf.reduce_sum(input_tensor=mapped_p_energy, axis=1)\n", " mapped_forces = htf.compute_nlist_forces(mapped_nlist, mapped_energy)\n", + " print ('mapped_forces is ', mapped_forces)\n", "\n", " return forces, self.lj.w, energy, mapped_forces, mapped_energy, mapped_pos, mapped_nlist\n", "\n" @@ -288,16 +290,36 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "r_cut = 10\n", + "r_cut = 50\n", "model = TrainableLJ(128,cg_mapping = cg_mapping, rcut = r_cut, CG_NN = 128)\n", - "model.compile('Adam', loss=['MeanSquaredError', None, None])\n", + "model.compile('Adam', loss=['MeanSquaredError', None, None, None, None, None, None])\n", "# tfcompute = htf.tfcompute(model)" ] }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "[78.9851 78.9851 78.9851 90. 90. 90. ]\n" + ] + } + ], + "source": [ + "print(u)\n", + "modif_u = mda.Merge(u.select_atoms('resname PHE'))\n", + "print(u.dimensions)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -313,39 +335,58 @@ "metadata": {}, "outputs": [ { - "ename": "ValueError", - "evalue": "in user code:\n\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py:806 train_function *\n return step_function(self, iterator)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/hoomd/htf/simmodel.py:116 call *\n out = self.compute(*inputs[:self._arg_count])\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:780 __call__ **\n result = self._call(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:814 _call\n results = self._stateful_fn(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2828 __call__\n graph_function, args, kwargs = self._maybe_define_function(args, kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:3171 _maybe_define_function\n *args, **kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2622 canonicalize_function_inputs\n self._flat_input_signature)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2713 _convert_inputs_to_signature\n format_error_message(inputs, input_signature))\n\n ValueError: Python inputs incompatible with input_signature:\n inputs: (\n Tensor(\"IteratorGetNext:0\", shape=(160, 3), dtype=float32),\n Tensor(\"IteratorGetNext:1\", shape=(160, 128, 4), dtype=float32),\n Tensor(\"IteratorGetNext:2\", shape=(3, 3), dtype=float32),\n Tensor(\"IteratorGetNext:3\", shape=(), dtype=float32))\n input_signature: (\n TensorSpec(shape=(None, 128, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 3), dtype=tf.float32, name=None),\n TensorSpec(shape=(), dtype=tf.float32, name=None))\n", + "name": "stdout", + "output_type": "stream", + "text": [ + "universe \n", + "Box size is [, , ]\n", + "mapped_forces is Tensor(\"concat_3:0\", shape=(160, 4), dtype=float32)\n", + "< Timestep 0 with unit cell dimensions [0. 0. 0. 0. 0. 0.] >\n", + "inputs type inputs shape (3, 3)\n", + "labels type labels shape (160, 4)\n" + ] + }, + { + "ename": "InvalidArgumentError", + "evalue": " Cannot multiply A and B because inner dimension does not match: 860 vs. 160. Did you forget a transpose? Dimensions of A: [160, 860). Dimensions of B: [160,3]\n\t [[{{node htf-model/StatefulPartitionedCall/SparseTensorDenseMatMul/SparseTensorDenseMatMul}}]] [Op:__inference_train_function_2826]\n\nFunction call stack:\ntrain_function\n", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mTotal_energy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0menergy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mTotal_mapped_energy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmapped_energy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_on_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel_inputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmapped_forces\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0;31m# box_size = htf.box_size(box)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mInvalidArgumentError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;31m# loss = model.train_on_batch(model_inputs, model_inputs)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 20\u001b[0;31m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_on_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_inputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;31m# box_size = htf.box_size(box)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py\u001b[0m in \u001b[0;36mtrain_on_batch\u001b[0;34m(self, x, y, sample_weight, class_weight, reset_metrics, return_dict)\u001b[0m\n\u001b[1;32m 1693\u001b[0m class_weight)\n\u001b[1;32m 1694\u001b[0m \u001b[0mtrain_function\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_train_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1695\u001b[0;31m \u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1696\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1697\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mreset_metrics\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 778\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 779\u001b[0m \u001b[0mcompiler\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"nonXla\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 780\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 781\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 782\u001b[0m \u001b[0mnew_tracing_count\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_tracing_count\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 821\u001b[0m \u001b[0;31m# This is the first call of __call__, so we have to initialize.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 822\u001b[0m \u001b[0minitializers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 823\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_initialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madd_initializers_to\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minitializers\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 824\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 825\u001b[0m \u001b[0;31m# At this point we know that the initialization is complete (or less\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m_initialize\u001b[0;34m(self, args, kwds, add_initializers_to)\u001b[0m\n\u001b[1;32m 695\u001b[0m self._concrete_stateful_fn = (\n\u001b[1;32m 696\u001b[0m self._stateful_fn._get_concrete_function_internal_garbage_collected( # pylint: disable=protected-access\n\u001b[0;32m--> 697\u001b[0;31m *args, **kwds))\n\u001b[0m\u001b[1;32m 698\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 699\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0minvalid_creator_scope\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0munused_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0munused_kwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_get_concrete_function_internal_garbage_collected\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2853\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2854\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2855\u001b[0;31m \u001b[0mgraph_function\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_define_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2856\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2857\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_create_graph_function\u001b[0;34m(self, args, kwargs, override_flat_arg_shapes)\u001b[0m\n\u001b[1;32m 3073\u001b[0m \u001b[0marg_names\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0marg_names\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3074\u001b[0m \u001b[0moverride_flat_arg_shapes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0moverride_flat_arg_shapes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3075\u001b[0;31m capture_by_value=self._capture_by_value),\n\u001b[0m\u001b[1;32m 3076\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_function_attributes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3077\u001b[0m \u001b[0mfunction_spec\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfunction_spec\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/framework/func_graph.py\u001b[0m in \u001b[0;36mfunc_graph_from_py_func\u001b[0;34m(name, python_func, args, kwargs, signature, func_graph, autograph, autograph_options, add_control_dependencies, arg_names, op_return_value, collections, capture_by_value, override_flat_arg_shapes)\u001b[0m\n\u001b[1;32m 984\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moriginal_func\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_decorator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munwrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpython_func\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 985\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 986\u001b[0;31m \u001b[0mfunc_outputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpython_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mfunc_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mfunc_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 987\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 988\u001b[0m \u001b[0;31m# invariant: `func_outputs` contains only Tensors, CompositeTensors,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36mwrapped_fn\u001b[0;34m(*args, **kwds)\u001b[0m\n\u001b[1;32m 598\u001b[0m \u001b[0;31m# __wrapped__ allows AutoGraph to swap in a converted function. We give\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 599\u001b[0m \u001b[0;31m# the function a weak reference to itself to avoid a reference cycle.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 600\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mweak_wrapped_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__wrapped__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 601\u001b[0m \u001b[0mweak_wrapped_fn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mweakref\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mref\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwrapped_fn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 602\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/framework/func_graph.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 971\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint:disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 972\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"ag_error_metadata\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 973\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mag_error_metadata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_exception\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 974\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 975\u001b[0m \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: in user code:\n\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/keras/engine/training.py:806 train_function *\n return step_function(self, iterator)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/hoomd/htf/simmodel.py:116 call *\n out = self.compute(*inputs[:self._arg_count])\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:780 __call__ **\n result = self._call(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py:814 _call\n results = self._stateful_fn(*args, **kwds)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2828 __call__\n graph_function, args, kwargs = self._maybe_define_function(args, kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:3171 _maybe_define_function\n *args, **kwargs)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2622 canonicalize_function_inputs\n self._flat_input_signature)\n /home/mgholiza/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/function.py:2713 _convert_inputs_to_signature\n format_error_message(inputs, input_signature))\n\n ValueError: Python inputs incompatible with input_signature:\n inputs: (\n Tensor(\"IteratorGetNext:0\", shape=(160, 3), dtype=float32),\n Tensor(\"IteratorGetNext:1\", shape=(160, 128, 4), dtype=float32),\n Tensor(\"IteratorGetNext:2\", shape=(3, 3), dtype=float32),\n Tensor(\"IteratorGetNext:3\", shape=(), dtype=float32))\n input_signature: (\n TensorSpec(shape=(None, 128, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 4), dtype=tf.float32, name=None),\n TensorSpec(shape=(None, 3), dtype=tf.float32, name=None),\n TensorSpec(shape=(), dtype=tf.float32, name=None))\n" + "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 838\u001b[0m \u001b[0;31m# Lifting succeeded, so variables are initialized and we can run the\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 839\u001b[0m \u001b[0;31m# stateless 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multiply A and B because inner dimension does not match: 860 vs. 160. Did you forget a transpose? Dimensions of A: [160, 860). Dimensions of B: [160,3]\n\t [[{{node htf-model/StatefulPartitionedCall/SparseTensorDenseMatMul/SparseTensorDenseMatMul}}]] [Op:__inference_train_function_2826]\n\nFunction call stack:\ntrain_function\n" ] } ], "source": [ "Total_energy = []\n", "Total_mapped_energy = []\n", - "for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =1):\n", + "for inputs, ts in htf.iter_from_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =10):\n", "# aa_pos = inputs[1].astype('float32')\n", "# box = inputs[2].astype('float32')\n", "# box_size = [box[0,0],box[0,0],box[0,0]]\n", - " forces, lj_w,energy, mapped_forces, mapped_energy,mapped_pos, mapped_nlist = model(inputs)\n", - " model_inputs = [mapped_pos, mapped_nlist] + inputs[2:] # get box, other items\n", + " forces, lj_w, energy, mapped_forces, mapped_energy, mapped_pos, mapped_nlist = model(inputs)\n", + " cg_type = tf.zeros((mapped_nlist.shape[0],1))\n", + " mapped_pos_with_type = tf.concat([mapped_pos, cg_type], axis =1)\n", + " model_inputs = [mapped_nlist, mapped_pos_with_type] + inputs[2:] # get box, other items\n", + " labels = mapped_forces\n", + "# print ([type(a) for a in model_inputs])\n", + " print (ts)\n", + " print('inputs type', type(model_inputs), 'inputs shape', model_inputs[2].shape)\n", + " print('labels type', type(labels), 'labels shape', labels.shape)\n", " Total_energy.append(np.sum(energy))\n", - " Total_mapped_energy.append(np.sum(mapped_energy))\n", - " loss = model.train_on_batch(x = model_inputs, y = mapped_forces)\n", + " Total_mapped_energy.append(tf.reduce_sum(mapped_energy))\n", + "# loss = model.train_on_batch(model_inputs, model_inputs)\n", + " \n", + " loss = model.train_on_batch(model_inputs, labels)\n", "\n", "# box_size = htf.box_size(box)\n", "# mapped_pos = htf.center_of_mass(aa_pos, cg_mapping, box_size)\n", @@ -360,24 +401,133 @@ "\n" ] }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "class LJLayer(tf.keras.layers.Layer):\n", + " def __init__(self, sig, eps):\n", + " super().__init__(self, name='lj')\n", + " self.start = [sig, eps]\n", + " self.w = self.add_weight(\n", + " shape=[2],\n", + " initializer=tf.constant_initializer([sig, eps]),\n", + " constraint=tf.keras.constraints.NonNeg())\n", + "\n", + " def call(self, r):\n", + " r6 = tf.math.divide_no_nan(self.w[1]**6, r**6)\n", + " energy = self.w[0] * 4.0 * (r6**2 - r6)\n", + " # divide by 2 to remove double count\n", + " return energy / 2.\n", + " \n", + "class TrainableLJ(htf.SimModel):\n", + " def setup(self,cg_mapping, rcut, CG_NN):\n", + " self.lj = LJLayer(0.9, 1.2)\n", + " self.rcut = rcut\n", + " self.cg_mapping = cg_mapping\n", + " self.CG_NN = CG_NN\n", + "\n", + " def compute(self, mapped_nlist):\n", + " # calculate the center of mass of a CG bead\n", + " # get r\n", + "# r = htf.safe_norm(tensor=nlist[:, :, :3], axis=2)\n", + "# p_energy = self.lj(r)\n", + "# energy = tf.reduce_sum(input_tensor=p_energy, axis=1)\n", + "# forces = htf.compute_nlist_forces(nlist, energy)\n", + " # get mapped_r\n", + "\n", + " mapped_r = htf.safe_norm(tensor=mapped_nlist[:, :, :3], axis=2)\n", + " mapped_p_energy = self.lj(mapped_r)\n", + " mapped_energy = tf.reduce_sum(input_tensor=mapped_p_energy, axis=1)\n", + "# print ('mapped_energy is ', mapped_energy)\n", + " mapped_forces = htf.compute_nlist_forces(mapped_nlist, mapped_energy)\n", + "# print ('mapped_forces is ', mapped_forces)\n", + "\n", + " return mapped_forces, mapped_energy\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "universe \n", + "< Timestep 0 with unit cell dimensions [0. 0. 0. 0. 0. 0.] >\n", + "[3.4423898079425556e-16, 3.4423898079425556e-16]\n" + ] + } + ], + "source": [ + "r_cut = 2\n", + "CG_NN = 128\n", + "model = TrainableLJ(128,cg_mapping = cg_mapping, rcut = r_cut, CG_NN = CG_NN)\n", + "model.compile('Adam', loss=['MeanSquaredError', None])\n", + "Total_energy = []\n", + "Total_mapped_energy = []\n", + "losses = []\n", + "for inputs, ts in htf.iter_farom_trajectory(128, u,selection='resname PHE', r_cut=r_cut,period =1):\n", + "# aa_pos = inputs[1].astype('float32')\n", + " print(ts)\n", + " nlist = inputs[0]\n", + " positions = inputs[1]\n", + " box = inputs[2].astype('float32')\n", + " box_size = tf.constant([box[0,0],box[0,0],box[0,0]])\n", + " mapped_pos = htf.center_of_mass(positions[:,:3], cg_mapping, box_size)\n", + " mapped_nlist = htf.compute_nlist(mapped_pos, r_cut, CG_NN, box_size, True)\n", + " cg_type = tf.zeros((mapped_nlist.shape[0],1))\n", + " mapped_pos_with_type = tf.concat([mapped_pos, cg_type], axis =1)\n", + " print('shape mapped_nlist = ', mapped_nlist.shape)\n", + " print('shape mapped_pos = ', mapped_pos.shape)\n", + " mapped_forces, mapped_energy = model(mapped_nlist[tf.newaxis, ...])\n", + " model_inputs = [mapped_nlist, mapped_pos_with_type, box_size] + inputs[3:]\n", + " labels = mapped_forces\n", + " loss = model.train_on_batch(model_inputs, labels)\n", + " print(loss)\n", + "# print(loss)\n", + "# losses.append(loss)\n", + "# forces, lj_w, energy, mapped_forces, mapped_energy, mapped_pos, mapped_nlist = model(inputs)\n", + "# cg_type = tf.zeros((mapped_nlist.shape[0],1))\n", + "# mapped_pos_with_type = tf.concat([mapped_pos, cg_type], axis =1)\n", + "# model_inputs = [mapped_nlist, mapped_pos_with_type] + inputs[2:] # get box, other items\n", + "# labels = mapped_forces\n", + "# # print ([type(a) for a in model_inputs])\n", + "# print (ts)\n", + "# print('inputs type', type(model_inputs), 'inputs shape', model_inputs[2].shape)\n", + "# print('labels type', type(labels), 'labels shape', labels.shape)\n", + "# Total_energy.append(np.sum(energy))\n", + "# Total_mapped_energy.append(tf.reduce_sum(mapped_energy))\n", + "# # loss = model.train_on_batch(model_inputs, model_inputs)\n", + " \n", + "# loss = model.train_on_batch(model_inputs, labels)\n", + "\n", + "# # box_size = htf.box_size(box)\n", + "# # mapped_pos = htf.center_of_mass(aa_pos, cg_mapping, box_size)\n", + "# # create the mapped neighbor list\n", + "# # mapped_nlist = htf.compute_nlist(mapped_pos, r_cut, CG_NN, box_size, True)\n", + "# # mapped_forces = htf.compute_nlist_forces(mapped_nlist, energy)\n", + "# print (Total_energy)\n", + "# plt.plot(Total_energy,label ='energy')\n", + "# # plt.plot(Total_mapped_energy,label='mapped energy')\n", + "# plt.legend()\n", + "\n", + "\n" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# model = NlistNN(128, dim=16, top_neighs=8)\n", - "# model.compile('Adam', ['MeanSquaredError', None])\n", - "# losses = []\n", - "# # u1 = mda.Merge(u.select_atoms())\n", - "# for epoch in range(3):\n", - "# for inputs, ts in htf.iter_from_trajectory(128, u, selection='resname PHE', r_cut=10, period=1):\n", - "# #labels = ts.forces\n", - "# result = model(inputs)\n", - "# labels = ts.positions\n", - "# loss = model.train_on_batch(inputs, labels)\n", - "# losses.append(loss)\n", - "# print (losses)" + "plt.plot(losses)\n", + "plt.show()" ] }, { @@ -501,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -511,7 +661,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -547,7 +697,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -565,7 +715,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ diff --git a/htf/utils.py b/htf/utils.py index 5e120891..8a381bb6 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -5,6 +5,7 @@ from os import path import pickle import hoomd +import MDAnalysis as mda def compute_pairwise(model, r): @@ -264,7 +265,9 @@ def iter_from_trajectory(nneighbor_cutoff, universe, selection='all', r_cut=10., :type period: int ''' import MDAnalysis + from tqdm import tqdm # read trajectory + # Modifying the universe for non 'all' atom selections. box = universe.dimensions # define the system hoomd_box = np.array([[box[0], 0, 0], [0, box[1], 0], [0, 0, box[2]]]) @@ -284,11 +287,11 @@ def iter_from_trajectory(nneighbor_cutoff, universe, selection='all', r_cut=10., # box_size = [box[0], box[1], box[2]] nlist = compute_nlist(atom_group.positions, r_cut=r_cut, NN=nneighbor_cutoff, box_size=[box[0], box[1], box[2]]) - # Modifying the universe for non 'all' atom selections. - if selection != 'all': - universe = mda.Merge(universe.select_atoms(selection)) + # if selection != 'all': + # universe = mda.Merge(universe.select_atoms(selection)) + # print('universe', universe) # Run the model at every nth frame, where n = period - for i, ts in enumerate(universe.trajectory): + for i, ts in enumerate(tqdm(universe.trajectory)): if i % period == 0: yield [nlist, np.concatenate( (atom_group.positions, From 8e82640723b9da683424c54949ac87a7c092b26d Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Wed, 10 Feb 2021 19:55:18 -0500 Subject: [PATCH 10/24] defined compute_ohe_bead_type_interactions method in utils.py --- htf/utils.py | 34 ++++++++++++++++++++++++++++++++++ 1 file changed, 34 insertions(+) diff --git a/htf/utils.py b/htf/utils.py index cd288acf..e7797108 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -41,6 +41,40 @@ def center_of_mass(positions, mapping, box_size, name='center-of-mass'): return tf.identity(thetamean / np.pi / 2 * box_dim, name=name) +def compute_ohe_bead_type_interactions(pos_btype, nlist_btype, n_btypes): + ''' Computes bead type interactions as a one-hot encoding. + + :param pos_btype: type of the beads based on the of mapped positions[...,-1] + :type pos_btype: N tensor + :param nlist_btype: type of the beads based on the of mapped neighborlist[...,-1] + :type nlist_btype: N x M tensor + :param n_btypes: total number of possible interations between two bead types + :type n_btypes: int + + + :return: a [N x M x I] array, where M is the total number of beads in the system, + N the size of neighborlist and I is the total number of possible interations between + two bead types i and j, given n_btypes. + ''' + def gen_ohe_interaction(pos_index, nlist_index, n_btypes): + ohe_bead_interactions = np.zeros((n_btypes, n_btypes)) + ohe_bead_interactions[pos_index, nlist_index] = 1 + # Interaction from i to j is equivalent to j to i + if pos_index > nlist_index: + # Flip around diagonal + ohe_bead_interactions = np.rot90(np.fliplr(ohe_bead_interactions)) + return ohe_bead_interactions[np.triu_indices(n_btypes)] + from scipy.special import comb + # Finding the number of possible interactions between bead types + I = int(comb(n_btypes, 2) + n_btypes) + N, M = nlist_btype.shape + interactions = np.zeros((N, M, I)) + for index_i, i_type in enumerate(pos_btype): + for index_j, j_type in enumerate(nlist_btype[index_i]): + interactions[index_i, index_j] = gen_ohe_interaction( + i_type, j_type, n_btypes) + return interactions + def compute_nlist( positions, r_cut, From 738116bca14a142cc9707f4da8a6897269568c60 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Wed, 10 Feb 2021 22:59:05 -0500 Subject: [PATCH 11/24] resolved merge conflicts --- htf/simmodel.py | 1 - htf/test-py/test_utils.py | 25 +++++++++++++++++++------ htf/utils.py | 1 - 3 files changed, 19 insertions(+), 8 deletions(-) diff --git a/htf/simmodel.py b/htf/simmodel.py index 07ee707e..65562f66 100644 --- a/htf/simmodel.py +++ b/htf/simmodel.py @@ -480,7 +480,6 @@ def wrap_vector(r, box): @tf.function def box_size(box): - # Note that this function is compatible with HOOMD box and not the one from GROMACS. return box[1, :] - box[0, :] diff --git a/htf/test-py/test_utils.py b/htf/test-py/test_utils.py index bf0120d8..e7f8194c 100644 --- a/htf/test-py/test_utils.py +++ b/htf/test-py/test_utils.py @@ -1,3 +1,4 @@ +# Copyright (c) 2020 HOOMD-TF Developers import shutil import tempfile import build_examples @@ -185,16 +186,16 @@ def test_com(self): def test_compute_nlist(self): N = 10 - positions = tf.tile(tf.reshape(tf.range(N), [-1, 1]), [1, 3]) + positions = tf.cast( + tf.tile(tf.reshape(tf.range(N), [-1, 1]), [1, 3]), tf.float32) box_size = [100., 100., 100.] nlist = hoomd.htf.compute_nlist( - tf.cast( - positions, - tf.float32), + positions, 100., 9, box_size, - True) + return_types=False, + sorted=True) nlist = nlist.numpy() # particle 1 is closest to 0 np.testing.assert_array_almost_equal(nlist[0, 0, :], [1, 1, 1, 1]) @@ -202,6 +203,18 @@ def test_compute_nlist(self): np.testing.assert_array_almost_equal(nlist[-1, -1, :], [-9, -9, -9, 0]) + extended_positions = tf.concat([positions, tf.zeros((N, 1))], axis=1) + nlist = hoomd.htf.compute_nlist( + extended_positions, + 100., + 9, + box_size, + return_types=True, + sorted=True) + nlist = nlist.numpy() + # particle 1 is closest to type 0 + np.testing.assert_array_almost_equal(nlist[0, 0, :], [1, 1, 1, 0]) + def test_compute_nlist_cut(self): N = 10 positions = tf.tile(tf.reshape(tf.range(N), [-1, 1]), [1, 3]) @@ -213,7 +226,7 @@ def test_compute_nlist_cut(self): 5.5, 9, box_size, - True) + sorted=True) nlist = nlist.numpy() # particle 1 is closest to 0 np.testing.assert_array_almost_equal(nlist[0, 0, :], [1, 1, 1, 1]) diff --git a/htf/utils.py b/htf/utils.py index e7797108..7e625d9c 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -5,7 +5,6 @@ from os import path import pickle import hoomd -import MDAnalysis as mda def center_of_mass(positions, mapping, box_size, name='center-of-mass'): From d617793ee7c5b25d1da58b8fad41274968df3f69 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Wed, 10 Feb 2021 23:09:56 -0500 Subject: [PATCH 12/24] revised method details --- htf/utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/htf/utils.py b/htf/utils.py index 7e625d9c..fd58cd4e 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -52,8 +52,8 @@ def compute_ohe_bead_type_interactions(pos_btype, nlist_btype, n_btypes): :return: a [N x M x I] array, where M is the total number of beads in the system, - N the size of neighborlist and I is the total number of possible interations between - two bead types i and j, given n_btypes. + N is the size of CG neighborlist and I is the total number of possible interations between + two beads of type i and j ''' def gen_ohe_interaction(pos_index, nlist_index, n_btypes): ohe_bead_interactions = np.zeros((n_btypes, n_btypes)) From 3fee7c325f705b8dba8fd293ece9a311c366063d Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Thu, 11 Feb 2021 09:05:15 -0500 Subject: [PATCH 13/24] fixed n_btypes description --- htf/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/htf/utils.py b/htf/utils.py index fd58cd4e..a733725e 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -47,7 +47,7 @@ def compute_ohe_bead_type_interactions(pos_btype, nlist_btype, n_btypes): :type pos_btype: N tensor :param nlist_btype: type of the beads based on the of mapped neighborlist[...,-1] :type nlist_btype: N x M tensor - :param n_btypes: total number of possible interations between two bead types + :param n_btypes: number of unique bead types in the CG system :type n_btypes: int From 8b67de19ae9eb53e59e4d0c37b14102eb4b051e3 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Fri, 12 Feb 2021 17:57:13 -0500 Subject: [PATCH 14/24] revised compute_ohe_bead_type_interactions function in tensorflow --- htf/utils.py | 29 ++++++++++------------------- 1 file changed, 10 insertions(+), 19 deletions(-) diff --git a/htf/utils.py b/htf/utils.py index a733725e..14d7eb97 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -44,9 +44,9 @@ def compute_ohe_bead_type_interactions(pos_btype, nlist_btype, n_btypes): ''' Computes bead type interactions as a one-hot encoding. :param pos_btype: type of the beads based on the of mapped positions[...,-1] - :type pos_btype: N tensor + :type pos_btype: N tensor with dtype tf.in32 :param nlist_btype: type of the beads based on the of mapped neighborlist[...,-1] - :type nlist_btype: N x M tensor + :type nlist_btype: N x M tensor with dtype tf.in32 :param n_btypes: number of unique bead types in the CG system :type n_btypes: int @@ -55,24 +55,15 @@ def compute_ohe_bead_type_interactions(pos_btype, nlist_btype, n_btypes): N is the size of CG neighborlist and I is the total number of possible interations between two beads of type i and j ''' - def gen_ohe_interaction(pos_index, nlist_index, n_btypes): - ohe_bead_interactions = np.zeros((n_btypes, n_btypes)) - ohe_bead_interactions[pos_index, nlist_index] = 1 - # Interaction from i to j is equivalent to j to i - if pos_index > nlist_index: - # Flip around diagonal - ohe_bead_interactions = np.rot90(np.fliplr(ohe_bead_interactions)) - return ohe_bead_interactions[np.triu_indices(n_btypes)] + pos_btype = tf.repeat( + pos_btype[..., tf.newaxis], repeats=nlist_btype.shape[1], axis=-1) + m, n = tf.math.minimum(pos_btype, nlist_btype), tf.math.maximum( + pos_btype, nlist_btype) + one_hot_indices = m*(2*n_btypes - m + 1)//2 + n - m + # Finding the total number of possible interactions between different bead types from scipy.special import comb - # Finding the number of possible interactions between bead types I = int(comb(n_btypes, 2) + n_btypes) - N, M = nlist_btype.shape - interactions = np.zeros((N, M, I)) - for index_i, i_type in enumerate(pos_btype): - for index_j, j_type in enumerate(nlist_btype[index_i]): - interactions[index_i, index_j] = gen_ohe_interaction( - i_type, j_type, n_btypes) - return interactions + return tf.one_hot(one_hot_indices, depth=I) def compute_nlist( positions, @@ -522,7 +513,7 @@ def iter_from_trajectory( new_traj = MDAnalysis.coordinates.memory.MemoryReader( xvf[:, 0], velocities=xvf[:, 1], forces=xvf[:, 2], dimensions=dimensions, dt=dt) universe.trajectory = new_traj - print('The universe was redefined based on the atom group selection input.') + print(f'The universe was redefined based on the atom group {selection}.') # read trajectory # Modifying the universe for non 'all' atom selections. box = universe.dimensions From 5d8e335931004ff2ff7a72879fdbf0ba6a9c14d5 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Fri, 12 Feb 2021 18:00:40 -0500 Subject: [PATCH 15/24] revised definition --- htf/utils.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/htf/utils.py b/htf/utils.py index 14d7eb97..98ebe1fa 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -43,11 +43,11 @@ def center_of_mass(positions, mapping, box_size, name='center-of-mass'): def compute_ohe_bead_type_interactions(pos_btype, nlist_btype, n_btypes): ''' Computes bead type interactions as a one-hot encoding. - :param pos_btype: type of the beads based on the of mapped positions[...,-1] + :param pos_btype: type of the beads based on the mapped positions[...,-1] :type pos_btype: N tensor with dtype tf.in32 - :param nlist_btype: type of the beads based on the of mapped neighborlist[...,-1] + :param nlist_btype: type of the beads based on the mapped neighborlist[...,-1] :type nlist_btype: N x M tensor with dtype tf.in32 - :param n_btypes: number of unique bead types in the CG system + :param n_btypes: number of unique bead types in the CG molecule :type n_btypes: int From 34b16025a80a3720cab83a3f43dc2ffcc67a602f Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Mon, 15 Feb 2021 21:50:07 -0500 Subject: [PATCH 16/24] added new method to compute beadtype interactions as ohe --- htf/test-py/test_utils.py | 68 +++++++++++++++++++++++++++++++- htf/utils.py | 17 ++++---- sphinx-docs/source/changelog.rst | 1 + 3 files changed, 75 insertions(+), 11 deletions(-) diff --git a/htf/test-py/test_utils.py b/htf/test-py/test_utils.py index e7f8194c..6c441082 100644 --- a/htf/test-py/test_utils.py +++ b/htf/test-py/test_utils.py @@ -235,6 +235,70 @@ def test_compute_nlist_cut(self): np.testing.assert_array_almost_equal(nlist[-1, -1, :], [0, 0, 0, 0]) + def test_compute_ohe_bead_type_interactions(self): + try: + import MDAnalysis as mda + except ImportError: + self.skipTest( + "MDAnalysis not available; skipping test_compute_ohe_bead_type_interactions") + import os + TPR = os.path.join(os.path.dirname(__file__), + 'CG_mapping/test_nvt_prod.tpr') + TRAJECTORY = os.path.join(os.path.dirname(__file__), + 'CG_mapping/test_traj.trr') + u = mda.Universe(TPR, TRAJECTORY) + protein_FF = u.select_atoms("resname PHE and resid 0:1") + mapping_operator = [['N', 'H1', 'H2', 'H3'], + ['CA', 'HA', 'CB', 'HB1', 'HB2'], + ['CG', 'CD1', 'HD1', 'CD2', 'HD2', 'CE1', + 'HE1', 'CE2', 'HE2', 'CZ', 'HZ'], + ['C', 'O'], + ['N', 'H'], + ['CA', 'HA', 'CB', 'HB1', 'HB2'], + ['CG', 'CD1', 'HD1', 'CD2', 'HD2', 'CE1', + 'HE1', 'CE2', 'HE2', 'CZ', 'HZ'], + ['C', 'O1', 'O2']] + mapping_FF = hoomd.htf.matrix_mapping(protein_FF, mapping_operator) + unique_beads = [] + bead_types = [] + for m in mapping_operator: + if m not in unique_beads: + unique_beads.append(m) + bead_types.append(unique_beads.index(m)) + n_bead_types = len(unique_beads) + molecule_mapping_index = hoomd.htf.find_molecules_from_topology( + u, [protein_FF.names], selection="resname PHE") + number_of_molecules = len(molecule_mapping_index) + system_bead_types = tf.cast( + tf.repeat(bead_types, number_of_molecules, axis=0), dtype=tf.float32) + cg_mapping = hoomd.htf.sparse_mapping([mapping_FF for _ in molecule_mapping_index], + molecule_mapping_index) + CG_NN = 64 + r_cut = 25 + # disable sorting + c = hoomd.context.initialize('') + if c.sorter is not None: + c.sorter.disable() + for inputs, ts in hoomd.htf.iter_from_trajectory(512, u, selection='resname PHE', r_cut=r_cut, period=1): + positions = inputs[1] + box = inputs[2].astype('float32') + box_size = tf.constant([box[1, 0], box[1, 1], box[1, 2]]) + mapped_pos = hoomd.htf.center_of_mass( + positions[:, :3], cg_mapping, box_size) + system_bead_types = tf.reshape(system_bead_types, [-1, 1]) + mapped_pos_with_type = tf.concat( + [mapped_pos, system_bead_types], axis=1) + mapped_nlist = hoomd.htf.compute_nlist( + mapped_pos_with_type, r_cut, CG_NN, box_size, sorted=False, return_types=True) + break + pos_btype = tf.cast(mapped_pos_with_type[..., -1], dtype=tf.int32) + nlist_btype = tf.cast(mapped_nlist[..., -1], dtype=tf.int32) + ohe_beadtype_interactions = hoomd.htf.compute_ohe_bead_type_interactions( + pos_btype, nlist_btype, n_bead_types) + assert ohe_beadtype_interactions[30, 10, 6].numpy() == 1.0 + assert ohe_beadtype_interactions[130, 16, 11].numpy() == 1.0 + assert ohe_beadtype_interactions[33, 50, 1].numpy() == 1.0 + def test_nlist_compare(self): rcut = 5.0 c = hoomd.context.initialize('') @@ -425,6 +489,7 @@ def test_CGGraphGenerator(self): assert np.sum(result[-1]) != 0 + class test_trajectory(unittest.TestCase): def test_iter_from_trajectory(self): try: @@ -448,7 +513,7 @@ def test_iter_from_trajectory(self): tpr = os.path.join(os.path.dirname(__file__), 'CG_mapping/test_nvt_prod.tpr') traj = os.path.join(os.path.dirname(__file__), - 'CG_mapping/test_traj.trr') + 'CG_mapping/test_traj.trr') u = mda.Universe(tpr, traj) box_dimensions = u.trajectory[1].dimensions selection = "resname PHE" @@ -462,5 +527,6 @@ def test_iter_from_trajectory(self): assert updated_N_atoms == N_atoms np.testing.assert_array_equal(updated_box_dimenstions, box_dimensions) + if __name__ == '__main__': unittest.main() diff --git a/htf/utils.py b/htf/utils.py index 98ebe1fa..b54cc1f5 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -44,26 +44,23 @@ def compute_ohe_bead_type_interactions(pos_btype, nlist_btype, n_btypes): ''' Computes bead type interactions as a one-hot encoding. :param pos_btype: type of the beads based on the mapped positions[...,-1] - :type pos_btype: N tensor with dtype tf.in32 + :type pos_btype: N tensor with dtype tf.int32 :param nlist_btype: type of the beads based on the mapped neighborlist[...,-1] - :type nlist_btype: N x M tensor with dtype tf.in32 + :type nlist_btype: N x M tensor with dtype tf.int32 :param n_btypes: number of unique bead types in the CG molecule :type n_btypes: int :return: a [N x M x I] array, where M is the total number of beads in the system, N is the size of CG neighborlist and I is the total number of possible interations between - two beads of type i and j + two beads ''' - pos_btype = tf.repeat( - pos_btype[..., tf.newaxis], repeats=nlist_btype.shape[1], axis=-1) - m, n = tf.math.minimum(pos_btype, nlist_btype), tf.math.maximum( - pos_btype, nlist_btype) + m, n = tf.math.minimum(pos_btype[..., tf.newaxis], nlist_btype), tf.math.maximum( + pos_btype[..., tf.newaxis], nlist_btype) one_hot_indices = m*(2*n_btypes - m + 1)//2 + n - m # Finding the total number of possible interactions between different bead types - from scipy.special import comb - I = int(comb(n_btypes, 2) + n_btypes) - return tf.one_hot(one_hot_indices, depth=I) + total_interactions = n_btypes * (n_btypes-1) // 2 + n_btypes + return tf.one_hot(one_hot_indices, depth=total_interactions) def compute_nlist( positions, diff --git a/sphinx-docs/source/changelog.rst b/sphinx-docs/source/changelog.rst index fdcc5b67..c35d1878 100644 --- a/sphinx-docs/source/changelog.rst +++ b/sphinx-docs/source/changelog.rst @@ -10,6 +10,7 @@ v2.1 (2021-02-04) - Can compute molecular features for CG models - Can compute CG matrix given a molecule and bead mappings - Can read molecules from GROAMCS topology +- Can compute one-hot encoding for different bead type interactions in CG systems *Enhancements* From 0381ad4cd8772a9b0c6ee3448836e068ae13f865 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Wed, 10 Mar 2021 12:30:22 -0500 Subject: [PATCH 17/24] added name to WCA layer --- htf/layers.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/htf/layers.py b/htf/layers.py index b928a94a..563f6024 100644 --- a/htf/layers.py +++ b/htf/layers.py @@ -76,7 +76,8 @@ def __init__(self, sigma, regularization_strength=1e-3): self.sigma = self.add_weight( shape=(), regularizer=lambda x: -1e-3 * x, - initializer=tf.keras.initializers.Constant(value=sigma) + initializer=tf.keras.initializers.Constant(value=sigma), + name='sigma' ) def get_config(self): From b50f29c3314bd4d4c88fe0288c950c0e283849b4 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Wed, 10 Mar 2021 14:13:47 -0500 Subject: [PATCH 18/24] updated notebook --- examples/07. Molecules CG Mapping.ipynb | 451 ++++++++++++++++++++++- 1 file changed, 441 insertions(+), 10 deletions(-) diff --git a/examples/07. Molecules CG Mapping.ipynb b/examples/07. Molecules CG Mapping.ipynb index 96e33ce5..ebe00596 100644 --- a/examples/07. Molecules CG Mapping.ipynb +++ b/examples/07. Molecules CG Mapping.ipynb @@ -122,7 +122,7 @@ "\n", "# Generating Mapping Matrix for FF\n", "protein_FF = u.select_atoms(\"resname PHE and resid 0:1\")\n", - "Beads_distribution = [['N','H1','H2','H3'],\n", + "beads_mapping_FF = [['N','H1','H2','H3'],\n", " ['CA','HA','CB','HB1','HB2'],\n", " ['CG','CD1','HD1','CD2','HD2','CE1','HE1','CE2','HE2','CZ','HZ'],\n", " ['C','O'],\n", @@ -130,14 +130,92 @@ " ['CA','HA','CB','HB1','HB2'],\n", " ['CG','CD1','HD1','CD2','HD2','CE1','HE1','CE2','HE2','CZ','HZ'],\n", " ['C','O1','O2']]\n", - "mapping_FF = htf.matrix_mapping(protein_FF,Beads_distribution)\n", + "mapping_FF = htf.matrix_mapping(protein_FF,beads_mapping_FF)\n", "print (mapping_FF)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since the bonded ineractions were removed from the GROMACS traj, we need to consider and exclusion list to only account for non-bonded interactions between the beads." + ] + }, { "cell_type": "code", "execution_count": 3, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[False True False False False False False False]\n", + "[False False False False True False True True]\n" + ] + } + ], + "source": [ + "mapped_exclusion_list = htf.gen_mapped_exclusion_list(u, protein_FF, beads_mapping_FF, selection=\"resname PHE\")\n", + "print(mapped_exclusion_list[0][0:8])\n", + "print(mapped_exclusion_list[5][0:8])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This means that bead `1` is bonded with bead `2` and bead `6` is bonded with beads `5`, `7`, `8`. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the number of bead types:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6 [[0. 1. 2. 3. 4. 1. 2. 5.]]\n" + ] + } + ], + "source": [ + "def bead_type_finder(beads_mapping):\n", + " # beads_mapping input is a list of lists of mappings in a molecule\n", + " unique_beads = []\n", + " bead_types = []\n", + " for m in beads_mapping:\n", + " if m not in unique_beads:\n", + " unique_beads.append(m)\n", + " bead_types.append(unique_beads.index(m))\n", + " n_beads = len(unique_beads)\n", + " # bead_types is an array for the type of the beads in the molecule\n", + " # n_types is the total number of unique beads in the molecule\n", + " return n_beads, np.array(bead_types, dtype=np.float32)[np.newaxis,...]\n", + "n_bead_types, bead_types = bead_type_finder(beads_mapping_FF)\n", + "print (n_bead_types, bead_types)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The molecular-level mapping operator can be generated for the solvents too, but we don't really need them." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -150,14 +228,14 @@ "source": [ "# Generating Mapping Matrix for Water\n", "water = u.select_atoms(\"resname SOL and resid 500\")\n", - "Beads_distribution = [['OW','HW1','HW2']]\n", - "mapping_water = htf.matrix_mapping(water,Beads_distribution) \n", + "bead_mapping_water = [['OW','HW1','HW2']]\n", + "mapping_water = htf.matrix_mapping(water,bead_mapping_water) \n", "print (mapping_water)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -171,14 +249,14 @@ "source": [ "# Generating Mapping Matrix for Methanol\n", "methanol = u.select_atoms(\"resname MET and resid 11665 \")\n", - "Beads_distribution_methanol = [['C','H','H','H','OA','HO']]\n", - "mapping_methanol = htf.matrix_mapping(methanol,Beads_distribution_methanol) \n", + "beads_mapping_methanol = [['C','H','H','H','OA','HO']]\n", + "mapping_methanol = htf.matrix_mapping(methanol,beads_mapping_methanol) \n", "print (mapping_methanol)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -198,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -227,6 +305,359 @@ "assert cg_mapping.shape == (M * B, N)\n", "print (M*B)" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Training a Keras Layer" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "class PotentialLayer(tf.keras.layers.Layer):\n", + " def __init__(self, N_hidden, CG_NN, rcut, n_total_bead_type_interactions):\n", + " super(PotentialLayer, self).__init__(self, name='pf')\n", + " w_avg = (rcut / N_hidden / 2) ** 2 \n", + " self.rcut = rcut\n", + " self.N_hidden = N_hidden\n", + " self.CG_NN = CG_NN\n", + " self.n_total_bead_type_interactions = n_total_bead_type_interactions\n", + " def build(self,input_shape):\n", + " self.widths = self.add_weight(\n", + " shape = (self.N_hidden,), initializer = tf.constant_initializer(value=0.1),\n", + " trainable = False, name='widths')\n", + " self.heights = self.add_weight(\n", + " shape = (self.n_total_bead_type_interactions, self.N_hidden),\n", + " initializer = tf.random_uniform_initializer(maxval=0.001, minval=-0.001),\n", + " regularizer=tf.keras.regularizers.l2(),\n", + " trainable = True, name='heights')\n", + " self.lj_loc = self.add_weight(\n", + " shape = (self.CG_NN,), initializer = \"ones\",\n", + " regularizer=tf.keras.regularizers.l2(),\n", + " trainable = True, name='lj_loc')\n", + " def call(self, m_r, interactions):\n", + " flat_r = tf.tile(tf.reshape(m_r, [-1, 1]), [1, self.N_hidden])\n", + " offsets = tf.linspace(2.5, self.rcut, self.N_hidden, name='offsets')[tf.newaxis,...]\n", + " w_avg = (self.rcut / self.N_hidden / 2) ** 2 \n", + " activation = tf.math.exp(-(flat_r - offsets) ** 2 / self.widths)\n", + " activation = tf.reshape(activation, [-1,self.CG_NN, self.N_hidden])\n", + " activation_g = activation[:, :, tf.newaxis,:] * self.heights\n", + " interactions = tf.reshape(interactions,[-1, self.CG_NN, 1, self.n_total_bead_type_interactions])\n", + " output_layer = tf.reduce_sum(interactions @ activation_g, axis=3)\n", + " nn_energies = tf.reshape(output_layer, shape=[-1, self.CG_NN]) # + lj_force\n", + " mask = tf.reshape(tf.cast((m_r > 1e-1), tf.float32), [-1, self.CG_NN])\n", + " neighs = tf.reduce_mean(tf.reduce_sum(mask, axis=1), axis=0)\n", + " predicted_CG_energy = tf.reduce_sum(nn_energies * mask, axis=1, name='predicted_energies')\n", + " return predicted_CG_energy\n", + " def get_config(self):\n", + " config = super(PotentialLayer, self).get_config()\n", + " config.update({\n", + " 'widths': self.widths.numpy(),\n", + " 'heights': self.widths.numpy(),\n", + " 'lj_loc': self.lj_loc.numpy(),\n", + " 'rcut': self.rcut,\n", + " 'N_hidden': self.N_hidden,\n", + " 'CG_NN': self.CG_NN,\n", + " 'n_total_bead_type_interactions': self.n_total_bead_type_interactions})\n", + " return config\n", + "# @classmethod\n", + "# def from_config(cls, config):\n", + "# return cls(**config)\n", + " \n", + "class TrainablePF(htf.SimModel):\n", + " def setup(self, cg_mapping, rcut, CG_NN, N_hidden, n_bead_types):\n", + " self.rcut = rcut\n", + " self.cg_mapping = cg_mapping\n", + " self.CG_NN = CG_NN\n", + " self.N_hidden = N_hidden\n", + " from scipy.special import comb\n", + " I = int(comb(n_bead_types, 2) + n_bead_types)\n", + " self.pf = PotentialLayer(N_hidden, CG_NN, rcut, I)\n", + " self.wca = htf.WCARepulsion(1e-3)\n", + " self.avg_mapped_rdf = tf.keras.metrics.MeanTensor('avg-mapped-rdf') \n", + " self.n_bead_types = n_bead_types\n", + "\n", + " def compute(self, mapped_nlist, mapped_pos_with_type):\n", + " m_r = htf.safe_norm(tensor=mapped_nlist[:, :, :3], axis=2)\n", + " nlist_btype = tf.cast(mapped_nlist[..., -1], dtype = tf.int32)\n", + " pos_btype = tf.cast(mapped_pos_with_type[...,-1], dtype = tf.int32)\n", + " interactions = htf.compute_ohe_bead_type_interactions(pos_btype,nlist_btype, self.n_bead_types)\n", + " predicted_m_energy = self.pf(m_r, interactions) + tf.reduce_sum(self.wca(mapped_nlist), axis=1) #adding repulsion from WCA\n", + " predicted_m_forces = htf.compute_nlist_forces(mapped_nlist, predicted_m_energy)\n", + " predicted_m_rdf = []\n", + " for i in range(self.n_bead_types):\n", + " for j in range(self.n_bead_types):\n", + " p_index_m_rdf = htf.compute_rdf(mapped_nlist, [0.01, self.rcut],\n", + " type_tensor = mapped_pos_with_type[:,3], type_i=i, type_j=j)\n", + " predicted_m_rdf.append(p_index_m_rdf)\n", + " self.avg_mapped_rdf.update_state(predicted_m_rdf)\n", + " return predicted_m_forces[:,:3], predicted_m_energy" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# defining bead types\n", + "n_bead_types = 6\n", + "system_bead_types = tf.repeat(bead_types, M, axis=0)\n", + "r_cut = 25\n", + "CG_NN = 64\n", + "N_hidden =48\n", + "model = TrainablePF(64, cg_mapping = cg_mapping, rcut = r_cut, CG_NN = CG_NN, N_hidden = N_hidden,\n", + " n_bead_types=n_bead_types)\n", + "from tensorflow import keras\n", + "optimizer=keras.optimizers.Adam(lr=1e-3, clipnorm=1.0) \n", + "model.compile(optimizer=optimizer, loss=['MeanSquaredError', None])\n", + "N_CG_particles = M*B\n", + "losses_train = []\n", + "L_Train = []" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we redefine the TRAJECTORY (forces included) and TPR so that they only contain protein atoms. This was done using `trjconv` command in GROMACS. The training was done for `20` epochs on a 90 ns trajectory. The code is available here but results are just loaded from the `Molecules_CG_Mapping` folder." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "run_training = False\n", + "if run_training:\n", + " for i in range(20):\n", + " for inputs, ts in htf.iter_from_trajectory(512, u, selection='resname PHE', r_cut=r_cut, period =1):\n", + " aa_forces = ts.forces\n", + " true_mapped_force = tf.sparse.sparse_dense_matmul(cg_mapping, aa_forces, name='true-mapped-forces')\n", + " nlist = inputs[0]\n", + " positions = inputs[1]\n", + " box_size = tf.cast(htf.box_size(inputs[2]), tf.float32)\n", + " # calculate the center of mass of a CG bead\n", + " mapped_pos = htf.center_of_mass(positions[:,:3], cg_mapping, box_size)\n", + " system_bead_types = tf.reshape(system_bead_types,[-1,1])\n", + " mapped_pos_with_type = tf.concat([mapped_pos, system_bead_types], axis =1)\n", + " # Getting mapped_nlist based on non-bonded bead type interactions\n", + " mapped_nlist = htf.compute_nlist(mapped_pos_with_type, r_cut, CG_NN, box_size, sorted=False,\n", + " return_types=True, exclusion_matrix=mapped_exclusion_list)\n", + " predicted_mapped_forces, predicted_energy = model([mapped_nlist, mapped_pos_with_type])\n", + " model_inputs = [mapped_nlist, mapped_pos_with_type, box_size] + inputs[3:]\n", + " labels = true_mapped_force\n", + " loss_train = model.train_on_batch(model_inputs, labels, reset_metrics=False)\n", + " losses_train.append(loss_train)\n", + " loss_values_train = np.mean(np.array(losses_train)[:,0]) # get the mean for time-step\n", + "\n", + " L_Train.append(loss_values_train/3/N_CG_particles)\n", + " print(f'epoch: {i+1}', f' Train Loss = {loss_values_train/3/N_CG_particles}')\n", + " model.save_weights(f'Molecules_CG_Mapping/weights/weights_epoch_{i+1}')\n", + " with open('Molecules_CG_Mapping/training.npy', 'wb') as f:\n", + " np.save(f, np.array(L_Train))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "L_Train = np.load('Molecules_CG_Mapping/training.npy')\n", + "plt.figure(figsize=(5,3), dpi = 150)\n", + "plt.plot(range(20),L_Train, label='Training loss')\n", + "plt.ylabel('Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's load the weights into a new model:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "new_model = TrainablePF(64, cg_mapping = cg_mapping, rcut = r_cut, CG_NN = CG_NN, N_hidden = N_hidden,\n", + " n_bead_types=n_bead_types)\n", + "new_model.load_weights('Molecules_CG_Mapping/weights/weights_epoch_20')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculating mapped potentials per bead type interaction:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Pair Mapped Potentials')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "r = np.linspace(0.1, r_cut, 500)\n", + "p_list = []\n", + "plt.figure(figsize=(5,3), dpi = 150)\n", + "for i in range(n_bead_types):\n", + " output_forces, potential_energy = htf.compute_pairwise(new_model, r, type_i=i, type_j=i)\n", + " plt.plot(r, potential_energy[:,0] - potential_energy[-1,0], label=f'{i,i}', color=f'C{i}')\n", + " p_list.append(potential_energy)\n", + "plt.axhline(y=0, color='k', linestyle='--')\n", + "plt.xlabel(r'r')\n", + "plt.ylabel(r'U(r)')\n", + "plt.legend(bbox_to_anchor=(1, 1),title='Pair types:')\n", + "plt.title('Pair Mapped Potentials')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Pair Mapped Potentials')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(5,3), dpi = 150)\n", + "for i in range(n_bead_types):\n", + " output_forces, potential_energy = htf.compute_pairwise(new_model, r, type_i=1, type_j=i)\n", + " plt.plot(r, potential_energy[:,0] - potential_energy[-1,0], label=f'{1,i}', color=f'C{i}')\n", + " p_list.append(potential_energy)\n", + "plt.axhline(y=0, color='k', linestyle='--')\n", + "plt.xlabel(r'r')\n", + "plt.ylabel(r'U(r)')\n", + "plt.legend(bbox_to_anchor=(1, 1),title='Pair types:')\n", + "plt.title('Pair Mapped Potentials')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotting mapped rdfs:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mapped_RDF = new_model.avg_mapped_rdf.result().numpy().reshape([n_bead_types,n_bead_types,2,-1])\n", + "fig, axs = plt.subplots(nrows=n_bead_types, ncols= n_bead_types, figsize=(18,18), dpi = 300)\n", + "for i in range(n_bead_types):\n", + " for j in range(n_bead_types):\n", + " axs[i,j].plot(mapped_RDF[i,j,1, :], mapped_RDF[i,j,0, :], label='Mapped RDF', color='C0')\n", + " axs[i,j].set_title(f'{i+1,j+1}')\n", + " axs[i,0].set_ylabel(r'g(r)')\n", + " axs[-1,i].set_xlabel(r'r')\n", + "fig.suptitle('Mapped RDF between bead types', y=1.00, fontsize=25)\n", + "plt.tight_layout()" + ] } ], "metadata": { @@ -245,7 +676,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.8" } }, "nbformat": 4, From 99e64bc6fc11d97554aafc1204a36e37e4a365a0 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Wed, 10 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Il~VWH0E@asWdHyG literal 0 HcmV?d00001 From 0ab3ca92e3f30c15c6d60bd5f02d3e895aac423d Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Wed, 10 Mar 2021 14:57:41 -0500 Subject: [PATCH 20/24] resolved merge conflicts --- htf/utils.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/htf/utils.py b/htf/utils.py index c3d3ee16..d890157b 100644 --- a/htf/utils.py +++ b/htf/utils.py @@ -71,10 +71,6 @@ def compute_ohe_bead_type_interactions(pos_btype, nlist_btype, n_btypes): total_interactions = n_btypes * (n_btypes - 1) // 2 + n_btypes return tf.one_hot(one_hot_indices, depth=total_interactions) -<<<<<<< HEAD -======= - ->>>>>>> master def compute_nlist( positions, r_cut, From 05428e3476eff6d9cfa7b17a5f9eec68091b78f2 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Tue, 16 Mar 2021 19:50:23 -0400 Subject: [PATCH 21/24] updated branch, added higher l1 reg, added saved weights --- examples/07. Molecules CG Mapping.ipynb | 151 ++++++++++++------ .../training_lr_0.001_l1_0.1.npz | Bin 0 -> 167620 bytes .../training_lr_0.01_l1_0.1.npz | Bin 0 -> 167620 bytes .../Molecules_CG_Mapping/weights/checkpoint | 4 +- ...ights_epoch_1_lr_0.001.data-00000-of-00001 | Bin 0 -> 72548 bytes .../weights/weights_epoch_1_lr_0.001.index | Bin 0 -> 1219 bytes ...ghts_epoch_20_lr_0.001.data-00000-of-00001 | Bin 0 -> 72548 bytes ....index => weights_epoch_20_lr_0.001.index} | Bin 1219 -> 1219 bytes ...ch_20_lr_0.001_l1_0.1.data-00000-of-00001} | Bin 72548 -> 72548 bytes .../weights_epoch_20_lr_0.001_l1_0.1.index | Bin 0 -> 1219 bytes ...ights_epoch_20_lr_0.01.data-00000-of-00001 | Bin 0 -> 72548 bytes .../weights/weights_epoch_20_lr_0.01.index | Bin 0 -> 1219 bytes ...poch_20_lr_0.01_l1_0.1.data-00000-of-00001 | Bin 0 -> 72548 bytes .../weights_epoch_20_lr_0.01_l1_0.1.index | Bin 0 -> 1219 bytes htf/layers.py | 3 +- 15 files changed, 107 insertions(+), 51 deletions(-) create mode 100644 examples/Molecules_CG_Mapping/training_lr_0.001_l1_0.1.npz create mode 100644 examples/Molecules_CG_Mapping/training_lr_0.01_l1_0.1.npz create mode 100644 examples/Molecules_CG_Mapping/weights/weights_epoch_1_lr_0.001.data-00000-of-00001 create mode 100644 examples/Molecules_CG_Mapping/weights/weights_epoch_1_lr_0.001.index create mode 100644 examples/Molecules_CG_Mapping/weights/weights_epoch_20_lr_0.001.data-00000-of-00001 rename examples/Molecules_CG_Mapping/weights/{weights_epoch_20.index => weights_epoch_20_lr_0.001.index} (78%) rename examples/Molecules_CG_Mapping/weights/{weights_epoch_20.data-00000-of-00001 => weights_epoch_20_lr_0.001_l1_0.1.data-00000-of-00001} (81%) create mode 100644 examples/Molecules_CG_Mapping/weights/weights_epoch_20_lr_0.001_l1_0.1.index create mode 100644 examples/Molecules_CG_Mapping/weights/weights_epoch_20_lr_0.01.data-00000-of-00001 create mode 100644 examples/Molecules_CG_Mapping/weights/weights_epoch_20_lr_0.01.index create mode 100644 examples/Molecules_CG_Mapping/weights/weights_epoch_20_lr_0.01_l1_0.1.data-00000-of-00001 create mode 100644 examples/Molecules_CG_Mapping/weights/weights_epoch_20_lr_0.01_l1_0.1.index diff --git a/examples/07. Molecules CG Mapping.ipynb b/examples/07. Molecules CG Mapping.ipynb index ebe00596..4fd6be57 100644 --- a/examples/07. Molecules CG Mapping.ipynb +++ b/examples/07. Molecules CG Mapping.ipynb @@ -318,6 +318,16 @@ "execution_count": 9, "metadata": {}, "outputs": [], + "source": [ + "l1 = 0.1\n", + "lr = 1e-3" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], "source": [ "class PotentialLayer(tf.keras.layers.Layer):\n", " def __init__(self, N_hidden, CG_NN, rcut, n_total_bead_type_interactions):\n", @@ -334,7 +344,7 @@ " self.heights = self.add_weight(\n", " shape = (self.n_total_bead_type_interactions, self.N_hidden),\n", " initializer = tf.random_uniform_initializer(maxval=0.001, minval=-0.001),\n", - " regularizer=tf.keras.regularizers.l2(),\n", + " regularizer=tf.keras.regularizers.l1(l1=l1),\n", " trainable = True, name='heights')\n", " self.lj_loc = self.add_weight(\n", " shape = (self.CG_NN,), initializer = \"ones\",\n", @@ -365,18 +375,13 @@ " 'CG_NN': self.CG_NN,\n", " 'n_total_bead_type_interactions': self.n_total_bead_type_interactions})\n", " return config\n", - "# @classmethod\n", - "# def from_config(cls, config):\n", - "# return cls(**config)\n", - " \n", "class TrainablePF(htf.SimModel):\n", " def setup(self, cg_mapping, rcut, CG_NN, N_hidden, n_bead_types):\n", " self.rcut = rcut\n", " self.cg_mapping = cg_mapping\n", " self.CG_NN = CG_NN\n", " self.N_hidden = N_hidden\n", - " from scipy.special import comb\n", - " I = int(comb(n_bead_types, 2) + n_bead_types)\n", + " I = n_bead_types*(n_bead_types-1)//2 + n_bead_types\n", " self.pf = PotentialLayer(N_hidden, CG_NN, rcut, I)\n", " self.wca = htf.WCARepulsion(1e-3)\n", " self.avg_mapped_rdf = tf.keras.metrics.MeanTensor('avg-mapped-rdf') \n", @@ -401,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -414,7 +419,7 @@ "model = TrainablePF(64, cg_mapping = cg_mapping, rcut = r_cut, CG_NN = CG_NN, N_hidden = N_hidden,\n", " n_bead_types=n_bead_types)\n", "from tensorflow import keras\n", - "optimizer=keras.optimizers.Adam(lr=1e-3, clipnorm=1.0) \n", + "optimizer=keras.optimizers.Adam(lr=lr, clipnorm=1.0) \n", "model.compile(optimizer=optimizer, loss=['MeanSquaredError', None])\n", "N_CG_particles = M*B\n", "losses_train = []\n", @@ -430,13 +435,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "run_training = False\n", + "epochs = 20\n", "if run_training:\n", - " for i in range(20):\n", + " for i in range(epochs):\n", " for inputs, ts in htf.iter_from_trajectory(512, u, selection='resname PHE', r_cut=r_cut, period =1):\n", " aa_forces = ts.forces\n", " true_mapped_force = tf.sparse.sparse_dense_matmul(cg_mapping, aa_forces, name='true-mapped-forces')\n", @@ -459,29 +465,43 @@ "\n", " L_Train.append(loss_values_train/3/N_CG_particles)\n", " print(f'epoch: {i+1}', f' Train Loss = {loss_values_train/3/N_CG_particles}')\n", - " model.save_weights(f'Molecules_CG_Mapping/weights/weights_epoch_{i+1}')\n", - " with open('Molecules_CG_Mapping/training.npy', 'wb') as f:\n", - " np.save(f, np.array(L_Train))" + " model.save_weights(f'Molecules_CG_Mapping/weights/weights_epoch_{i+1}_lr_{lr}_l1_{l1}')\n", + " dat = {'L_Train':L_Train, 'mapped_possition_t0':mapped_possition_t0.numpy(),\n", + " 'mapped_nlist_t0':mapped_nlist_t0.numpy(), 'box_size':box_size.numpy()}\n", + " with open(f'Molecules_CG_Mapping/training_lr_{lr}_l1_{l1}.npz', 'wb') as f:\n", + " np.savez(f,**dat)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# model.save(f'Molecules_CG_Mapping/model_lr_{lr}_l1_{l1}', overwrite=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "dat = np.load(f'Molecules_CG_Mapping/training_lr_{lr}_l1_{l1}.npz')\n", + "L_Train = dat['L_Train']\n", + "mapped_possition_t0 = dat['mapped_possition_t0']\n", + "mapped_nlist_t0 = dat['mapped_nlist_t0']\n", + "box_size = dat['box_size']" + ] + }, + { + "cell_type": "code", + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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      " ] @@ -493,12 +513,14 @@ } ], "source": [ - "L_Train = np.load('Molecules_CG_Mapping/training.npy')\n", "plt.figure(figsize=(5,3), dpi = 150)\n", - "plt.plot(range(20),L_Train, label='Training loss')\n", + "plt.plot(range(epochs), L_Train, label='Training loss')\n", "plt.ylabel('Loss')\n", "plt.xlabel('Epochs')\n", - "plt.legend()" + "plt.legend()\n", + "plt.title(f'lr:{lr} l1:{l1}')\n", + "plt.tight_layout()\n", + "# plt.savefig(f'Loss_mixed_lr_{lr}_l1_{l1}.png', dpi=300)" ] }, { @@ -510,16 +532,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -527,7 +549,7 @@ "source": [ "new_model = TrainablePF(64, cg_mapping = cg_mapping, rcut = r_cut, CG_NN = CG_NN, N_hidden = N_hidden,\n", " n_bead_types=n_bead_types)\n", - "new_model.load_weights('Molecules_CG_Mapping/weights/weights_epoch_20')" + "new_model.load_weights(f'Molecules_CG_Mapping/weights/weights_epoch_{epochs}_lr_{lr}_l1_{l1}')" ] }, { @@ -539,7 +561,42 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "r = np.linspace(0.1, r_cut, 500)\n", + "p_list = []\n", + "plt.figure(figsize=(5,3), dpi = 150)\n", + "for i in range(n_bead_types):\n", + " output_forces, potential_energy = htf.compute_pairwise(new_model, r, type_i=i, type_j=i)\n", + " plt.plot(r, potential_energy[:,0] - potential_energy[-1,0], label=f'{i,i}', color=f'C{i}')\n", + " p_list.append(potential_energy)\n", + "plt.axhline(y=0, color='k', linestyle='--')\n", + "plt.xlabel(r'r')\n", + "plt.ylabel(r'U(r)')\n", + "plt.legend(bbox_to_anchor=(1, 1),title='Pair types:')\n", + "plt.title(f'Pair Mapped Potentials. lr:{lr} l1:{l1}')\n", + "plt.tight_layout()\n", + "# plt.savefig(f'Mapped_Potential_mixed_lr_{lr}_l1_{l1}.png', dpi=300)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -548,13 +605,13 @@ "Text(0.5, 1.0, 'Pair Mapped Potentials')" ] }, - "execution_count": 14, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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      " ] @@ -566,12 +623,10 @@ } ], "source": [ - "r = np.linspace(0.1, r_cut, 500)\n", - "p_list = []\n", "plt.figure(figsize=(5,3), dpi = 150)\n", "for i in range(n_bead_types):\n", - " output_forces, potential_energy = htf.compute_pairwise(new_model, r, type_i=i, type_j=i)\n", - " plt.plot(r, potential_energy[:,0] - potential_energy[-1,0], label=f'{i,i}', color=f'C{i}')\n", + " output_forces, potential_energy = htf.compute_pairwise(new_model, r, type_i=1, type_j=i)\n", + " plt.plot(r, potential_energy[:,0] - potential_energy[-1,0], label=f'{1,i}', color=f'C{i}')\n", " p_list.append(potential_energy)\n", "plt.axhline(y=0, color='k', linestyle='--')\n", "plt.xlabel(r'r')\n", @@ -582,7 +637,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -591,13 +646,13 @@ "Text(0.5, 1.0, 'Pair Mapped Potentials')" ] }, - "execution_count": 15, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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      " ] @@ -611,8 +666,8 @@ "source": [ "plt.figure(figsize=(5,3), dpi = 150)\n", "for i in range(n_bead_types):\n", - " output_forces, potential_energy = htf.compute_pairwise(new_model, r, type_i=1, type_j=i)\n", - " plt.plot(r, potential_energy[:,0] - potential_energy[-1,0], label=f'{1,i}', color=f'C{i}')\n", + " output_forces, potential_energy = htf.compute_pairwise(new_model, r, type_i=2, type_j=i)\n", + " plt.plot(r, potential_energy[:,0] - potential_energy[-1,0], label=f'{2,i}', color=f'C{i}')\n", " p_list.append(potential_energy)\n", "plt.axhline(y=0, color='k', linestyle='--')\n", "plt.xlabel(r'r')\n", @@ -630,12 +685,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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ltf5T/gMAYJ1Gpz2AAXpGknvVWp/XKvI5a7/g55OS/Enno286icExLOcOKvR5wOcAAAAMz6LJzOmeHAkAAPSLjX4AAADDYKMfAADAMIxa+c9BDwAAAL0yaqz/3JP/AABYI4U+16zW+pJa686Kz0yTPLPT/JjjGxVDtXNAIc+dqQItAAAAXGqyYDPjos8AAAA2UWujn4WeAAAA/WKjHwAAwDC0Dvrbs/4RAACgVxz0BwDA5UChz83xqs717UspV5zKSOiFvb16YAGW3amACgAAwKUWLWY10QkAAPRNa6Of/AMAANAvNvoBAAAMQ3P+z0EPAAAAvWL9JwAAlwOFPjfHR+a03Wbto6A3dqZ7B94zWeIeAAAAhmXRoREHHSgBAACwaUY2+gEAAAxCM/+Z/wIAAOiVRvxbeAg6AAAAm2fUqKi0Z/0nAABrpNDn5rjznLYPr30U9Ma5ycFFPJcpBgoAAMCwLJrMnE5NdAIAAP0yttEPAABgEMY2+gEAAAzC2EEPAAAAgzAurfy35oEAADBoW6c9AJb2xZ3rd9Vad9bVeSnlqiTXJPm0JB/P+SKj763VCsZNdW4yPfCeXQVaAAAA6JgsyIoTC10BAICeaW/0W/NAAAAAOFE2+gEAAAzDqJX/LH8EAADolVFr/acyOQAArJFCn5vjiZ3r31xTv1eXUt6c5N5zPvubUsqrkvxikl+ptR5cOZLLxs7k4NWnu1aoAgAA0LG3YDJzuidHAgAA/dLe6GehJwAAQJ+URv5bNDcGAADA5mnN/+056BwAAKBX5D8AAC4Ho9MeAAcrpXx5ki/pNL9gTd3fMvOLfCbJ7ZI8LskvJXlbKeXhaxoTx0ChTwAAAA5jsmAyc9FnAAAAm8hCTwAAgGEYjxoHPch/AAAAvdLMfw56AAAA6JWxg/4AALgMbJ32AFislHK7JP++0/yrtdY/Oo3xLHBtkt8tpfxftdbnHOeLSylXJ7nDIcbDAjtLFPFcphgoAAAAw7KomI2NjgAAQN+0NvpZ6AkAANAvNvoBAAAMw8j8HwAAwCC08p/9bwAArJNCn5exUsooyS8kuWam+WNJnryG7j+e5KVJfjvJG5O8Y7/tiiR3SvLQJN+Q5G/PPDNO8lOllA/UWv/bMY7lSUmecYzvI8sV8dydCqgAAABcatGp9RMTnQAAQM80F3ra6AcAANAro9H89kWH4AEAALB5xvOn/+Q/AACAnhm35v+s/wQAYI0U+ry8PSvJl3Xa/kWt9T0n3O93JPmtWuv1cz77+P6vtyZ5finlq5I8P8lt9z8vSZ5XSnlFrfWvT3icHMG5pQp9HnwPAADQf6WU/5rkH3Wa31VrvfspDIdTNllwKIQTDQEAgL6x0Q8AAGAYxg56AAAAGIRm/rONDgAAoFfGRf4DAOD0NerPc9pKKU9O8rRO8zNrrb900n3XWl/YKPI5794X5Xwx0htnmq9I8j0nMTaOz84ShT4nEioAAAxeKeUrc/MinwzYolMLJwrdAAAAPWOjHwAAwDCMbPQDAAAYhGb+c9ADAABAr4wa6z8X7Y0DAIDjtnXaA+DmSilfl+TZneYXJPmutQ9mCbXW15ZSnpnkGTPNX1dKeUqt9TiWOD43yQtXfObaJC8+hr57a5lCnztTARUAAIaslHKbJD972uPg8rKomOd0z05HAACgX1ob/Sz0BAAA6JfWQQ/yHwAAQL8085+DzgEAAHpl3DzoT/4DAGB9FPq8zJRSHpvk55PMJob/J8k31XpZrxZ8TpLvTTLev75dki9M8kdHfXGt9bok163yTGkELj7l3BKFPncdRQ8AAEP3rCR33v/9DUmuPMWxcJlYtJh14sAIAACgZ1ob/Sz0BAAA6Bcb/QAAAIahOf93WW/dBAAAYFUj6z8BALgMjE57AHxKKeWRSV6YSwuwvjzJ19Zap6czquXUWj+S5PWd5nudxlhYzrnJwf+TUugTAACGq5TyiCTftH+5l+QHT20wXFYmCyYzTXQCAAB901zoaaMfAABAr9joBwAAMAyjxkEPiw5BBwAAYPO0Dvrbs/4TAIA1UujzMlFKeUiSX0tyi5nm1yT5qlrrzumMamXv6Vzf4VRGwVJ2JgcX8VToEwAAhqmUcssk/ynJhdms/0+SPz69EXE5WbSY1UZHAACgb5oLPeUfAACAXrHRDwAAYBjGDnoAAAAYBPkPAIDLgUKfl4FSyhck+a0kt5pp/p9JvrzWesPpjOpQdjvXZ05lFCxlZ4kinjsTARUAAAbqh5Ncu//7dyf53lMcC5eZyaJCnzY6AgAAPWOhJwAAwDDIfwAAAMMwahz0YP0jAABAv4xa83/yHwAAa6TQ5ykrpdwrycuTfPpM81uSPKbW+rHTGdWhfUbn+oOnMgqWsjM5uNDn7hLFQAEAgH4ppTwoyVNnmr611nr9KQ2Hy9CiyczJ1EQnAADQLzb6AQAADEMj/mVP/gMAAOiVRp2X7DnoAQAAoFda+c/0HwAA66TQ5ykqpdwtye8kuXqm+R1JHlVr3agimaWUs0ke1Gl+z2mMheUo9AkAAHSVUs4keV6S8X7TC2utv3GKQ+IytGgx69RCVwAAoGcs9AQAABiGcSMA7llGCQAA0CvN/Gf+DwAAoFfGrYPeBUAAANZIoc9TUkq5Y5LfTXLNTPP7kvzdWuv7TmdUR/KPklwxc30uyatPaSws4dxShT4FVAAAGJjvTvL5+7//aJInn95QuFxNFkxmLvoMAABgE7U2+lnoCQAA0C/NjX5OegAAAOiVUWv+T/4DAADolWb+s/4TAIA1UujzFJRSbpfk5UmunWn+YJJH1VrfcTqjOrxSymck+dFO88tqrZ88jfGwnJ2lCn06ih4AAIailHKfJN8z0/Sdtda/Pq3xcHnaO2Aic7onRwIAAP1iox8AAMAwtPLfQfNjAAAAbJbWQQ/yHwAAQL8085/1nwAArJFCn2tWSrl1kpcm+dyZ5o8meXSt9S3H3NfdSym18+vuC+6/YynlB0spn75KHzn/fe4801yT/MAhh82a7CxRxFOhTwAAGIZSyijJ85Js7ze9Ksl/PL0RcbmaHLCQ9aDPAQAANo2NfgAAAMPQyn8OegAAAOiXceugP/N/AAAAvSL/AQBwOdg67QEM0K8leVCn7d8luaqU8qUrvut1tdaPHM+wkiRnk3x/kqeVUn4tya8keW2t9f3dG0spn5Xknyf5tiS36Xz8nFrr649xXJyAnYlCnwAAwEVPTvK/7f9+J8k312rHGjd30ImFJjoBAIC+sdATAABgGEbyHwAAwCCMHPQAAAAwCK35v4P2xwEAwHFS6HP9HjGn7YcO+a5HJnnFoUfSdqskX7f/K6WUDye5LsnHk9wyyR2T3KHx7AuT/F8nMCaO2bnJ9MB7dqYCKgAA9F0p5TOT/MhM07+ttb71lMZyddp5s+XakxgL800O2Mh40OcAAACbprXRz0JPAACAfhmP5rfLfwAAAP3SzH/WPwIAAPTKeP7yTwf9AQCwVgp9sozb7/9a5FySf53kp2q1qnETnJvsHXjP7hL3AAAAG+8/JLly//dvTfJvTnEsT0ryjFPsnwMcNJFpohMAAOib1kY/+QcAAKBfxo2DHuQ/AACAfhmPGvlP/AMAAOiVUSv/KaMCAMAaKfTJrA8keUqSRyb5oiR/a4ln3pXk/07ys7XW95/g2DhmO8sU+pRQAQCg10op35jkS/cva5JvrrXunOKQuMwddGL9dK+m1prS2AgJAACwaZoLPW30AwAA6BUb/QAAAIZh1FjfeND6SAAAADZL66C/vSr/AQCwPgp9rlmtdW2VLmqt70yydH+11huT/PT+r5RS7pjkXknumuSqJFck2UnykSTXJfljxT03l0KfAAAwbPuZ7ydmmv5TrfVVpzUeNsNkiYWs072arbFCnwAAQD80F3ra6AcAANArNvoBAAAMw7h50IP8BwAA0CfyHwAAlwOFPmmqtf5Vkr867XFwMnaWKOK5OxVQAQCgx34myW33f//XSZ5+ekO56LlJXrjiM9cmefEJjIU5ltnIONmr2RqvYTAAAABrYKEnAADAMIzkPwAAgEEYNQ56mDroAQAAoFeK/AcAwGVAoU8YqHO7yxT6PPgeAABg85RSnpDkq2aanlJr/egpDeeiWut1Sa5b5ZnWhBsnY7LERkabHQEAgD6x0BMAAGAYWoVeljkIDwAAgM3RzH/WPgIAAPTKeDS/vZr/AwBgjRp/LQX6bmeJIp4KfQIAQG89a+b3L6m1/vKpjYSNssxC1mWKgQIAAGyKcWOjn4WeAAAA/dLa6KfQJwAAQL/IfwAAAMPQWv85tfcNAIA12jrtAQCnY2eyTKFPARUAAHrqtjO//4pSymH+8n+3Oc/dv9b6hkOPisveMkU8TXYCAAB90troJ/sAAAD0i41+AAAAwzAaNfKf+AcAANArzfx3cKkVAAA4No1tSUDfLVPoc0dCBQAAYMYyGxkne7IkAADQHzb6AQAADEMr/5n6AgAA6JfWQQ97DnoAAADolWb+q/IfAADro9AnDNQyRTx3p3upQioAAAD7lin0ucw9AAAAm8JGPwAAgGFo5b+pNZQAAAC9Mm4d9Gf+DwAAoFfkPwAALgdbpz0A4HSc250eeE+t50Pq1nh+gAUAADbW45KcWfGZ+yb5iZnrDyT5J517/uIog+Lyp9AnAAAwNBZ6AgAADMNI/gMAABiEkYMeAAAABqE1/7cn/wEAsEYKfcJA7Uz3lrpvd1qzNT7hwQAAAGtVa33lqs+UUiadpptqrb9zTENiQywzkWmzIwAA0CetjX4WegIAAPRL66AH+Q8AAKBfmvnP2kcAAIBeGbcOepD/AABYo9FpDwA4HecmyxX6XLYgKAAAAP03WWIic5l7AAAANkVro5+FngAAAP1iox8AAMAwNOf/HPQAAADQKyPrPwEAuAwo9AkDtbNkoc+JQp8AAADsW2Yi02QnAADQJ82Fnjb6AQAA9IqNfgAAAMMwahz0sCf/AQAA9ErroL896z8BAFgjhT5hgGqtObdkoc/dqZAKAADAectsZJzIkQAAQI80F3ra6AcAANArjTqfNvoBAAD0TCv/OegPAACgX5r5z/pPAADWaOu0BwCs3yrFO3enyxUEBQAAoP+Wmcg02QkAAPTJuHF0po1+AAD0USnl2iQPTnJNku0kH0ny1iSvqbXedIrjKkkekOR+Sa7eb/5AkjcmeX2tx/cX9FLK7ZM8LMm1Sa5MckOStyd5da31w8fYz9q+E8sZN3b6mfsCAKCP5D/5b8ja+W/NAwEAgDWQ/+S/IRs18p/pPwAA1kmhTxignRVmHle5FwAAgH5bZiPjZE+OBAAA+uP82tubE30AAOiTUsrjk3xfzm88m+f6UsoLkvxgrfVDaxzXmSRPSfLUJHdu3PbeUsqzk/x0rXX3CH3dN8kPJXlsknkl/6ellJck+b5a65uO0M/avtOCMfyLJD8356PPrLW+87j72xSjRv6z5RIAgD6R/+S/ffLfHGruAADQJ/Kf/Ldv0PmvddDDnvwHAMAazQsjQM/tTJbfebir0CcAAAD7pktMZC5TDBQAAGBTjFuFPi30BACgB0opZ0spv5DkRWlv8kuSWyX5tiRvLqV8yZrGdpckf5jkWWlviEuSa5L8RJL/UUpZdN+ivp6S5E+S/P2019WO9z9/XSnlXx6yn7V9pwVjuCbJM4/znX3R2ui3zPwYAABc7uS/i33Jf7Tzn7WPAAD0gPx3sS/5j+b6T/kPAIB1UugTBmilQp8TIRUAAEhqra+otZaZX3c/7TGxftO9g/PkxGQnAADQIzb6AQDQV6WUUZJfSvKPOx9Nk7wjyRuSfKzz2R2S/FYp5YtOeGxXJ/m9JPfvfHRjkj9L8pYkN3U+e2CS3yulXLViX09L8uwkW52P/irJ6/b/OWsryU+XUp68Yj9r+04H+Nkkn3aM7+sNG/0AAOgr+e9iX/IfSZKRgx4AAOgp+e9iX/IfSRbkP/N/AACskUKfMEDnJtOl792ZLl8UFAAAgH5bJiKa7AQAAPqktdBzz0Y/AAA233ckeVyn7eeS3LXWeo9a6/2T3C7JP0jy7pl7rkjyy6WU25zg2F6Q5NqZ65uSPDXJVbXWz6u13ifJVUmelks3x90zyfOX7aSU8tAkz+w0vyLJA2utd6q1fmGt9U5JHpTklZ37frKU8uBl+8qavtMipZSvS/LY/csbjuOdfdLMf+a+AADYfPKf/MeM1kEP8h8AAD0g/8l/zBjPj3/WfwIAsFYKfcIA7UyWL965q9AnAAAA+5Yp4jmx2BUAAOiR1kY/hxwAALDJSim3T/I9nebvrrV+S631/Rcaaq17tdYXJXloknfO3HtNzm9IO4mxPTrJl8007SZ5TK31ObXWT86M7YZa608l+Xv791zwlaWURy7Z3bOSjGeuf32/r9fP3lRr/ZMkj07ykpnmrf3nD7Tm79Qaw1VJnjPT9P1HeV8fjRsrqqc2+gEAsMHkv4vkPy6S/wAA6CP57yL5j4vGjYP+rP8EAGCdFPqEATq3QqHPyVRIBQAA4LxlJjKnew6MAAAA+qO50c9CTwAANtvTk9x65vr3k/x46+Za6/uSfFOn+dv3Nwwetx/uXP9YrfX3WzfXWl+Zm4/9Rw7qpJTyZTm/gfGCDyf5xlrrTqOfnSRP3L/vgi8ppTzqoL6ypu90gJ9OctX+71+XSzf9kWTUPOhhzQMBAIDjJf/Jf/JfRyv/WfoIAMCGk//kP/mvY9Qo9Gn5JwAA66TQJwzQzgorT3etUgUAAGDfMifWOzACAADok+ZGP9EHAIANVUoZJfmGTvMP1Lp4EqDW+rtJXjXTdOskX3PMY/v8JA+eabohybOWePSZ+/de8NBSyr0PeKa7cfFnaq0fXPRArfW6JM894D2XWPN3ao3hsUm+dv9ymuT/qLVOD/OuPhs3N/oJgAAAbCb57yL5j0u08p+D/gAA2FTy30XyH5cYNw/6k/8AAFgfhT5hgM7tLl+8c5WioAAAAPTbdIkj6012AgAAfWKjHwAAPfTQJHeYuf7LJK9Y8tnnda4ffwzjmfW4zvUv11o/cdBD+/e8sNP8+Nb9pZSzSR7TaX7+MgOcc9+XlVK2F9y/lu/UUkr5tCQ/O9P07Frr/1z1PUNgox8AAD0k/8l/8t8czfk/Bz0AALC55D/5T/6bY2T9JwAAlwGFPmGAVineuavQJwAAAPuWiYgTk50AAECPNBd62ugHAMDm+orO9ctrXfovuC/vXD+ilHLlMYzpgu7YXrbCs92xPXbBvY9IMjvut9Va37VMJ7XWdyb585mmWyd5+IJH1vWdWp6Z5Jr9378zyfcf4h2D0Mp/e+a+AADYXPKf/Mcco8ZBD/IfAAAbTP6T/5ijddDfnvWfAACskUKfMEA7E4U+AQAAWN107+CM6FRDAACgT5oLPWUfAAA21/06169Z9sFa6/tzfrPYBdtJ7nP0ISWllJLkCzrNS48tyas71/fdf+c89ztCP/P66r4vydq/07z+H57km2eavqXW+skV+h+UVqEXBz0AALDB7te5lv/kPyL/AQDQS/frXMt/8h9JRo2KSgp9AgCwTgp9wgCtVOhzIqQCAABw3jJnQSj0CQAA9ImNfgAA9NC9O9dvXvH57v3d9x3W3ZJcMXN9Q6313cs+XGt9V5LZTWxXJrlL4/Z1/Rms8ztdopRyyyT/McmFUPNfa60vXbbvIRo3VlSb+wIAYIPJf/Ifc8h/AAD0kPwn/zFHc/3n8uVWAADgyBT6hAHamU5XuFdKBQAA4LxlCtlY7AoAAPRJ60T3WpOq2CcAABtmf/PXXTvN71nxNd3773X4ES18z6rjmvdMa2xH7Wtd/azSV9cPJrnn/u//JslTD9H3oLQ2+ol+AABsIvnv2PqS/3pI/gMAoE/kv2PrS/7rofFofv7bEwABAFgjhT5hgM7tLl+8c1ehTwAAAPZNl8iIE4U+AQCAHhk3NvolifgDAMAGuirJ7F9yd5Nct+I73te5vvpII2q/572HeMeyYztqX+vqZ5W+LiqlPDDJ02aavqPWuuq/58FpbfRb5iA8AAC4DMl/x9OX/NdDzfxn8g8AgM0k/x1PX/JfD7XWf8p/AACs09ZpDwBYv50VindOpkIqAAAA5y0TEad7DowAAAD6o7XRLzm/2HPR5wAAcBm6Vef6k7WuXMXwhgPeeVjd93T7WcayYztqX+vqZ5W+kiSllDNJnpdkvN/0ilrr8w/R77EopVyd5A4rPnbtSYzlIDb6AQDQM/Lf8fQl/y1pk/LfyEEPAAD0i/x3PH3Jf0vqQ/7bM/8HAMAaKfQJA7QzWb7oyipFQQEAAOi3ZYp4Tkx2AgAAPdJa6Jkkezb7AQCwebqbxG46xDtuPOCdh7XOsR21r3X1s0pfF3xnkvvu//5ckn9xiD6P05OSPOOUx7CUhflvry78HAAALkPy3/H0Jf8tb2PyX+ugB4VeAADYUPLf8fQl/y1v4/Ofgx4AAFin0WkPAFi/cysU+txV6BMAAIB9y0TEqcWuAABAj7QWeibyDwAAG+kWneudQ7zjXOf6loccS9c6x3bUvtbVzyp9pZRy7yTfO9P0I7XW/3WIPgdpvKCQp81+AABsIPnvePqS/3qolf9kPwAANpT8dzx9yX891Mx/1n4CALBGCn3CACn0CQAAwGFM9w7OiBOTnQAAQI8o9AIAQM/c1LnePsQ7zh7wzsNa59iO2te6+lm6r1LKKMnzZu7/syQ/foj+BmvkoAcAAPpF/juevuS/Hmrlv1qTav4PAIDNI/8dT1/yXw+NGus/92Q/AADWaOu0BwCs385KhT6FVAAAAM5b5iwIGx0BAIA+WVToZU/+AQBg81zfub7FId5xywPeeVjrHNv1Sa44Ql+r9DPrJL/Tv0zyRfu/r0m+uda6e4j+jttzk7xwxWeuTfLiExjLQosOerDZDwCADST/fapd/luPXuS/6V7N1rj9OQAAXIbkv0+1y3/rsTn5r7H+0943AADWSaFPGKBVCn2uci8AAAD9Nt07OCNOHBgBAAD0yEEb/QAAYMN0N4ldUUopta5UxfDKA955WN33dPtZxrJjuz7J1Ufoa5V+Fj13LH2VUu6e5Ednmn6u1vqaQ/R17Gqt1yW5bpVnyoIDF05Sa6NfIv8BALCR5L9Ptct/a7BR+W/U/mxaqw23AABsGvnvU+3y3xpsUv4bNfLfXk1qrac2LgAAhmXBtATQVzvT6dL37k4V+gQAAOC86RLz/MsUAwUAANgUB230AwCADfOhJLN/kT2TSze8LePOneuVNnEt0H3PNYd4x7JjO2pf6+pn2b5+IJ/aEPj+JN91iH4Gb9E+PtNfAABsIPnvePqS/3poUSEX+Q8AgA0k/x1PX/JfD40W5T/LPwEAWBOFPmGAdibLzzoq9AkAAMAFy0TEiZlOAACgRxYu9DSNBgDAhqm13pjk3Z3mu674mu79bz38iC7xts71XQ7xju4zrbF1+zqpP4N1fafbzvz+Tkk+VkqpB/2a8553dO556iHGu7HGo3b+c9ADAACbRv5r9iX/nTfs/Ldg/k/+AwBg08h/zb7kv/OGnf8WzP/tyX8AAKyJQp8wQOdWKPQ5mQqoAAAAnDddoorNVKFPAACgRxYV+rTRDwCADdXdKHafFZ+/9wHvO6x3Jblx5vrKUsrdln14/94rZppuSPKexu3r+jNY53fiiBYW+jT/BQDAZpL/5D/mkP8AAOgh+U/+Y46F6z/lPwAA1kShTxignRUKfe5Ml78XAACAflsmIk5MdAIAAD2y8ER3+QcAgM30hs71Q5d9sJRyxyR3n2naTfLmow8pqbXWJG/qNC89tiQP61y/af+d87zhCP3M66v7viRr/04c0aKNfv7YAQDYUG/oXMt/8h+R/wAA6KU3dK7lP/mPHLD+0x87AABrsnXaAwDWb5VCn7sKfQIAALBvundwRnSiIQAA0CcjCz0BAOif30jynTPXX1pKKUtuIHt05/r3aq3XH9/Q8htJHjJz/agk/3XJZx/Vuf71Bfe+IskNSa7cv/7sUsrdaq3vOqiTUsrdk9xzpukT++9rWcd3+v4k/98l3znr5Z3rf5LkAzPXbzvEOzfWoo1+U/kPAIDNJP/JfxfIfzMW5j/rHwEA2Ezyn/x3gfw3Y7zgoAf5DwCAdVHoEwZoZ4XinbtTARUAAIDzltnEOFmiGCgAAMCmsNATAIAeek2SDyW5av/6HkkekeT3lnj2GzvXLz6+YSVJfi3JD89cP6GU8uSDNhOWUm6d5AnLjq3WelMp5WVJvmqm+YlJnrHEGJ/YuX5prXVnwf0n/p1qrW9a9K4FfXSbXl1rfedh3tUH8h8AAD0k/8l/F/roNg07/43anznoAQCADSX/yX8X+ug2DTr/jRbkP9vfAABYlwV/LQX66txklUKfEioAAADnLbOJ0UZHAACgTxYu9LTRDwCADVRr3Uvygk7zM8qcXV+zSil/N8kXzzR9IskvH/PY3pTkj2eabpXk6Us8+vQkV85cv7bW+uYDnnle5/pbSyl3WPRAKeXqJE864D2XWPN34ghs9AMAoG/kv4vkPy4xWvB/AfkPAIBNJP9dJP9xifFowUF/1n8CALAmCn3CAK1S6HNnhXsBAADot2WKeE6mJjoBAID+GC9Y6+y8PAAANtiPJ7l+5vrhSb6zdXMp5c5J/lOn+Tm11g8t6qSUUju/HrHE2L6/c/1dpZQvWdDHvLF/70Gd1FpfkuS1M023T/K8UsqZRj/bOb+p7/Yzza+qtf72QX1lTd+Jo7HRDwCAnpL/5D865D8AAHpK/pP/6Fi8/lP+AwBgPRT6hAFapXjnrh2KAAAA7JssMYlpoSsAANAnCzf6WegJAMCG2t+g9286zf+2lPLcUsqdLjSUUkallMcneU2Su8/c+/4kP3lCY3tpkpfNNJ1J8tullKeUUq6YGduVpZSnJnnp/j0X/Gat9XeX7O47kswukPvKJC8rpTxg9qZSygP3x/TYmeZpkqcv08mavxOHZKMfAAB9JP9dJP9x0WhB/tuT/wAA2FDy30XyHxeNFqz/3LP/DQCANVHoEwZoZzJd+t7dqYAKAADAecssYrXREQAA6BMLPQEA6LEfT/IbnbZvSfLuUsrbSymvT/LhJC9KcteZe25M8jW11o+e4Ni+Psk7Zq5vkeTZST5USvl/Syl/luRDSX5q/7ML3p7kny/bSa31D5J8d6f5EUleV0p5XynlT0op70/yJ0ke3rnv6bXW1y7bV9b0nTg8+Q8AgB6T/+Q/ZjjoDwCAHpP/5D9mOOgPAIDLgUKfMEA7072Db9q3u8K9AAAA9NsyZ0FMTHQCAAA9YqEnAAB9VWvdS/KEJP+t89E4yT2S3D/JbTuffTjJl9daX33CY/tAkkcmeWPno1sm+dwk98mlm+GS5A1JHllr/eCKfT0zyb9K0j09+05JHpjkjp32aZJvr7X+uxX7Wdt34nBG8h8AAD0l/13sS/4jyQH5z0EPAABsMPnvYl/yH0nM/wEAcHlQ6BMG6NyuQp8AAACsbrp3cEacLlMNFAAAYEOMRzb6AQDQX7XWm2qtX5vkq3N+U1nLDUmem+Q+tdZXrGFoqbW+K8mDk3xnkvcvuPX9SZ6e5CG11vccsq+fTPKFSV6SpDUZspfkN5I8sNb67EP2s7bvxOoc9AAAQJ/Jfxf7kv/IaMGO2j35DwCADSf/XexL/mNh/rP8EwCAddk67QEA67ezQvHOXQVaAAAA2LfMJsaJha4AAECPLDrR3UY/AAD6otb6K0l+pZTyWUkekuTOSbaTfDTJW5K8utZ60yHe2/4L9XLP7yR5ZinlJ5I8MMl9k1y9//F1Ob858fW11iOfZl1rfUOSx5ZSrkryt5PcI8mVOb/J8e05/2fwoWPoZ23faYmxHOnfT98sLPRipx8AAD0h/8l/HHDQg/wHAEBPyH/yHw56BwDg8qDQJwzQzmSVQp8n/t8LAAAA2BDLFPqc7smRAABAfyxY5xl1PgEA6Jta618k+YvTHkfX/qa3P97/ddJ9fSjJr66hn7V9J5azaKOf/AcAQN/If/LfkC3Mf5Y/AgDQM/Kf/DdkCw96MAEIAMCaLDh/GugrhT4BAAA4jGUmMScmOgEAgB5ZeKK7/AMAANAbIxv9AAAABmG08KAH+Q8AAKAv5D8AAC4HCn3CwEz36kpFV1YpCgoAAEC/LZMnbXQEAAD6pJSSVq0XCz0BAAD6Y9FBD/IfAABAf4wd9AAAADAI8h8AAJcDhT5hYFYt3Lk7FVABAAA4b5lNjKscLgEAALAJWos9LfQEAADoDxv9AAAAhmHRQQ9TBz0AAAD0xmhR/jP/BwDAmij0CQOzeqHP1e4HAACgv5aZxDTRCQAA9E1rsaeNfgAAAP2xaKPfnvkvAACA3hgtOOhB/gMAAOiPRQc97Fn/CQDAmij0CQNzbjpd6f7JXk0VUgEAAMhyRTwnFroCAAA9M25s9rPRDwAAoF9am/0c9AAAANAfiwq9OOgcAACgP1prPxP5DwCA9VHoEwZmZ7K38jO7UyEVAACA5SYxp3ur504AAIDLWbPQi4WeAAAAvdLa7Cf/AQAA9MeCOp8OegAAAOiR0YKKSnvyHwAAa6LQJwzMuUMV+lSkBQAAgOU2MU4cFgEAAPRMa7OfhZ4AAAD90trsJ/8BAAD0RymlPf9nCx0AAEBvtA75SxIlVAAAWBeFPmFgdhT6BAAA4JCWOa1+mWKgAAAAm2Tc2OlnCg0AAKBfRo3NfvIfAABAvzTzn4MeAAAAeqOV/RIH/QEAsD4KfcLAHKbQ545VqgAAACSZTBX6BAAAhqdZ6NNCTwAAgF4ZNwt9yn8AAAB9MmrM/+3JfwAAAL3Ryn6J/AcAwPoo9AkDc5iinbtLFHIBAACg/5Y5rXBiohMAAOiZ0ij0YqEnAABAvzQLvTjoAQAAoFcc9AAAADAMDnoHAOC0KfQJA7MzOUShz0M8AwAAQP8sU8TTQlcAAKBvWhv9FHoBAADol9ZGP/kPAACgX+Q/AACAYXDQAwAAp02hTxiYc5Ppys/sThX6BAAAINlT6BMAABig5onu8g8AAECvjGz0AwAAGITG9J9CnwAAAD0zalRVkv8AAFgXhT5hYHYmqxft3FHoEwAAgCTTJSYxJzY6AgAAPWOhJwAAwDCM5T8AAIBBaB/0t+aBAAAAcKLGzYP+1jwQAAAGS6FPGJhzjUKfV2yPm89MphapAgAAkEyXyIfTPTOdAABAv1joCQAAMAzyHwAAwDA0C3066AEAAKBXRs2DHuQ/AADWQ6FPGJidRqHPK89uNZ/ZtUoVAACALLeIdWKiEwAA6JnmQk8b/QAAAHqllf/2zH8BAAD0yqhx0IP8BwAA0C+tgx72rP8EAGBNFPqEgdlpFO28cnu88jMAAAAMyzKnFTrREAAA6JuxjX4AAACD0Nro56AHAACAfmnmP/N/AAAAvdJa/yn/AQCwLgp9wsCc251ftPPs1jjb4/k/EnanQioAAADLTWJOTHQCAAA9Y6MfAADAMNjoBwAAMAyjVv5z0AMAAECvjBrrP/fkPwAA1kShTxiYnen8Qp/bW6OcGc8PqbuT+c8AAAAwLMsU8bTREQAA6JvWRj8LPQEAAPqlEf/kPwAAgJ4ZNXbV7ln/CAAA0CuNOp/2vwEAsDYKfcLA7DSKdm5vjXJma/6PhN1GcVAAAACGZZlFrNO9mmqzIwAA0CPjxkpPCz0BAAD6Rf4DAAAYhnHjpIeptY8AAAC90sp/pv8AAFiXrdMeALBerUKfZ7dG2WocR7ij0CcAAABJJkvOYk73arbGjSMPAQDYOKWUa5M8OMk1SbaTfCTJW5O8ptZ60ymOqyR5QJL7Jbl6v/kDSd6Y5PX1GCvQl1Jun+RhSa5NcmWSG5K8Pcmra60fPsZ+1vadZvr8jCQPSvKZSW6dZDfJ3yT5iyRvrLV+5Lj73DSjVqEXG/0AAAB6ZdQq9GKnHwAAQK+05v+WOQwdAACAzSH/AQBw2hT6hIE5N5nObd/eGmW7UYRldyqkAgAAkOwtWcRmslezNT7hwQAAcOJKKY9P8n05X3hynutLKS9I8oO11g+tcVxnkjwlyVOT3Llx23tLKc9O8tO11t0j9HXfJD+U5LFJ5p2YNi2lvCTJ99Va33SEftb2nfb7GyX5x0m+NclDFtxaSylvTvKSJD9aa/34UfrdVI11nlHnEwAAoF/GjQAo/wEAAPTLuHHQgzovAAAA/dKa/3PQOwAA6zJvMxrQYzuTvbnt2+NRzmzN/5Ewmc5/BgAAgGGZLrmKddn7AAC4PJVSzpZSfiHJi9Iu8pkkt0rybUneXEr5kjWN7S5J/jDJs9IuiJkk1yT5iST/o5Sy6L5FfT0lyZ8k+ftpz6uO9z9/XSnlXx6yn7V9p/3+PifJHyX5L1lc5DNJSpLPTfL0JHc6bJ+brrXRT/YBAADoFxv9AAAAhqGZ/8z/AQAA9Ir1nwAAnDaFPmFgdhpFO7e3Rjkznv8jYVehTwAAgMGrtS59Wv3EZCcAwMYqpYyS/FKSf9z5aJrkHUnekORjnc/ukOS3SilfdMJjuzrJ7yW5f+ejG5P8WZK3JLmp89kDk/xeKeWqFft6WpJnJ9nqfPRXSV63/89ZW0l+upTy5BX7Wdt32u/v4TlfVPSBnY+mSd6T89/tf+7/nn0jG/0AAAAGYWSjHwAAwCC08t+egx4AAAB6pbX+U/4DAGBdFPqEgTk3Wb3Q585USAUAABi6VTYw2uwIALDRviPJ4zptP5fkrrXWe9Ra75/kdkn+QZJ3z9xzRZJfLqXc5gTH9oIk185c35TkqUmuqrV+Xq31PkmuSvK0XFoc855Jnr9sJ6WUhyZ5Zqf5FUkeWGu9U631C2utd0ryoCSv7Nz3k6WUBy/bV9b0nZKklHLfJL+e5NNmmt+S5J8mubrWetf97/aAWutdk9wmyZcn+dkkH12lr75pnehuoScAAEC/jFsb/cx9AQAA9Eor/1n7CAAA0C+t9Z/yHwAA66LQJwzMTqPQ59mtcbbH80Pq7nT+MwAAAAzHZIUJzMmeHAkAsIlKKbdP8j2d5u+utX5LrfX9FxpqrXu11hcleWiSd87ce03OF6Q8ibE9OsmXzTTtJnlMrfU5tdZPzozthlrrTyX5e/v3XPCVpZRHLtnds5KMZ65/fb+v18/eVGv9kySPTvKSmeat/ecPtM7vVErZTvKLSW490/xTSe5ba/2FWuvfdJ+ptX681vpbtdYnJblTLv13PSg2+gEAAAxDc6Ofgx4AAAB6ZdSa/5P/AAAAeqWZ/6z/BABgTRT6hIE51yz0OcqZ8fwfCbuNZwAAABiOvRUWsJrsBADYWE/PpYUgfz/Jj7durrW+L8k3dZq/fb9g6HH74c71j9Vaf791c631lbn52H/koE5KKV+W8wVML/hwkm+ste40+tlJ8sT9+y74klLKow7qK2v6Tvu+O8l9Zq6fW2t9Wq11t/VAp+8ba603LdlX79joBwAAMAyjxqrqPXNfAAAAvTKeP/0n/wEAAPRMo4TKSvvkAADgKBT6hIHZaRTt3F5U6HOq0CcAAMDQTVZYwDqZmuwEANg0pZRRkm/oNP9ArYtXstVafzfJq2aabp3ka455bJ+f5MEzTTckedYSjz5z/94LHlpKufcBz3QLl/5MrfWDix6otV6X5LkHvOcS6/xOpZSrc77Q5wXvSvIdS/TFPhv9AAAAhmHsoAcAAIBBaOY/W+gAAAB6ZVzkPwAATpdCnzAwzUKf41G2GrsUdxRoAQAAGLxVCthMFbsBANhED01yh5nrv0zyiiWffV7n+vHHMJ5Zj+tc/3Kt9RMHPbR/zws7zY9v3V9KOZvkMZ3m5y8zwDn3fVkpZXvB/Wv5Tvv+WZKzM9fPqrV+8qC++BQb/QAAAIZhZKMfAADAIDTzn4MeAAAAemXUWP+5J/8BALAmCn3CwOw0Vpye3Rplezz/R8KuVaoAAACDN1ml0KfJTgCATfQVneuX17r0X+xe3rl+RCnlymMY0wXdsb1shWe7Y3vsgnsfkWR23G+rtb5rmU5qre9M8uczTbdO8vAFj6zrOyXJN878fpLkl1boi7Q3+lnoCQAA0C/yHwAAwDA0859DzgEAAHpF/gMA4LQp9AkDc24yndu+vTXKmUahz4lCnwAAAIO3ygTm1GQnAMAmul/n+jXLPlhrfX+Sd840bSe5z9GHlJRSSpIv6DQvPbYkr+5c33f/nfPc7wj9zOur+74k6/1OpZRrk9xrpulPa60fWqEvkowbJ7rLPgAAAP0i/wEAAAxDM/856AEAAKBXxo0lw/IfAADrotAnDMzOZH7Rzu2tUc5szf+RsDMVUgEAAIZulQnMiRwJALCJ7t25fvOKz3fv777vsO6W5IqZ6xtqre9e9uFa67uSfHKm6cokd2ncvq4/g3V+pwd1rt944TellDuXUv51KeW1pZS/KqXcVEp53/71vymlPGDZMfVd60R3Cz0BAAD6pZn/FPoEAADolVGj0OcqB6IDAABw+Rs1qirJfwAArItCnzAwCwt9judPUu5O5z8DAADAcKxSvNNmRwCAzVJKuWWSu3aa37Pia7r33+vwI1r4nlXHNe+Z1tiO2te6+lmlr26hz78s5z0lyduT/GiShyT5jCRnk9xp//q7k7yulPLCUspnHGJ8vdLa6FcV+gQAAOiVcWNVtfwHAADQL40tdNmT/wAAAHpl3Fj/6aB3AADWRaFPGJhmoc/xKNuNVaoKfQIAALDKAtbJnhwJALBhrkoyu5JtN8l1K77jfZ3rq480ovZ73nuIdyw7tqP2ta5+VunrszrXH0/y75M8O+cLex7kq5O8tpTyOSuNrmdaG/0ccgAAANAvNvoBAAAMQzP/WfoIAADQK6Mi/wEAcLq2TnsAwHrtNBLn2TPjnFHoEwAAgIbJCgVsFLsBANg4t+pcf7LWlStY3HDAOw+r+55uP8tYdmxH7Wtd/azS120711+f5AEz169P8t+S/Pn+9Wcn+UdJ7j9zz92S/GYp5X611o8fYqw3U0q5OskdVnzs2uPo+zBGNvoBAAAMgo1+AAAAw9DKf6sciA4AAMDlr3XQg/wHAMC6KPQJA3Nud/6K0+3xqFnoc2cipAIAAAzd3grFO1cpCgoAwGWhWyTypkO848YD3nlY6xzbUftaVz+r9HXbzvWFIp97SZ6c5Lndoq6llGcleWqSn0xyYYXjZyZ5dpInHmKs8zwpyTOO6V0nbmyjHwAAwCA0N/qZ+wIAAOiVVv5zyDkAAEC/tNZ/yn8AAKzL/Kp+QG+daxwtf3ZrlDPj+SF113H0AAAAg7dK8U6TnQAAG+cWneudQ7zjXOf6loccS9c6x3bUvtbVzyp9tQqAfmet9We6RT6TpJ73U0m+v/PRPy2l3HXFcfaCjX4AAADD0Nzo56AHAACAXhm15v/kPwAAgF5p5j/rPwEAWJOt0x7A0JVSSpK7J/n8JNckuW3Ob8z7SJI/T/LHtdabTmt8F5RStpI8JMnnJbl9kmmSv0ryulrrn53m2FherTU7k/lFO7e3Rjkznl/7V6FPAAAAVpnAXKUoKAAAl4XuXNT2Id5x9oB3HtY6x3ZTkiuO0Ncq/cw66e/U9ZYk/26JPn4syT9L8ln711tJnpjkB5Z4tlds9AMAABiGVv7bM/cFAADQK62DHuQ/AACAfmnmP+s/AQBYE4U+T0Ep5dOTPD7J30vyd5JcteD23VLKS5I8u9b6yjUM7xKllFsl+a4k35Lkdo173pbkx5O8oFZp5nK2O23/61HoEwAAgEVWmcCc7smRAAAb5vrO9S0O8Y5bHvDOw1rn2K7PpYU+V+1rlX5mnfR36nperfXAv7TXWiellOcn+TczzQ9fcnwHeW6SF674zLVJXnxM/a/ERj8AAIBhaOU/Bz0AAAD0y7h10J/5PwAAgF6R/wAAOG0Kfa5ZKeVnknxTku0lHzmT80VBH19K+S9J/mWt9eMnNLxLlFI+P+c3y33mAbfeK8nzk/zvpZT/vdb6sRMfHIeys6Bg59mtUc5szQ+piwqEAgAAMAyTFSYwJ3IkAMCm6RaDvKKUUlY84O3KA955WN33dPtZxrJjuz7J1Ufoa5V+Fj13kn0lySqHC3bv/cIVnm2qtV6X5LpVnimNYivrYKEnAADAMIzmn5Uu/wEAAPRMa+rRQQ8AAAD90sp/pv8AAFiXxpI0TtBDMr/I5zTJe5O8Lsmbkswrlvn1SV5eSrnVyQ3vvFLKvZL8/3LzIp/X5/z4/jzJbuezxyT5rVLKLU56fBzOud1p87PtrVG2x/N/JOwuKBAKAADAMOytMINpsyMAwMb5UJLZv8SdyaUFL5dx5871SkUcF+i+55pDvGPZsR21r3X1s0pfH5jT9r9W6OdtnetblVJuucLzvTBqrPTcs9EPAACgV+Q/AACAYRi38p+1jwAAAL3SOuhd/gMAYF0U+jxdH03y3CRfkeTTa613qbV+Ya31vklun+SRSV7VeebBSV5wkoMqpWwleWGSq2aa/ybJP0tyu1rrfWutn53kM5L8aJLZKpBflOSZJzk+Dm9nQcHO7fEoZxT6BAAAoGGywgTmKvcCAHD6aq03Jnl3p/muK76me/9bDz+iS3QLTd7lEO/oPtMaW7evk/ozWOd3ekvnuib5xAr9fHxO26ev8HwvNKbQHHIAAADQM62NfvIfAABAvzTzn/gHAADQK62DHqYO+gMAYE0U+jwd70zyTUnuVGv91lrrb9ZaL9lQV2ud1lpfkfPFPv9D5/l/WEp55AmO74lJPn/m+iNJvrjW+l9qrbszY/ybWuv3Jvmnnee/pZRyzxMcH4e0M1lQ6HNrUaFPIRUAAGDoVjmp0GZHAICN1C0UeZ8Vn7/3Ae87rHcluXHm+spSyt2WfXj/3itmmm5I8p7G7ev6M1jnd3pz9/Ek28v2leQWc9o+ucLzvTBqLPQUfQAAAPpF/gMAABiGUaPQ555CLwAAAL3SzH8mAAEAWBOFPtfvGUnuVWt9Xq31xoNurrVOkzwpyZ90PvqmkxhcKWU7yfd2mv9VrbW7CfCiWusvJvmFmaatJD9w/KPjqBYV+jy7Nc6Z8fyQuug5AAAAhmGywgTmKvcCAHDZeEPn+qHLPlhKuWOSu8807ebmBSYPpdZak7yp07z02JI8rHP9pv13zvOGI/Qzr6/u+5Ks/Tu9fk7b31qhr6s719MkH1vh+V6w0Q8AAGAYxjb6AQAADMK4ddCD/AcAANArrfw3tf4TAIA1UehzzWqtL6m17qz4zDTJMzvNjzm+Ud3svXeZuX5nkv+8xHM/kGQ2yTyhlHKb4xsWx+HcgoKd21ujnBnP/5GwO1XoEwAAYOhWmcCc7smRAAAb6Dc6119aSmN12809unP9e7XW649hTBd0x/aoFZ7t3vvrC+59RZIbZq4/u5Ryt2U6KaXcPck9Z5o+sf++lrV8p1rrO5L8v53mB67QV/fe/7WgqGhvNRd62ugHAADQK61Cnzb6AQAA9Esz/5n/AwAA6JXWQe/yHwAA66LQ5+Z4Vef69qWUK06gn8d1rv/zMpv1aq1vT/LKmaYzSb78OAfG0S0q9HlWoU8AAAAWmE6Xn8CcmOwEANhEr0nyoZnreyR5xJLPfmPn+sXHMaAZv9a5fkIp5VYHPVRKuXWSJ3Sam2Ortd6U5GWd5icuNcKb3/fSAw7/W8t32veizvU/PKif2XF1rl+xwrO9YaEnAADAMIwc9AAAADAIrfy356AHAACAXmmUUJH/AABYG4U+N8dH5rTd5gT6+YrOdXcz4yIv71w/9ohj4ZjtLCj0uT0e5cx4/iTl7grFXAAAAOin6QoTmHs2OwIAbJxa616SF3San1FKY4fTvlLK303yxTNNn0jyy8c8tjcl+eOZplslefoSjz49yZUz16+ttb75gGee17n+1lLKHRY9UEq5OsmTDnjPJdb8nf5zkt2Z6yeUUj7noI5KKV+Q5PGd5mP9d7spxjb6AQAADIKNfgAAAMPQyn8OegAAAOiX1vpP+Q8AgHVR6HNz3HlO24ePs4NSyt9K8hkzTeeSvH6FV7y6c32/o46J47UznV/oc2tUMhqVnNma/yNht/EcAAAAw7FK8c6JyU4AgE3140mun7l+eJLvbN1cSrlzkv/UaX5OrfVDizoppdTOr0csMbbv71x/VynlSxb0MW/s33tQJ7XWlyR57UzT7ZM8r5RyptHPds4X9bz9TPOraq2/fVBfWd93ekeS/zDTtJ3kv5VSbregrzsk+a9JtmaaX1trfcVB/fWRjX4AAADDYKMfAADAMIxGjfwn/gEAAPRKM/8poQIAwJoo9Lk5vrhz/a5a684x93HvzvVfrNjHmzvXn1VK2Zp7J6diZzI/bZ7dL/C53dilqNAnAAAAqxTvtNkRAGAz7Rfo/Ded5n9bSnluKeVOFxpKKaNSyuOTvCbJ3WfufX+Snzyhsb00yctmms4k+e1SylNKKVfMjO3KUspTk7x0/54LfrPW+rtLdvcdSWYnR74yyctKKQ+YvamU8sD9MT12pnma5OnLdLLm7/RDST44c33fJH9YSvn7s/N5pZQz+/9u/zDJfWbuvynJ/7lkX71jox8AAMAwtPLfniWUAAAAvdI66GGVA9EBAAC4/DXzX5X/AABYD0UYN8cTO9e/eQJ93Ktz/Z5VHq61frCUclOSW+w3bSf5zCR/fgxj4xicm0zntm/vF/o80yj0uVfPF2kZNxaxAgAA0H+rTGCuUhQUAIDLzo8neWguLV75LUm+uZTyriQfy/n5n9t2nrsxydfUWj96gmP7+iT/Y7//5Pyc1LNzvhjpXyYpSe6RT81VXfD2JP982U5qrX9QSvnunP+zuOARSV5XSnl/kr9Kcqckd5zz+NNrra9dtq+s7ztdV0r5miS/NfOuz0ry4iQfK6W8c7/tM5N8WufxaZJvrrW+cdn++sZGPwAAgGEYNfLf1EY/AACAXmnmP/N/AAAAvdI86M/8HwAAazK/qh+XlVLKlyf5kk7zC06gq6s71+89xDvef8A7OUU7k/nHyn+q0Ge7kOfu1JH0AAAAQzaZLj+BabErAMDmqrXuJXlCkv/W+Wic8wUn75+bF/n8cJIvr7W++oTH9oEkj0zSLTh5yySfm+Q+uXlBzDckeWSt9YMr9vXMJP8q54tczrpTkgfm5kU+p0m+vdb671bsZ53f6RVJHpPkus5Ht0ly3/1f3SKfH0/y+Frr/71KX33TOgxP9gEAAOgX+Q8AAGAYWoVeHPQAAADQLw56AADgtCn0eZkrpdwuyb/vNP9qrfWPTqC7W3WubzjEO7rPdN+5slLK1aWUz13lV5Jrj9pvHx1c6LP9I2FHoU8AAIBBW2UB6ypFQQEAuPzUWm+qtX5tkq/O+aKSLTckeW6S++wXkTxxtdZ3JXlwku/MzQ+gm/X+JE9P8pBa63sO2ddPJvnCJC9J0poo2UvyG0keWGt99iH7Wed3+v0k907yE0k+uuDWv0ny7CSfVWv9jcP01SethZ5OdAcAAOgX+Q8AAGAYxq38p9ALAABAr7RKqJj/AwBgXbZOewC0lVJGSX4hyTUzzR9L8uQT6rJblPOmQ7zjxgPeeRhPSvKMY3jP4LWKdZ7dGidZXOhzt1EkFAAAgGFY5aTC6Z4MCQDQB7XWX0nyK6WUz0rykCR3TrKd8wUi35Lk1bXWleeTaq3zd00t//xOkmeWUn4iyQOT3DfJ1fsfX5fzxUlfX2s98l9Ma61vSPLYUspVSf52knskuTLni5y+Pef/DD50DP2s8zv9TZLvKKX865wvMPq5Sa5Kspvkg0nemuSPjqOvvhiPnOgOAAAwBK0llPIfAABAvzTzn0IvAAAAvdI66MH8HwAA66LQ5+XtWUm+rNP2L2qt7zmh/m7Rud45xDvOda5vecixcALO7c7fj7m9Pzt5ZtzeV7s7FVQBAACGbJUJzInJTgCAXqm1/kWSvzjtcXTtF6L84/1fJ93Xh5L86hr6Wed32k3y6v1fLNCo8+lEdwAAgJ4ZNTb6mfoCAADol1FjAlD+AwAA6Jdm/ptfegUAAI5d4+wxTlsp5clJntZpfmat9ZdOsNubOtfbh3jH2QPeySnamTYKfW5dKPTZ/pGw23gWAACAYVil0KdTDQEAgD6x0Q8AAGAYxs2NfgIgAABAn4xbBz3IfwAAAL3Syn9TB70DALAmW6c9AG6ulPJ1SZ7daX5Bku864a6v71zf4hDvuOUB7zyM5yZ54YrPXJvkxcfQd6+cmywu9Hnhn/Mo9AkAADBsqxTvnFjsCgAA9EhzoafsAwAA0CutQp82+gEAAPRLM/+Z/wMAAOiV1kHv8h8AAOui0OdlppTy2CQ/n2Q2Lfw/Sb6p1hNfKdgtynnlId7RfebIhT5rrdcluW6VZ0pjs93Q7TQKfZ7dL/B5Zryo0KegCgAAMGR7K/xnCZOdAABAn1joCQAAMAyjxtrTPfkPAACgV5r5z0EPAAAAvdI66EH+AwBgXdpV/Vi7Usojk7wwlxZgfXmSr621TtcwhG4xzWsO8Y47HfBOTtHBhT7bBVJ3p/OfBQAAYBgmK2xgnOzJkAAAQH+MbfQDAAAYhNZGv6n8BwAA0CvN/OegBwAAgF5prf+U/wAAWBeFPi8TpZSHJPm1JLeYaX5Nkq+qte6saRhv61zfdZWHSylX59Lx7yT5y6MOiuNzbjK/Xuz2xUKf7R8JOwp9AgAADNoqE5gmOwEAgD6x0Q8AAGAYbPQDAAAYhpGDHgAAAAahmf/M/wEAsCYKfV4GSilfkOS3ktxqpvl/JvnyWusNaxzKWzvX15ZStld4/t6d67fXWidHHBPHaGcyv1jn9vjgQp+7jWcBAAAYhlUmMCdTk50AAEB/tBZ67tnoBwAA0CvN/GejHwAAQK+0DnqQ/wAAAPplPD/+Wf8JAMDaKPR5ykop90ry8iSfPtP8liSPqbV+bJ1jqbX+dZK/nmk6m+SBK7ziYZ3rNxx1TByvnWmj0OfW+R8F41FJY51qdhVpAQAAGLRVCn061RAAAOiT1kY/2QcAAKBfWusnpzb6AQAA9Ir8BwAAMAztg97XPBAAAAZLoc9TVEq5W5LfSXL1TPM7kjyq1vrB0xlVXtK5ftQKz3bv/fUjjoVjtjNZXOgzSc6M5/9Y2G0UCQUAAGAYVilgMzHbCQAA9Ehj+kyhTwAAgJ4ZNzb6WT4JAADQL81CL/IfAABAr4waB73vWf8JAMCaKPR5Skopd0zyu0mumWl+X5K/W2t93+mMKknya53rbyilkVxmlFKuTfLwmabdJL95nAPj6M41Cn2e3Rpf/P12Y6fijpWqAAAAg7bKSfWK3QAAAH3SXOgp+gAAAPRKO/8JgAAAAH0ybuQ/ax8BAAD6pXnQn/k/AADWRKHPU1BKuV2Slye5dqb5g0keVWt9x+mM6qLfTvLemeu7J/mGJZ77gSSzCedXaq0fO75hcRx2GoU+t7c+9aPgzNb8HwuTqaAKAAAwZKucVGixKwAA0CcKvQAAAAxDa6Of/AcAANAv8h8AAMAwOOgBAIDTptDnmpVSbp3kpUk+d6b5o0keXWt9yzH3dfdSSu38uvuiZ2qt55L8aKf5J0op91nQz9cl+SczTdMkzzjsuDk5zUKf45lCn+P5QXV3Ov9ZAAAAhmGywgTmKvcCAABc7ponuss+AAAAvdI66EH+AwAA6JeRQp8AAACD0Mx/5v8AAFiTrdMewAD9WpIHddr+XZKrSilfuuK7Xldr/cjxDOsSz0vybflUMdJPT/KqUsq3J/nFWuskSUopt0vy7Un+def5f19r/V8nMC6O6FyjWOf21myhz/n1f3cU+gQAABi0VTYwTvdkSAAAoD9s9AMAABiG1kEPNvoBAAD0y9hBDwAAAIPQKJ+SqfWfAACsiUKf6/eIOW0/dMh3PTLJKw49koZa624p5QlJ/iDJ7fabb5fk55P8TCnl7UlumeQzk5zpPP5HSf7VcY+J47EzmV9o5exMoc/tRlLdVegTAABg0FZZwDqx2BUAAOgRG/0AAACGwUY/AACAYWjmP/N/AAAAvTJqrv9c80AAABisxpQEQ1drfUuSv5PkXZ2PbpXkvkk+Ozcv8vk7SR5Ta73x5EfIYZybTOe2zxb6PNMq9NkoEgoAAMAwrLKB0WJXAACgT0aNWfW9mlTFXgAAAHqjtdFvz/JJAACAXmnmP1N/AAAAvTIetfKfAAgAwHoo9ElTrfWNST4/yb9N8pEFt/55kv8jyaNrrR9dw9A4pJ1Gsc7tmUKfW+P5QXV3KqgCAAAM2XSFXDix2hUAAOiRcWOjX2KzHwAAQJ+0NvqtciAeAAAAl79m/jP5BwAA0Cut9Z/yHwAA67J12gMYmlprexfY8ff1ziRH6q/W+okk/7qU8owkD0nyeUlun2Sa5K+SvL7W+qdHHCprskyhzzPj+fV/d6aOpAcAABiyVTYwmuwEAAD6pLXRLzmffxZ9DgAAwOaw0Q8AAGAYRg56AAAAGIRW/tsz/wcAwJoo9MlSaq27Sf5g/xcbqlWsc3s8nvn9/EKfuwp9AgAADNoqGxgnJjsBAIAeaS30TJI9m/0AAAB6ozQKfSbnN/styocAAABsjlEj/yn0AgAA0C/N/GftJwAAazK/oh/QSzuT+cU6z2596kfBma35QVWhTwAAgGFbpdDndE+GBAAA+mO8oNDLKlkJAACAy9t4QSHPqc1+AAAAvdGa/5P9AAAA+mXcqKok/wEAsC4KfcKAnGsU+tyeLfTZSKqTqaAKAAAwZKtMYMqQAABAnyj0AgAAMAytjX6Jgx4AAAD6ZNTIf7Um1fwfAABAb4waBz3szS+9AgAAx06hTxiI6V5tLjRdptDnzlRSBQAAGLLpCsU7bXQEAAD6pLXQM0n25B8AAIDeWJj/FHoBAADojfGC/Gf9IwAAQH+0Dnp3yDsAAOui0CcMxM6kXahzttDndqPQ565CnwAAAIO2ygSmha4AAECfjBbMqos/AAAA/dHa6JfIfwAAAH0i/wEAAAxD66AHe98AAFgXhT5hIBYV+jw7U+jzzHh+UN2dCKoAAABDtsoE5sRkJwAA0COthZ6JxZ4AAAB9MpL/AAAABmG0sNCn/AcAANAXC/Of+T8AANZg67QHAKzHucm0+dlsoc+t8fz6v7vTdqFQAABg85VStpN8TpK7J7lzklsnOZPk40k+nORNSd5Sa22HC3ptlc2LNjoCAAB9YqMfAADAMIxt9AMAABgEB/0BAAAMw6L5v2mtGaX9OQAAHAeFPmEgzk3ahTq3x+OLvz/TKPS5o9AnAAD0Tinlq5N8aZKH5XyRz4P+O8HHSin/Nclzaq1vPenxcXlZZfHqZE+GBAAA+sNGPwAAgGE4aKMfAAAA/SD/AQAADMPogPWfZ8bNjwEA4FjMr+gH9M6iQp3bW5/6UbA9nh9UdxX6BACAPnp2kn+R5POy3GEgt0nyfyZ5UynlB0pZMNNF76xSvEahGwAAoE8WbvSTfwAAAHpj0Ua/PfkPAACgN+Q/AACAYVi0/nPPQQ8AAKzBMkU8gB7YmSxX6PPMeH79392pkAoAAANxU5J3J/lYzh8QclWSuyaZndU6k+QZSe6S5BvXPUBOxyrFayYWugIAAD0ystATAABgEBYe9CD/AQAA9IaD/gAAAIZhvOCgB/kPAIB1UOgTBmJRoc+zs4U+t1qFPtvPAwAAG+39SV6S5PeT/I8k76i1XhIASimfnuSrk3x/kmtmPnpiKeUPaq3/eV2D5fSssnnRRCcAANAnFnoCAAAMg/wHAAAwDOP52+eSOOgBAACgT0YL8p/pPwAA1kGhTxiIcwsKfW7PFvpszFQq9AkAAL305Un+tNbFqxJrrR9J8h9LKf89ye8kecDMxz9aSvn5bnFQ+meVzYs2OgIAAH2yeKGn/AMAANAXC+p8Zs9sKAAAQG+UBQFQ/gMAAOiP0cL8Z/0nAAAnb8GWJKBPdhqFPktJtkafCqfb4/lBdXcqpAIAQN/UWt90UJHPzv0fSfJPksw+c8ckDzvusXH5WaV458REJwAA0CPjBQs9nZUHAADQH+PRgvznoAcAAIDeWDj/J/8BAAD0hvk/AABOm0KfMBA70+nc9u3x6JJTCM+M5/9Y2LVLEQAASFJrfUuS13Wa730aY2G9Vin0ucq9AAAAl7uFCz3lHwAAgN6Q/wAAAIZhUf7bk/8AAAB6Y7TgoAf5DwCAdVDoEwZiZzK/UOf21qU/BrYahT5bzwMAAIP09s71VacyCtZq1UKf1amGAABAT5RFCz1lHwAAgN5YtNHP3BcAAEB/jBYV+pT/AAAAemPhQX/yHwAAa6DQJwzEuUahzrNb40uut8fzg+ruVKFPAADgolt0rj96GoNgvVadvFylMCgAAMDlbNFCTxv9AAAA+sNGPwAAgGEYLzjowdpHAACA/pD/AAA4bQp9wkC0C31e+mPgzHj+j4XdqZAKAAAkpZSS5EGd5tedxlhYr1UnLycmOwEAgJ6w0BMAAGAY5D8AAIBhGC3YVeugPwAAgP5YmP/ml2ABAIBjpdAnDMROo9Dn9tKFPqVUAAAgSfLEJHeauX5rkj86pbGwRqtuXrTZEQAA6Asb/QAAAIbBRj8AAIBhWHzQwxoHAgAAwIkajxbkP+s/AQBYA4U+YSCahT47hT3PbLUKfQqpAAAwdKWUf5bkuTNNe0m+rVazWkOwauHOiUKfAABAT9joBwAAMAw2+gEAAAzDwvxn7SMAAEBvLF7/Kf8BAHDytk57AMB67DR2GZ49c2lhz+3x/KC6a5ciAAD0Xinls5PcdabpTJJPT/J5SR6X5D4zn+0k+eZa6++ub4ScplUnL012AgAAfWGjHwAAwDCMbPQDAAAYhNGC+b89Bz0AAAD0hvwHAMBpU+gTBuLc7vxCndvjSwt9nulcX6DQJwAADMKTkjzlgHtqkpcm+e5a6xuPs/NSytVJ7rDiY9ce5xhom644eTnZkyMBAIB+KKWklGReLLLQEwAAoD8WHfQg/wEAAPTH2EEPAAAAgyD/AQBw2hT6hIHYmU7ntm9vKfQJAACs5IVJfvq4i3zue1KSZ5zAezkGq05emuwEAAD6ZFxKJnOKusg+AAAA/TGy0Q8AAGAQFuY/Bz0AAAD0xqL856A/AADWYX5FP6B3dibzC3V2C31ujecH1d1pTRVUAQCA5GuS/EEp5fdLKZ912oNhfVbdvDiZypAAAEB/jEbz59Bs9AMAAOiPRvRLkuwp9AkAANAbowW7auU/AACA/lic/9Y3DgAAhkuhTxiIZqHP8Wjh9axdRVoAAKDXaq1PrbWWC7+SXJHkLkkem+R5SW6cuf2Lk/xxKeULT2GonIJVC32uej8AAMDlbNw41d1GPwAAgP4opTSLfTroAQAAoD9ac3+JtY8AAAB9Ml5w0p/5PwAA1mHrtAcArMfOdH6hz7Nnxpdcn1lY6HMv21vqAwMAwFDUWm9M8t79Xy8ppfxYkhcmud/+LbdN8qullM+rtX70GLp87v77V3FtkhcfQ98cYNXFqxOLXQEAgB5pLfa00Q8AAKBfxqOSvTmHost/AAAA/aHQCwAAwDCMHPQAAMApU+gTBuLc7vxCn9udwp4HFfoEAACGq9b6F6WURyV5fZK77DffOcl3JPmeY3j/dUmuW+WZsmCyjeO16uSlyU4AAKBPWvFT9AEAAOiX85v9bh721HkBAADoj1JKSpmf9eQ/AACA/lh00MOeAAgAwBq0K/oBvXKuUaRze2vUuW4H1d05p9QDAADDUmv9UJJndJr/+SkMhTVb9ZT6yZ7DIgAAgP5oLfa00BMAAKBfWvnPIXcAAAD9Mm6c9Cf/AQAA9Ecr+yXyHwAA66HQJwzEzmR+gZWznUKfZ8btHwu7jWKhAADA4LwoyexM1p1KKXc7rcFw8mqtK09eqvMJAAD0iY1+AAAAw9DMfw56AAAA6JVR66AH+Q8AAKA3WtkvSfas/wQAYA0U+oSBUOgTAAA4LrXWjyb5m07zZ5zCUFiTw8xbTlT6BAAAeqS12HPPRj8AAIBeaeY/G/0AAAB6pXXQg/wHAADQL2MHPQAAcIq2TnsAwHqcm0zntm8r9AkAAByP3dMeACdneoiFq4d5BgAA4HLV2ugn+wAA0CellGuTPDjJNUm2k3wkyVuTvKbWetMpjqskeUCS+yW5er/5A0nemOT1tR7fDqxSyu2TPCzJtUmuTHJDkrcneXWt9cPH2M+Jfqf9998j57/HXZLcNsktc/77fDTn/72+odZ641H66SMb/QAAGAL5T/5jQf4z/wcAQI/If/If59d/TnPzP375DwCAdVDoEwZiZzK/SOf2uFvoc/4k5fl3CKoAAEBSSrl1ktt1mj9wGmNhPQ4zcTkx2QkAAPSIjX4AAPRZKeXxSb4v5zeezXN9KeUFSX6w1vqhNY7rTJKnJHlqkjs3bntvKeXZSX661nrog+lKKfdN8kNJHptk3mnZ01LKS5J8X631TUfo58S+Uynlf0vyVUn+dpL75vxGxUUm+9/pZ2qtL1+2n74bOegBAIAek//kP/nvUxrTf9lz0AMAAD0g/8l/8t+njEZJpjdvl/8AAFiHeWEE6KGdaaPQ51a30Gf7x8Ju4x0AAMDgfEWS2SWOH0zyV6c0FtZgeoiJS5sdAQCAPhk1ptAs9AQAYJOVUs6WUn4hyYvS3uSXJLdK8m1J3lxK+ZI1je0uSf4wybPS3hCXJNck+Ykk/6OUsui+RX09JcmfJPn7aa+rHe9//rpSyr88ZD8n/Z2+LcnTkzw0B2/yS5KtJI9L8rJSygtLKbddoa/eUugFAIA+kv8u9iX/yX8XjZoH/a15IAAAcIzkv4t9yX/y30Wtg/725D8AANZAoU8YiJ2JQp8AAMDRlVJumeQHO82/UWsVGHpsOl194+JEoU8AAKBHxo2FnqbPAADYVKWUUZJfSvKPOx9Nk7wjyRuSfKzz2R2S/FYp5YtOeGxXJ/m9JPfvfHRjkj9L8pYkN3U+e2CS3yulXLViX09L8uyc3/Q266+SvC43P+xuK8lPl1KevGI/a/tOHdMk78z5f59/lORtSXbn3PfVSX7XZr9krNALAAA9I/9d7Ev+O0/+29ec/3PQAwAAG0r+u9iX/Hee/LdP/gMA4DQp9AkD0Sr0eXZrfMn1mXHjOPokO1aqAgBAb5RSnllKedCKz9wuya8l+eyZ5mmSnzrOsXH5OczE5dSxhgAAQI+MWoVeLPQEAGBzfUeSx3Xafi7JXWut96i13j/J7ZL8gyTvnrnniiS/XEq5zQmO7QVJrp25vinJU5NcVWv9vFrrfZJcleRpuXRz3D2TPH/ZTkopD03yzE7zK5I8sNZ6p1rrF9Za75TkQUle2bnvJ0spD162r6zpOyW5Psl/T/JtSe6X5Mpa62fWWu9fa31IrfVzktw6yd9P8trOsw9I8pwV+uqlUWOj355D7gAA2Fzyn/wn/83Rmv+T/wAA2GDyn/wn/80h/wEAcJoU+oSBONco9Lm9demPgVJKs9jnZCqoAgBAjzw6yR+VUv6wlPK0Usr9SilnujeV8z6nlPJ9OX/C35d2bvmpWuufrmPAnJ7JIYp2ypAAAECftE50t9ATAIBNVEq5fZLv6TR/d631W2qt77/QUGvdq7W+KMlDk7xz5t5rcn5D2kmM7dFJvmymaTfJY2qtz6m1fnJmbDfUWn8qyd/bv+eCryylPHLJ7p6VZPak7F/f7+v1szfVWv8k5+fWXjLTvLX//IHW+J1+OOc3Dj6h1voztdY31lrPdW+qtZ6rtf56kocleV7n468vpdxnme/VV2MHPQAA0CPy30Xyn/x3M635v6n5PwAANpD8d5H8J//djPk/AABOk0KfMBA7Sxb6TJIz4/k/Gnanqxd2AQAALnsPTvKTSf5nkutLKX9ZSnl9KeW1pZQ/S/KxJG9J8kM5f4rgrJ9P8p1rHS2n4hB1Pi12BQAAemXUKvRpoScAAJvp6UluPXP9+0l+vHVzrfV9Sb6p0/zt+xsGj9sPd65/rNb6+62ba62vzM3H/iMHdVJK+bKc38B4wYeTfGOtdafRz06SJ+7fd8GXlFIedVBfWdN3qrW+bd7GvgX37yX51ly6iTNJ/uGy7+ij1kY/+Q8AgA0l/8l/8l+D/AcAQM/If/Kf/NfQWv9p7xsAAOug0CcMRLPQ55yingp9AgDAYG0n+cwk90/ykCT3yaWTvBd8PMmTknzD/gQgPXeYEwonJjsBAIAeGbVOdJd9AADYMKWUUZJv6DT/QK2LJwNqrb+b5FUzTbdO8jXHPLbPz/lD6i64Icmzlnj0mfv3XvDQUsq9D3imu3HxZ2qtH1z0QK31uiTPPeA9l1jzd1rZ/sbA/95pPvZ+Nkkj/mVP/gMAYMPIfxfJf5H/5hk1dtYq9AkAwKaR/y6S/yL/zdMonyL/AQCwFgp9wkCcaxTpPLs1r9Dn/JWqO1NBFQAAeuRrk3xnkt/J+cKdB6lJ3pTkO5J8Vq31Zw+a8KU/pofIg4rdAAAAfWKhJwAAPfLQJHeYuf7LJK9Y8tnnda4ffwzjmfW4zvUv11o/cdBD+/e8sNP8+Nb9pZSzSR7TaX7+MgOcc9+XlVK2F9y/lu90RG/vXF91Qv1shLGDHgAA6A/5T/7rkv9mjEsr/615IAAAcHTyn/zXJf/NkP8AADhNCn3CANRaszNZpdDn/B8Nu413AAAAm6fW+pZa6zNrrY9K8ulJPifJY5M8Kcl3Jfm+JE/N+RMdH5nktrXW+9Zaf+Kg0wzpn+mCwjWtzY4Tmx0BAIAesdATAIAe+YrO9ctXONzt5Z3rR5RSrjyGMV3QHdvLVni2O7bHLrj3EUlmx/22Wuu7lumk1vrOJH8+03TrJA9f8Mi6vtNR3KJz/dET6mcjjFr5z9QXAACbR/6T/7rkvxmj1kEPDvoDAGDzyH/yX5f8N6OV//bsfQMAYA22TnsAwMnbWbDDcHuVQp92KgIAQC/VWveSvG3/F9zMdK+dB8+MS6ZzJjYXPQMAALBpmgs9bfQDAGDz3K9z/ZplH6y1vr+U8s4kd99v2k5ynyR/fNRBlVJKki847NiSvLpzfd9SSmlsYrzfEfq50Nc9O+/rbspb93c6iod0rl93zO/fKK1D7mz0AwBgA92vcy3/yX/y34zWQX/yHwAAG+h+nWv5T/6T/2a05v8c9AAAwDrMr+YH9MrOZNVCn/ODqkKfAAAAw7QoDp7dGs9tn1jsCgAA9Ehro9+8gw8AAOAyd+/O9ZtXfL57f/d9h3W3JFfMXN9Qa333sg/XWt+V5JMzTVcmuUvj9nX9GazzOx1KKeXeSf7BTNMkyS8eZx+bxkY/AAB6RP6T/y6S/26umf/M/wEAsHnkP/nvIvnv5qz/BADgNCn0CQOweqHP+T8adqaCKgAAwBBN9lbLlYnJTgAAoF9GNvoBANADpZRbJrlrp/k9K76me/+9Dj+ihe9ZdVzznmmN7ah9raufVfpaWSnlIUl+O8n2TPOP1loPM87eGNnoBwBAD8h/x9aX/Ndjrfy356AHAAA2iPx3bH3Jfz3WWv9Z5T8AANZg67QHAJy8nWm7IMvZrfHN2lpFWnYXvAcAAID+WlDnM2cbGXLisAgAAKBHWie62+gHAMCGuSrJ7F9ud5Nct+I73te5vvpII2q/572HeMf7culGuNbYjtrXsn8G6/xON1NKuUOS+840jZLcOsk9kzw6ySNy6f8efi7JDx5ijL3S2OeXPYU+AQDYLPLf8fQl//XYaP7SRwc9AACwaeS/4+lL/uux1vyf/AcAwDoo9AkDcG63XZFlXlHPM+NWkRaFPgEAAIZouqBwTeuwCMVuAACAPhk3Vnpa6AkAwIa5Vef6k7Wu/B/0bzjgnYfVfU+3n2UsO7aj9rWuflbpa56HJXnREvf9aZJn1FqXuXclpZSrk9xhxceuPe5xrKKZ/8x9AQCwWeS/4+lL/lvSRua/xkF/8h8AABtG/juevuS/JW1i/hs189+aBwIAwCAp9AkDsLOgQOf2nKKeZ8bzg+qOpAoAADBI0712rjy7NZ7bPlHsBgAA6JGRQi8AAPRDd5PYTYd4x40HvPOw1jm2o/a1rn5W6euwXp/k3yb59WN+7wVPSvKME3r3iWht9Nsz9wUAwGa5nPOI/He0vg5L/utozf/JfwAAbJjLOY/If0fr67Dkv47WQX/yHwAA63DzCn9A7+xMFhT63JpX6HP+j4bdBQVDAQAA6K9FcXBerjz/jMlOAACgPxrn5FnoCQDAprlF53rnEO8417m+5SHH0rXOsR21r3X1s0pfh/WAJC9M8hellMcc87s3Umujn4MeAADYMJdzHpH/jtbXYcl/HePGQQ+2zwEAsGEu5zwi/x2tr8OS/zrM/wEAcJoU+oQBOLeg0OfZVQp9LngPAAAA/TXZW3CARKPazWRqshMAAOiPUWOjnzqfAABsmJs619uHeMfZA955WOsc21H7Wlc/q/R1M7XWX621lgu/kpxJcnWSRyT5kSR/PXP73ZL8Vinl/zjEGHultdFP/gMAYMPIf8fTl/zXY6Nm/hMAAQDYKPLf8fQl//VYa/3n1AQgAABrsHXaAwBO3s6CAp3bc4p6nmkUadl1JCEAAMAgtep8jkclW6P5h0VMFxQHBQAA2DStjX4WegIAsGGu71zf4hDvuOUB7zysdY7t+iRXHKGvVfqZdap/3rXWSZIPJnllkleWUp6Z5OeSfN3+LSXJz5ZS/rTW+trD9tPx3CQvXPGZa5O8+Jj6X1nzoAf5DwCAzXJZ5ZED3iP/rdbXgeS/5YybB/3JfwAAbJTLKo8c8B75b7W+DiT/Lad50J/5PwAA1kChTxiAc5Pp3PYz4zJ3U+KZOcU/k2RnKqgCAAAM0aRRtHNcSrYah0VMTHYCAAA9YqMfAAA90d0kdkUppdS60l9srzzgnYfVfU+3n2UsO7brk1x9hL5W6WfRc8fZ18pqrZ8opfzTJLdJ8hX7zeMkP5nkYcfUx3VJrlvlmdLIX+vS2ujnoAcAADaM/PepdvlP/ptL/gMAoCfkv0+1y3/y31yt9Z9T6z8BAFiD+dX8gF7ZmcwvyLLdKOjZat+dzn8PAAAA/dYqXDMeFYtdAQCAQZB9AADoiQ8lmf1L7JlcuuFtGXfuXK+0iWuB7nuuOcQ7lh3bUftaVz+r9HUotda9JE/Opf+7eGgp5Z7H2c8mGdnoBwBAP8h/x9OX/Ndjo9b8n/wHAMBmkf+Opy/5r8dGjcpKe9Z/AgCwBgp9wgDsNAp0bm/N/xFwRqFPAAAAZkym7UKfW43FrhOTnQAAQI+0Nvq1DkYAAIDLUa31xiTv7jTfdcXXdO9/6+FHdIm3da7vcoh3dJ9pja3b10n9GazzOx1arfUvk7yx0/zQ4+5nUzSWT9roBwDARpH/mn3Jf/LfReP503/yHwAAG0X+a/Yl/8l/FzUPerf+EwCANVDoEwZgZzK/QOfZrfHc9jNbjSItjcIuAAAA9FurcM14VNqTnRa7AgAAPdLa6Cf7AACwgbobxe6z4vP3PuB9h/WuJDfOXF9ZSrnbsg/v33vFTNMNSd7TuH1dfwbr/E5H9fbO9WecUD+XPRv9AADoEflP/ptH/tvXXvu45oEAAMDRyX/y3zzy375Rkf8AADg9Cn3CAJxrFPrc3pr/I+BM40j6HUkVAABgkFpxcDwq2RrNz5CTPRkSAADoj5GNfgAA9McbOtcPXfbBUsodk9x9pmk3yZuPPqSk1lqTvKnTvPTYkjysc/2m/XfO84Yj9DOvr+77kqz9Ox233TX1c9kpNvoBANAfb+hcy3/y3zzyX0frYHQAALiMvaFzLf/Jf/MMNv+1Cn2u748eAIAhU+gTBmDnmAp97lqpCgAAMEitop3jUVlwqr3JTgAAoD/GNvoBANAfv9G5/tLSqmxxc4/uXP9erfX6YxjTBd2xPWqFZ7v3/vqCe1+R5IaZ688updxtmU5KKXdPcs+Zpk/sv69lXd/pqLrf/wMn2NdlrZn/zH0BALB55D/5bx75b18r/1n7CADABpL/5L955L999r4BAHCaFPqEAWgW+mwU9Dwznh9UFfoEAAAYplbhmnEp2WpMdk6mJjsBAID+sNATAIAeeU2SD81c3yPJI5Z89hs71y8+jgHN+LXO9RNKKbc66KFSyq2TPKHT3BxbrfWmJC/rND9xqRHe/L6X1lp3Fty/lu90FKWUOyV5QKf5TSfR1yZo5j8HPQAAsHnkP/mv25f8N0P+AwCgR+Q/+a/bl/w3Y9Q66EH+AwBgDRT6hAHYaRTo3N5qFfqc3747EVQBAACGqFW0czwqit0AAACDMLLRDwCAnqi17iV5Qaf5GaU0djftK6X83SRfPNP0iSS/fMxje1OSP55pulWSpy/x6NOTXDlz/dpa65sPeOZ5netvLaXcYdEDpZSrkzzpgPdcYs3f6bB+LJeuJ35HrfVPT6ivy15ro9+euS8AADaM/HeR/Pcp8t+M1vyf/AcAwKaR/y6S/z5F/pvRKJ8i/wEAsBYKfcIAnJscT6HPVsFQAAAA+m2vUbhmUaHPiclOAACgR8aNNc9VoU8AADbTjye5fub6/8/en4fLmpX1wf93VdU+PRwGu4E2Mg8xBIyCoJCAA8QpGhT0DSZm+hnjq68mUTQRNDGQqIkRwaB5RRODMbNDjCMRQQQHkIgg8iqOzNCEqZtu+gy9d+1avz/2Pt3V1bWeXXuoXbue+nyu61x96qmnnrXqwDnXuc9a63t/ZpLntG4upTwgyb+fufy9tdYPdQ1SSqkzP56ywNyeO/P6m0spn9Exxry5f+tBg9RaX5rkdVOX7pPkJaWUrcY457J3qO8+U5d/rdb6iweNlVP4TqWUrymlfOlBBzZnPjMqpTw/yd+aeesFiz6jj5oH/dR/AACsJ/Wf+k/91zBs/Aqq/wAAWFPqP/Wf+q+hdfZNo3cAAE6DoE/YAONGQOe5xo7U1vUdQZ8AAAAbqRXa2RX0uSvoEwAA6JFG6aP2AQBgLe0f0PuXM5e/s5Ty4lLK/a9cKKUMSinPSPLaJA+duvfGJC9c0txeluTlU5e2kvxiKeXrSynXTs3tfCnlWUletn/PFf+r1vrKBYf7piTTm+K+MMnLSymPm76plPL4/Tk9berybpJnLzLIKX2nRyb5sSRvLaV8Zynl00sp95x3YynlT5VSvirJb2fv12Da/07yg4t8r75qH/Q75YkAAMAJUP/dQf2n/rubQXPv4ylPBAAAToD67w7qP/Xf3QwaWanqPwAATsNo1RMAlq8VyDJqtB7calwX9AkAALCZJh1Bn6PGZtfxRA0JAAD0h4N+AAD00HcleVLuenjta5J8VSnlnUluSfKwJB8z87lLSb601vqRJc7tbyf5jf3xk+TqJC/K3mHEtyUpSR6+f33aW5N8+aKD1Fp/vZTyLdn7tbjiKUneUEq5Mcn7ktw/ycfN+fiza62vW3SsnNJ32n/+N+//qKWU9ya5OcmFJOeTfGySGxqffVOSL6i1bnSl0zro11ovAwCANaD+U//NelPUfxm26r+q/gMAYG2p/9R/s94U9V+z0Z/1PwAATsNg1RMAlm/caCXfCmPZGs3/o6H1HAAAAPqt1UBiWEqGg/k15K7FTgAAoEcc9AMAoG/2D3M9M8mPzrw1zN6Bs0/O3Q/5fTh7B8Fes+S5vT/JU5P8zsxb1yT5hCSPzt0PxL0pyVNrrR885FjPT/KPkuzOvHX/JI/P3Q/57Sb5hlrr9xxynFP7TlNKkgcm+cQkf37/v/MO+U2S/Jskn15rvemIY/VG66CftS8AANaV+u+OsdR/6r+7UP8BANA36r87xlL/qf/uorX/c9f+TwAAToGgT9gA48n8BhujRhjL1nD+9e3djW7UAQAAsLFaG1eHg5LR0GZXAACg/xz0AwCgj2qtl2utX5bkr2TvUFnLhSQvTvLoWuurT2FqqbW+M8kTkjwnyY0dt96Y5NlJnlhrffcRx3phkk9J8tLsHXqbZ5Lk55M8vtb6oiOOs8zv9J1JvjLJ/zjg2dPem+SFST6h1vp1tdbbFvxcrw0c9AMAoIfUf3eMpf5T/91h0Fr/U/8BALDG1H93jKX+U//doVX/Tez/BADgFIxWPQFg+catQJZGGMtW4/qOoE8AAICNNGlsXB0OSjPsplWLAgAArKPmRk8H/QAA6IFa608m+clSyp9O8sQkD0hyLslHkvx+ktfUWi8f4bnz/yK9+Oe3kzy/lPKCJI9P8pgkN+y//YHsHU58Y6312Bvbaq1vSvK0Usp9k3xakocnOZ+9Q45vzd6vwYdOYJylfKda6/uTvGT/R0opD0jyyCQPS3Jdkmv2v8utSd6X5LdrrYseCNworbUvB/0AAOgD9Z/6jzsNG40e1H8AAPSB+k/9x51a9Z9GDwAAnAZBn7ABxo2Azq3GhtSt4WDu9Z1dhSoAAMAmajaQGJSMWl3tbXYFAAB6pLnRU+0DAECP1Fr/JMmfrHoes/YPvb1+/8eyx/pQkp8+hXGW+p1qre9N8t5lPLvvGktfDvoBANAr6j/1Hx31n/U/AAB6RP2n/iMZzI9PifIPAIDT0PjrKNAn7UCW+X8ENIM+x8dufAIAAMAaanWoHw5Kho3drq1aFAAAYB0NNDkAAADYCOo/AACAzdCq/yYaPQAAAPTKoNHovXVeDgAATpKgT9gA4935BebWcH5Beq4R9Lm9K+gTAABgEzUbSJSSkcOOAADABhi2Nno66AcAANAr6j8AAIDN0Kr/7H0EAADol6GzbwAArJCgT9gA48n8gM5WQbrVCPrcEfQJAACwkVodCoeDkuFgfg3ZCgcFAABYR43lMxs9AQAAesZBPwAAgM3QrP+UfwAAAL0yaDV60OgPAIBTIOgTNsC4scLYCvTcGrY60tusCgAAsIlaoZ3DQcmoedhRswgAAKA/Bg76AQAAbITWQT9LXwAAAP3SWv9rNUYHAABgPbUaPaj/AAA4DYI+YQN0BbLMszVq/9Gws2u3KgAAwKZpdSgcDkqztmw1nQAAAFhHraCXqqM7AABArzQP+qn/AAAAemXYavSg/gMAAOiV1vpf67wcAACcJEGfsAFaQZ+j4fyC9NxQ0CcAAAB3anUoHA5Ks7bc1dUQAADokdZBP7UPAABAvzjoBwAAsBkGrfrP+h8AAECvtBq9q/8AADgNgj5hA4wb4ZyjxoJkK6QlSXZ2FasAAACbptVAYjgo7cOOFjsBAIAecdAPAABgM7QO+rUa4wEAALCeWo3+Jho9AAAA9Mqwkayk/gMA4DQI+oQN0ApkGQ3m/xGw1apUk+w0QkMBAADor9bBxWEpzSYSrVoUAABgHbX65NnoCQAA0C+t7ZO76j8AAIBeadZ/9j4CAAD0SqvRg/oPAIDTIOgTNsC4Ec651TiReK4j6HN7LOgTAABg07RCO4fDkmGjiYTFTgAAoE+GjSYHah8AAIB+GTQP+p3yRAAAAFiqQWv9z/IfAABAr7Tqv4n1PwAAToGgT9gArQOGrTCWrY6gzx27VQEAADbOpDbqylIyaix2jq12AgAAPdLc6OmgHwAAQK+0Gj1MFIAAAAC9Mmw0elD/AQAA9Euz/muclwMAgJMk6BM2wE6jleDWcH5B2rre9SwAAAD6a9yoBYeD0u5qb7MrAADQI62NnmofAACAfhm06j8H/QAAAHqlWf9Z/wMAAOiV5tk3638AAJwCQZ+wAVoLjK3O81uj9h8NO7uTE5kTAAAA66O1cDkclIwateXYZlcAAKBHNDkAAADYDK36b6L+AwAA6JVm/SfoBQAAoFdajR6s/wEAcBoEfcIG2JnMD+ccDef/EXCucT1JtgV9AgAAbJxmA4lSmk0kdnctdgIAAP0xbG30dNAPAACgV1r1X6sxHgAAAOtpOL/80+gPAACgZ1rxKdb/AAA4DYI+YQO0FhhHjTCWrY6gz7GgFgAAgI3TDPoclmZtObbZFQAA6JFmkwO1DwAAQK80D/qp/wAAAHqluf4n6AUAAKBXBq1Gf5NTnggAABtJ0CdsgFY4ZyuMZTgoadSq2VGtAgAAbJxJY+PqsBSbXQEAgI0waNQ+cl4AAAD6pXXQz9IXAABAv7TW/9R/AAAA/dI6+zaxARQAgFMg6BM2wHgyP5xzNGykeSbZarSl3xb0CQAAsHFaDSSGg5LRYH79uGuxEwAA6JHGPs9mYwQAAADWU7PJnbUvAACAXhk2Gj2o/wAAAPqluf5n/ycAAKdA0CdsgFYgSyuMJUnONYI+d8aCPgEAADZNK7hmOCidhx2rBU8AAKAnHPQDAADYDA76AQAAbIaBRg8AAAAbYdDY/zlR/wEAcAoEfcIGGDcKzFFjQTJJtobz39tphIYCAADQX1115ahRPyY2vAIAAP3ROuhnoycAAEC/OOgHAACwGVqN/lqN0QEAAFhPGv0BALBKgj5hA4x3J3Ovj4btPwK2Gu/tNJ4FAABAf7UCOweD0lzsTNoBoQAAAOumddDPRk8AAIB+cdAPAABgMzTrP/seAQAAeqW5/1P9BwDAKRD0CRugFawy6ghjaQV9bgv6BAAA2DithcthKZ21pQVPAACgLxz0AwAA2AwDB/0AAAA2wqCx/jfR6AEAAKBXmvWf9T8AAE6BoM8VK6U8oJTyxaWUf1VK+eVSyq2llDr14x2nPJ9Xz4x/2B9ffprzZTHNoM9hO4zl3Gj+Hw87gj4BAAA2TjPoc1CaYTdJux4FAABYNw76AQAAbIbW0peDfgAAAP3Sqv80egAAAOiX5vqf8g8AgFMwWvUENlEp5clJ/mGSJya5/4qnQ8/VWjsDWVq2GiGg413VKgAAwKbpqitHg3YfGRteAQCAvhiW+Wtn6h4AAIB+ae2r3NXoAQAAoFes/wEAAGwG638AAKySoM/V+NQkX7zqSbAZxh2Li1vDdhhLK6hlZ3dy7DkBAACwXloLl8NB6WwiMZ6oIQEAgH5o9TiY1L3Ge6VxEBAAAID1MmisfVn2AgAA6Jdm/SfnBQAAoFcGjf2dEwUgAACnQNDn2XNbknusehJTPueQ9//eUmbBkXV1EewKY9kazT+tuC3oEwAAYOO0Fi6Hg5JRR22psz0AANAXw44gz0lNhnI+AQAAeqFV/7Ua4wEAALCemvWffY8AAAC90spVsf4HAMBpEPS5Wh9N8oYkr0/ym/v/fViSV61yUtNqrb+06jlwPDsdwZxbg/lhnklyrnEacWesWAUAANg048bG1dGgdDaRGO+qIQEAgH7oqn12J7XzfQAAANZH86CfoBcAAIBeEfQCAACwGQYaPQAAsEKCPlfj55K8PMkf1FrvksJYSnnYaqZEX3UVl10HDreG80NAu4JDAQAA6KdWbTkoJaNGo4iuzwEAAKyb0tjomSQTh/0AAAB6o3XQL0lqrZ31IQAAAOtj0DhXV639AQAA9EorV2Xi3BsAAKdA0OcK1Frfuuo5sDl2dtvF5VZHGIugTwAAAK5oBXYOB6WzicTYgicAANATXbWPoE8AAID+6Kr/die1swkeAAAA62PYaOSgwTkAAEC/NKJTsmvvJwAAp6Dx11GgL7oWF7s2pLaCPrcFfQIAAGyc1sLlcFAyGrT/ecmGVwAAoC9aB/0StQ8AAECftA76JQ77AQAA9Elr6+OkJlX9BwAA0BuDxv7PiegUAABOgaBP6LmdjmDOVphnkpwbzS9Wu54HAABAP7VCa4aD0hl2M7biCQAA9ERHjwObPQEAAHqkddAvUf8BAAD0SdfeR33+AAAA+mM4mF//afIHAMBpEPQJPTfuWFlsFaRJOwR0vKtYBQAA2DSdQZ/Ddm3Z+hwAAMC66VpXs9kTAACgP9R/AAAAm6Gz/rP3EQAAoDdajR7UfgAAnIbRqifA2VdKuXeShyT5mCS3JflwkvfUWndXOS8Ws9vRQn7UEcYyGswP+tze1ZIeAABg00xaQZ+lZNSx2bWr+QQAAMA6aW30TGz2BAAA6JOB+g8AAGAjDDr2Pk40egAAAOiNrvqv1prSsT4IAADHJeiTTqWU307ySUlmUx9vK6W8JslPJvlPtdbbT31yLGRnt72wuNUI80ySc6P5xWjX8wAAAOinVmDnaFg6u9q3AkIBAADWjYN+AAAAm6Er6NPaFwAAQH9o9AAAALAZDqr/RkNBnwAALI+gTw7y2Mb1eyT5vP0f31ZK+bpa608sYwKllBuS3O+QH3vEMuayjroWFocdBefWcH4I6M54cuw5AQAAsF5aoTWDUjLsWOxsBYQCAACsm67ax0E/AACA/uhqcrer0QMAAEBvdK7/qf8AAAB6oxGdkmSv/hO8BADAMvn7JifhTyX58VLKC2qt37SE539tkuct4bkbYWe3Hcy5NWhXpM2gz47nAQAA0E+twM7RoGQwKBmUZN4twm4AAIC+6Ax6UfsAAAD0RtdBv4n6DwAAoDc6jtWp/wAAAHpk0NHoYSI+BQCAJetYjmCDXU7yc9kL2HxSkhuSnEtyzySPSPI3k7w0yeyK1T8qpXzzKc6TBXQdLOw6kNgK+twW9AkAALBxWrXlYL+uHDV2vLYCQgEAANbNoGNdbVLVPgAAAH3RddBvV/0HAADQGxr9AQAAbIbO+s/6HwAASzZa9QQ4c74nyWtqrR+e895OktuSvC3Jfy2lfFqSH03ygKl7/mUp5Rdqrb+z/KmyiJ3ddmE56ihIzw3nv7cj6BMAAGDjtDatDvcPOg4HJdmd9zk1JAAA0A/Dro7u9nkCAAD0RtdBP/UfAABAf1j/AwAA2Aydjf4UgAAALNlaBn2WUq5L8tAkD0py7yTn99+6kOSWJO9K8o5a60dWMb91Vmv92UPc++ullKck+Y0k992/XJJ8R5IvPMFpvTjJTxzyM49I8jMnOIe11SosByUZdGxI3RoO5l7vCg4FAACgn5pBn/tNIlqNJMZqSAAAoCc6ltVs9AQAAOiRroN+E/UfAABAb3Sdq5tU9R8AAEBfdDb6s/4HAMCSrUXQZynlzyb5S0k+I8mnJHnAgp97b5LfSvKrSX6x1vr7S5vkhqq1/kkp5ZuS/Iepy19QSrm+1nrTCY3xgSQfOMxnSsdGy02zM5nMvT5qBHlesTWa//54d/7zAAAA6K9m0Od+/X0l8HPRzwEAAKwbB/0AAAA2Q9dBP2tfAAAA/THsOH+o/gMAAOiPzvU/+z8BAFiy7qS/FSqlPLKU8m2llD9J8ntJXpjk6UkemKQs+OOB+595YZLfLaW8tZTy7fvBoZyc/5Tkg1OvB0k+e0VzYcbu7vzCctRRjHa9v914HgAAAP3VWrS8Uju2asixza4AAEBPOOgHAACwGRz0AwAA2AwaPQAAAGyGQcf+z4n6DwCAJTtzQZ+llC8qpbwyyVuS/JMkD89eaOcVdf/HQWbvK0keluQfJ/m9Usor98fqTjvkQLXWSZJXz1x+5AqmwhzjyWTu9YOCPs+N5v/xsLM7/3kAAAD002RS0zqzONivLVsbXm12BQAA+mLgoB8AAMBGcNAPAABgM3St/000egAAAOgNjf4AAFil0aoncEUp5UuTPC/Jn71yKXeGdZbcGfZ5W5I/SnJjkvftv764//41Se6R5P77P/5MkvNTw1z5G3ZJ8pT9H39USnlerfXHl/C1Nsm7Z17fbyWz4G7GjY2lo2F3zu9W431BnwAAAJula8HyShOJ0WB+DdmqSQEAANZN10ZPB/0AAAD6w0E/AACAzTDsaPSg0R8AAEB/dNV/yj8AAJZt5UGfpZSnJHlRkk+8cmn67SRvSfKqJL+S5A211rcf8vkPT/L4JJ+ZvWDPR8+M88gk/72U8o+TPKvW+upDfgX27My83lrJLLib8W4j6LNjM2rSEfQ5FvQJAACwSbo2rF7paN868Lg7UUMCAAD94KAfAADAZujaWqn+AwAA6I+u+k+jPwAAgP7o2P6ZifU/AACWbKVBn6WU/5Hki6+8nHrr/0vyn5P8VK31rccZo9b6tiRvS/IT+2M+IsmXJPmbuTNcNEk+KckrSyn/s9b6zOOMuaH+1MzrD65kFtzNuFFYHhz0Of/97UZwKAAAAP3UdWDxSm3ZqjFbNSkAAMC6GczvkZfEQT8AAIA+GXTsrdTjDgAAoD+66r9d9R8AAEBvDDvrP/s/AQBYro7jSKfiS/b/W5JsJ/mRJH++1vqYWusLjhvyOU+t9a211u+utT4myRP3x9yZmseXtD5Lp0+bef3ulcyCuxk3VhZHw+7f/uca7+9YqQQAANgoux2BNYP9loatBU+LnQAAQF8MO1q6Wz4DAADoj876T6MHAACA3uhe/1P/AQAA9EVn0Kf1PwAAlmy06gkkuZzkxUn+da31xtMcuNb6+iSvL6X8kyTfmORrk1x9mnPog1LKZyZ5xMzlV65iLtzduLGwOOooRpPk3Gh+0Oel7d3UWlM6FjMBAADoj93d9oLllYXO1oLnuOOzAACsj1LKI5I8IckDk5xLcnOSP0jy2lrr5RXOqyR5XJLHJrlh//L7k/xOkjfWenK770op90ny5OytiZ1PciHJW5O8ptb64RMc59S+E4ejozsAAMBmUP8BAABshkFH/TexLAsAANAbg45slIn1PwAAlmzVQZ//Nsm31Vrft8pJ7I//TaWU70ny3FXOZd2UUs4n+b6Zy/9frfVtq5gPdzfency9Php2B3V+zLXn5l7f3p3kwvZu7nHVqv/4AAAA4DR0dSYcHRD06bAjAMB6K6U8I8k/zV7w5Dy3lVJ+JMk/r7V+6BTntZXk65M8K8kDGre9p5TyoiTfV2vdOcZYj0nybUmelmRel7TdUspLk/zTWuubjzHOqX2njjl8dZIfnPPWw2qt7zjp8dZNKSWlJPNKJAf9AAAA+qPzoJ/6DwAAoDc0egAAANgMnfWf9T8AAJZs3mG0U1Nr/ZpVh3xOq7W+r9b6Nauex0kppdSZH0854P7vLaXc/xDPv2+Sn03ySTNvPe/Qk2Vpxo2FxeGg+7f/fc7PD/pMkpsvbB9rTgAAAKyPrg2rVzrajxoLnq2aFACAs62UclUp5b8k+am0Qz6T5B5J/n6St5RSPuOU5vagJP87yXenHYiZJA9M8oIkv1FK6bqva6yvT/JbSb4o7XXV4f77byil/IMjjnNq36ljDg9M8vyTfGYftcJeBL0AAAD0R9dBv4m1LwAAgN4YavQAAACwEbrqP40eAABYttGqJ7CpSilPTnLNnLceM/P66lLKZzcec2Ot9S0nOK2vS/LVpZRfSPI/krym1vqO2Zv2Dxv+tSTfmORPzbz907XWnzrBOXFMrVCVrWG7GE2S6zqCPj98YTsPuv7aY80LAACA9dC1YHkl4LN14HF3MlnKnAAAWJ5SyiDJjyV5+sxbu0neleSWJA9Lcu+p9+6X5BdKKZ9da/2NJc7thiSvSvKImbcuJXlb9sI4H5bk6qn3Hp/kVaWUJ9VaP3SIsb4xyQvnvPW+JDcmuX+Sj5u6PkryfaWUUmv9vkOMc2rf6QA/kOReJ/Ss3hqWkt3cvUay0RMAAKA/OnI+syvoBQAAoDcGrVaPEfQJAADQJ531n6NvAAAsmaDP1fmvSR6ywH0fm+QVjff+Y5IvP6kJ7bsqyTP2f6SUcmv2DizekmRrfz73b3z215L89ROeD8fUOljY1XU+Se519SijQZkbFHrzhe0TmRsAAABnX1dgzWC/o+GoseK5a7ETAGAdfVPuHvL5g0m+vdZ6Y3JHGOjTk7woyYP377k2yY+XUv5crfWWJc3tR3LXQMzLSb45yQ/VWi/uz+18kq9K8i9zZzjmxyf54SRftMggpZQnJXn+zOVXJ/mHtdY3Tt33KUlekOQzp+57YSnldbXW31zsK53Od+pSSvnrSZ62//JCkvPHfWZfDQbZi7yd4aAfAABAf5RSMijJvCUyB/0AAAD6Y1jaZ+vsfQQAAOiPrmwVjf4AAFi2jtz5s6GU8hmllP859ePTVj2nDXOvJI9M8oQkn5z5IZ+T7B12/Kxa66VTnBsL2GmsLG51tZ3I3mbV686fm/veTYI+AQAANkZX0OdouLfQ2Vrw3HXaEQBgrZRS7pPkn8xc/pZa69dcCflMklrrpNb6U0melOQdU/c+MMk3Lmlun5vk86cu7ST5vFrr914JxNyf24Va679O8pf277niC0spT11wuO9OMpx6/XP7Y71x+qZa628l+dwkL526PNr//IFO+Tu15nDfJN87dem5x3le37UO+znoBwAA0C/NtS8H/QAAAHqjM+ilY98kAAAA62XQ2ehB/QcAwHKd+aDPJJ+a5BlJnp7kC5K8eaWz6bevSvKjSd694P3/J3sH/x5Za31OrXXnoA9w+lqFZddi5BXXXyvoEwAAYNN1HVi8EnJzJfBz1thiJwDAunl2kntOvf7VJN/VurnW+t4kXzlz+Rv2A0NP2rfPvP5XtdZfbd1ca/2V3H3u33HQIKWUz89egOkVH07yd2utcxdH9q9/xf59V3xGKeVzDhorp/SdDvB9Se67//M35K6hn8wYNJscqH0AAAD6pHXYb6L+AwAA6I1SSlpZLxONHgAAAHqjK1ulqv8AAFiy0aonsIDh/n9LknfVWm9d5WROSq31oacwxsFJjne9/4eS/FCS7B/AfFSShyS5X5LzSXaT3JzkQ0l+u9b6thOdMEuxszu/sGyFsEy77vzW3Os3XRT0CQAAsCm6AmuuLHS2FjyF3QAArI9SyiDJ35m5/M/qATvYaq2vLKX8WpJP3790zyRfmuQHTnBun5jkCVOXLiT57gU++vwk35C9da4keVIp5VG11t/v+MxscOn311o/2DVIrfUDpZQXJ/mnM895Reszp/ydWnN4WpIv23+5m+T/rrXulo7O5ZuuVfs46AcAANAvraBPa18AAAD9MihlbjN09R8AAEB/tNb+EvUfAADLtw5Bn+/b/2/NXsgkp6DW+uEkv77/gzW2O5nMvT7q6DpxxfXnz829fvMFQZ8AAACbYpGgz1aNObbYCQCwTp6UveZvV7wtyasX/OxLcmfQZ5I8IycY9Jnk6TOvf7zW+tGDPlRr/Wgp5SeSfPnU5WckmRuKWUq5KsnnzVz+4QXn+MO5a9Dn55dSztVaW4sqp/KdWkop98pd/zd6Ua31tw/zjE00FPQCAACwEZpN7jR6AAAA6JVhKdnNnKBP9R8AAEBvdEWrqP8AAFi2waonsID3TP38fs27gLl2ducXlqPhwb/9W0GfNwn6BAAA2BhdgTWD/ZXO5mFHYTcAAOvkL8+8fkWtC+9ee8XM66eUUs6fwJyumJ3byw/x2dm5Pa3j3qckmZ73H9Za37nIILXWdyT546lL90zymR0fOa3v1PL8JA/c//k7kjz3CM/YOING7TOx0RMAAKBXWof9Jta+AAAAemXQOF6n/gMAAOiPUkrH+t/pzgUAgM2zDkGfr0nykSQlyUNKKR+32unAemmFqoy62k7su/5aQZ8AAACbrius80ptOWrsdh1b7QQAWCePnXn92kU/WGu9MXthkVecS/Lo408pKaWUJJ80c3nhuWVvrXHaY/afOc9jjzHOvLFmn5fk1L/TvPE/M8lXTV36mlrrxUOMv7GGjV9mTQ4AAAD6pdnkTqMHAACAXrH+BwAAsBms/wEAsCpnPuiz1rqd5CemLn31quYC66gVqjIaHvzb/7rzjaDPi4I+AQAANsW4Y8PqYH+Ta3Ox02ZXAIB18qiZ12855Odn75993lE9JMm1U68v1FrfteiHa63vTDIdYnk+yYMat5/Wr8Fpfqe7KKVck+SHstdkMUn+e631ZYuOvenUPgAAAJtB/QcAALAZBo36byLoBQAAoFcGjUYPE+t/AAAs2ZkP+tz3bUlu2f/5N5VS/sIqJwPrZGd3fmG51ViInHZ9I+jz5guCPgEAADZF14bV0X5tOWrUmONGTQoAwNmyH/744JnL7z7kY2bvf+TRZ9T5nMPOa95nWnM77linNc5hxpr1z5N8/P7Pb0ryrCOMvbEGjdV15/wAAAD6pXXQT/0HAADQL61GD3JeAAAA+kWjPwAAVmUtgj5rre9N8swkl5Jck+RlpZSvXO2sYD20CstWITqtFfT5kUs7ClYAAIAN0VX/XaktLXYCAKy9+yaZ/kvdTpIPHPIZ7515fcOxZtR+znuO8IxF53bcsU5rnMOMdYdSyuOTfOPUpW+qtR72f+eN1gp62ZX0AgAA0CvWvgAAADbDsLX+p/4DAADolWb9Z/8nAABLNlr1BBZRSnlwkj9K8jeT/ECSj03yb0sp/yTJjyX5zSRvT3Jr9g4eLqzW+q6TnS2cLTu7k7nXR8ODc36vu3Z+0GetyUcubuc+97jqWHMDAADg7GttWB2UpOwvco6G8xc7xza7AgCsi3vMvL5Y66F3rl044JlHNfuc2XEWsejcjjvWaY1zmLGSJKWUrSQvSTLcv/TqWusPH2HcE1FKuSHJ/Q75sUcsYy6H4aAfAADAZtDoAQAAYDMMGo0eJuo/AACAXmnWf/Z/AgCwZGsR9JnkHUmm/3Zck5QkD0nyTcd4bs36/BrAkbQOFo4ahei068/PD/pMkpsFfQIAAGyEVl05nKorh40aU9gNAMDamA2JvHyEZ1w64JlHdZpzO+5YpzXOYca64jlJHrP/89uTfPURxjxJX5vkeSuew6E56AcAALAZWmtfDvoBAAD0i0Z/AAAAm6F59s3+TwAAlmzdQi5L7gz8rFPXgIad3UbQ5/B4QZ83Xdg58pwAAABYH4sEfY4Gg7n3jCeTpcwJAIATd/XM6+0jPOP2mdfXHHEus05zbscd67TGOcxYKaU8Ksm3Tl36jlrrHx1hzI3noB8AAMBmcNAPAABgM2hyDgAAsBkG9n8CALAi81MYzrYy8wPosNsIVRk1FiKnXb01zLXnhnPfu+nC7PlRAAAA+qgZ9Dm1wGmzKwDA2rs887rdCaztqgOeeVSnObfjjnVa4yw8VillkOQlU/f/XpLvOsJ4JBmofQAAADZCa3vlRP0HAADQK40e55lo9AAAANArw0b9p/wDAGDZRquewIL+46onAOtq3NhYOmpVojOuu/ZcLm5futv1my7sHGteAAAArIdWXTkdcNMK+mx9FgCAM+e2mddXH+EZ1xzwzKM6zbndluTaY4x1mHGmLfM7/YMkf2H/5zXJV9Vaz8Iiz4uT/MQhP/OIJD+zhLksrLW85qAfAABAvwyKRg8AAACboF3/nfJEAAAAWCrrfwAArMpaBH3WWv/OqucA62q82wj6bLWcn3Gfe5zLez9y96DPmy9uH2teAAAArIdWYM1ogaBPi50AAGtjNiTy2lJKqfVQ6YXnD3jmUc0+Z3acRSw6t9uS3HCMsQ4zTtfnTmSsUspDk/yLqUs/WGt97RHGOnG11g8k+cBhPlMamyxP09BBPwAAgI3QXPuy9AUAANArzfU/jf4AAAB6pRn0qf4DAGDJBqueALBc48n8k4WjwWK//a+79tzc6x++TdAnAADAJmiFdU4fcGw1k2g1nwAA4Mz5UJLpv7xt5a6Bl4t4wMzrQ4U4dph9zgOP8IxF53bcsU5rnEXH+me5MxD0xiTffIRxmDJo1D6tBgkAAACsp9ZBv4kmdwAAAL3SXP9T/wEAAPRKq9Gf+g8AgGUT9Ak9N24UlqPh/EJ01vXn5wd93nxR0CcAAMAmWCTos7XYqashAMB6qLVeSvKumcsPPuRjZu//g6PP6C7+cOb1g47wjNnPtOY2O9ayfg1O6zt9zNTP75/kllJKPejHnOe8feaeZx1hvr0wbHV0t9ETAACgV6x9AQAAbAbrfwAAAJvB+h8AAKsi6BN6brzbCPpsFKKzrrt2ftDnTRcEfQIAAGyCZtDn1AbXVo1psysAwFqZDYp89CE//6gDnndU70xyaer1+VLKQxb98P69105dupDk3Y3bT+vX4DS/EydooPYBAADYCOo/AACAzdCq/yaCXgAAAHqlFa8ysf4HAMCSCfqEnhu3AlkWDPq8zz3mB33efFHQJwAAwCZoBn0O76wrh4P5/8TUqkkBADiT3jTz+kmLfrCU8nFJHjp1aSfJW44/paTWWpO8eebywnNL8uSZ12/ef+Y8bzrGOPPGmn1eklP/Tpyg6YYH0/zyAwAA9Muwsb1S/QcAANAvw8bpWkGfAAAA/dLKV9HoDwCAZRutegLAco13J3Ovb7VWImdcd+38oM8P3yboEwAAYBPsNjasTgfcjJqLnfNrUgAAzqSfT/KcqdefXUopCwZIfu7M61fVWm87uanl55M8cer15yT57wt+9nNmXv9cx72vTnIhyfn913+mlPKQWus7DxqklPLQJB8/demj+89rOY3v9Nwk/++Cz5z2ipnXfzPJ+6de/+ERntkLjR4HzboJAACA9dQ+6HfKEwEAAGCpWo3+1H8AAAD9MmjVf7Z/AgCwZCsN+iyl3K/W+sFVzmHWWZwTHEerg0RrI+qs689vzb1+80VBnwAAAJtg3KgrB1N1ZavGHFvtBABYJ69N8qEk991//fAkT0nyqgU++3dnXv/MyU0rSfKzSb596vUzSylfd1CYaCnlnkmeuejcaq2XSykvT/LFU5e/IsnzFpjjV8y8flmttWsxZenfqdb65q5ndYwxe+k1tdZ3HOVZfdPc6OmgHwAAQK+0D/pZ+wIAAOiTQWPv40T9BwAA0Cuts2+Txrk5AAA4KYMVj//WUsrzSin3WPE8Ukq5Rynlnyd566rnAidpZzL/ZOHWcNGgz6vmXr+4vZvLO7tHnhcAAADrobVgOZpa4Bw1asxW84lVmUxqfuZN781z/seb872/9Md514cvrnpKAABnRq11kuRHZi4/r8xJfZxWSvmsJJ8+demjSX78hOf25iSvn7p0jyTPXuCjz05yfur162qtbzngMy+Zef33Sin36/pAKeWGJF97wHPu4pS/EyekudHTQT8AAIBecdAPAABgMwybjf7UfwAAAH3SWv/T6A8AgGVbddDnPZI8N8k7SynfftAhuWUopdxQSvmOJO9M8q2568E4WHu7u/MLy+Fgsd/+15/far5304XtI80JAACA9TFubFgdTG1wbS52nrHNrv/kp383X/+jb8qP/da7869/6Y/yJT/wmvzx+z+66mkBAJwl35XktqnXn5nkOa2bSykPSPLvZy5/b631Q12DlFLqzI+nLDC35868/uZSymd0jDFv7t960CC11pcmed3UpfskeUkpZe6CSSnlXPZCPe8zdfnXaq2/eNBYOaXvxMlx0A8AAGAzOOgHAACwGQZrsvcRAACA4xk09n9q9A4AwLKtOujziuuS/OPsBX7+lwUP8x1LKeWppZT/muQdSb4lycckmf83c1hjO42Fxa3hYv93v+7ac833BH0CAAD036RRV46m6spRY7NrKyR0Fd7+oQv577/5rrtc+9Bt2/mhX3vbimYEAHD27Ad0/suZy99ZSnlxKeX+Vy6UUgallGckeW2Sh07de2OSFy5pbi9L8vKpS1tJfrGU8vWllGun5na+lPKsJC/bv+eK/1VrfeWCw31TksnU6y9M8vJSyuOmbyqlPH5/Tk+buryb5NmLDHLK34kT4KAfAADAZiitg37qPwAAgF5pLP8JegEAAOiZZv1n/Q8AgCVbddDnZyR58/7PS5Krk3xZkleWUt5VSvneUspfLKVcddyBSilX7T/r+0op70ryS0n+2v6YZf/Hm/bnBL3ROljY6jg/62OuPZfGntXcfFHQJwAAQN/tNjasDqeKxeFg/j8xnaWwm9e//aa513+zcR0AYIN9V5Kfn7n2NUneVUp5aynljUk+nOSnkjx46p5LSb601vqRJc7tbyd5+9Trq5O8KMmHSim/W0r5vSQfSvKv99+74q1JvnzRQWqtv569RoHTnpLkDaWU95ZSfquUcmOS30rymTP3PbvW+rpFx8opfSdOxlBHdwAAgI3Q6qN+lta+AAAAOL7W+Tr1HwAAQL+0679TnggAABtntMrBa62/Xkp5XJKvTPKtSR60/1ZJ8sAkf3//x3Yp5fXZOyz3u0n+MMl7kryv1nqXpMH9UNCP2//8I5N8YpLHJ/mUJOemnj/tPUm+LclLanUKi37ZaVSWo0YIy6zhoORjrtnKzRd37vbeTRcEfQIAAPTdIg0kRo3FzvHk7Kx2fvT28dzrF7Z3T3kmAABnW611Ukp5ZpL/kL2meVcMkzy88bEPJ/krtdbXLHlu7y+lPDXJzyR5zNRb1yT5hMbH3pTki2qtHzzkWM8vpexmL/h0OPXW/fd/zNpN8o9qrS865Din9p04Pgf9AAAANkOz/rPFGAAAoFcGjUZ/6j8AAIB+Uf8BALAqiyX9LVHd80NJPj7J1yd518wtJclVSZ68//4PJfnVJG9LcqmUsl1KuaWUcmspZTvJxSRvTfIrSf5dkn+Q5En7z5j9m/c799//07XWfy/kkz5qHSxshbDMc935c3OvC/oEAADov0WCPtch7ObyzvxAz8uCPgEA7qbWernW+mVJ/kr2QiVbLiR5cZJH11pffQpTS631nUmekOQ5SW7suPXGJM9O8sRa67uPONYLs9dM8KVJWin2kyQ/n+Txhw35nBrn1L4TxzNo1D4Ty8wAAAC90jroNzlDa18AAAAcX2vvo/oPAACgX9R/AACsymjVE7ii1rqd5N+UUr4/yRcn+ZokT8ndwzlnX4+S3LPr0XOu/XKSH0jyU7XW1qE86IXxbiPoc7h40Of1157L23LhbtdvFvQJAADQe+MFgj5bzSRan12FS41Az0uNAFAAAJJa608m+clSyp9O8sQkD0hyLslHkvx+ktfUWi8f4bmLL1LM//x2kueXUl6Q5PFJHpPkhv23P5C9cNI3nsQ6YK31TUmeVkq5b5JPS/LwJOezF3L61uz9GnzoBMY5te+0wFyO9b9Pn7WW185SkwMAAACOr9nkTqMHAACAXhk2Gj3sOnEKAADQK9b/AABYlTMT9HnF/uG0K4cG75/kryV5WpInZe/g4F1ubzymzPx8J8lrkrw0yY/WWt97opOGM2w8mb+yOBoMFn7G9ednf+vtuemioE8AAIC+a3UmnF7gbC52NppPrEIr0HM8qdnZnWRruHidDACwaWqtf5LkT1Y9j1n764qv3/+x7LE+lOSnT2GcU/tOHN6g1dH97JQ+AAAAnAD1HwAAwGZo138KQAAAgD4ZNBo9tM7NAQDASTlzQZ/Taq03JvmeJN9TSjmf5IlJHp/kk5I8LMmDktw7ybX7H7mY5CNJ3p3kHUnenOQNSf53rfXCac4dzoLJpDY3lo6G8wvReZpBnxcEfQIAAPTduFFYTi9wtmrM1mdX4eL2/KDPZC8EVNAnAABwEBs9AQAANsNQ/QcAALARmvWfoE8AAIBeGTYaPexa/wMAYMnOdNDntP2gzl/e/wEsoCtQZesQQZ/XCfoEAADYWK0Nq6OpBc7hYH5I5lla7Ly80w76vLy9m3tdvXWKswEAANZR66DfroN+AAAAveKgHwAAwGZQ/wEAAGyGVqN3+z8BAFi2+SkMQC+MJ5Pme60Qlnmuv3Z+0OfNF3YOPScAAADWy3h3/oLl9AbXVthNV1162i5tt4M+L3WEgAIAAFwxcNAPAABgIzjoBwAAsBla63+tBukAAACsp2EjXmVi/ycAAEsm6BN6bNxRVI4aC5HzXH9+ftDnTRe3Dz0nAAAA1ktrw+pdgj6bm12TekY2vHaFeQr6BAAAFtHc6HlG6h4AAABOhoN+AAAAm2HYOF6n0R8AAEC/dJ19AwCAZRL0CT023u0I+mytRM7RCvq8+cL2mQlsAQAAYDlaG1anFzi7asyzsuH10nZH0GfHewAAAFcMy/za56zUPQAAAJyMQav+U/4BAAD0SrP+m5zyRAAAAFiq0lz/swAIAMByjVY9AWB5xpP2quJosHjO73WNoM/xpObWy+Pc+5qtQ88NAAA4W8reatVDk3xikgcm+Zgktye5OckfJ3l9rfXyqubH6oybQZ+DqZ+3gz7Hk5rR8MSndWiXdjqCPjveAwAAuGLQqH0c9AMAAOiXVv030egBAACgV5r1n6AXAACAXmk1erf+BwDAsgn6hB4bd7SPH3WEsMy6TyPoM0luvrAt6BMAANZUKeW6JM9I8peS/MUk9+24faeU8tIkL6q1/sopTI8zorVgOZwqK7tqzN0zsuDZFeZ5WdAnAACwgOZGTwf9AAAAeqVV/52VdS8AAABOhvoPAABgMwybjd7VfwAALNdaBH2WUn74hB85TnLL/o93JvmtWuvvn/AYsHKdQZ/DxYM+r+sI+vzwhe089L7nDzUvAABg9Uop35/kK5O0/8J/V1vZCwV9RinlPyX5B7XWW5c0Pc6QcSvoczCY+nm7xmx9/rRd2m6HeV7anpziTAAAgHVloycAAMBmaNZ/Gj0AAAD0ykD9BwAAsBEGrUYP6j8AAJZsLYI+k3x5kqX+7biUclOSH0nyA7XWty1zLDgt40k7qGQ0FchykPPnhjk3HGR79+7Pu/nC9pHmBgAArNwTMz/kczfJ+5K8P3vhng9Jcu+Ze/52kj9bSvmsWuttS50lKzdpLFgOp8rKrhrzrATeXN7pCPrseA9VHK0XAAEAAElEQVQAAOCK1kG/Vt0EAADAemod9JuckXUvAAAATsawsfVR/QcAANAv6j8AAFZl8aS/s6PM/Dju/Veu3yfJNyb53VLKN5zMVGG1xh1F5Wi4yG+fPaWUXHd+a+57N10U9AkAAD3wkSQvTvKXk1xXa31QrfVTaq2PyV69/NQkvzbzmSdkr2EGPdeqLYdTATfDRtjN3ufbTShO08VtQZ8AAMDxDFsd3W30BAAA6JXWQb9djR4AAAB6xfofAADAZmidfdtV/gEAsGTrFPQ5HdRZp37MBnnOC/bsuj9T95QkVyd5QSnle5b4XeBUjDuqylFHCMs815+/au71my8I+gQAgDX2jiRfmeT+tda/V2v9X7XWj07fUGvdrbW+Onthn/9u5vP/VynlqacyU1am1ZlweoGzq8Y8Cxtea62dYZ63C/oEAAAWMGjUPhNBLwAAAL3Srv9OeSIAAAAslfoPAABgMwwajR5a5+YAAOCkjFY9gQU9bP+/fzbJi5M8NHuhnLck+Z9JXpvk95N8JMntSe6V5P5JHpvki5J86v7nJ0l+MMkLklyb5Pokn5Tks5J8YZJh7gz8/PpSym/XWv/zMr8YLNN4Mmm+N2q1nG+4/vzW3Os3CfoEAIB19bwkr6i1LvSX+lrrbinla5M8LsmnTL31lUletYT5cUa0gjqnO9m3uhom3U0oTsvt43Z9nCSXtgV9AgAAB2uVPh1LcgAAAKyhoYN+AAAAG6FZ/2n0BwAA0Cuts2+tc3MAAHBS1iLos9b6zlLKpyf5sST3TLKb5F8l+c5a66XGx347yUuT/ItSyhOyF/D52CT/T5KPTfJXa627SX4tyfeXUh6a5D8m+fTcGfb57aWU/15rHS/ru8EyjTuKylFHCMs81117bu51QZ8AALCeaq0vPcJndkspz0/y41OXP+/kZsVZ1Koth4M7G0iMhu0a8ywseB4U5HlpR9AnAABwsNZBv10H/QAAAHrFQT8AAIDNoP4DAADYDAP7PwEAWJHBwbesXinlQUl+Nsm9koyTfEmt9bkdIZ93UWv9zSRPSvLL2Qvw/OIk3zNzzzuSfFb2gj+v/A39QUmecfxvAKsx3j25oM/7nJ8f9HnzRUGfAACwYX5t5vV9SinXrmQmnIpWZ/rhYPrn7RqzqwnFabl4QJCnoE8AAGARAwf9AAAANoKDfgAAAJuhtf7X2jcJAADAemqdfZvY/wkAwJKtRdBnkucnuXeSmuR7aq0/f9gH1FovJ/kbSW7JXpDn3yulfMLMPeMkfyfJ7v5YyV74J6yl8WTSfK8rhGWe6xpBnx++IOgTAAA2zM1zrt371GfBqWkFdQ4Hd/6z0mjQ/iemsxB4c2m7O8jzsqBPAABgAc2Nng76AQAA9IqDfgAAAJth2Gr0oP4DAADoFfs/AQBYlTMf9FlKuS7JX9l/WZN831GfVWt9f5IfvfLoJF855563JfmF/feT5M8fdTxYtfHu/KJyNCgpjYXIlusbQZ83C/oEAIBN84A51z586rPg1LQOLA4H0z9v15hdTShOy0FBngcFgQIAACQO+gEAAGyK1tLXroN+AAAAvdKs/6z/AQAA9EorXqURyQIAACfmzAd9Jvn0JMPshXy+vdb6vmM+79enfv6Uxj2v3v9vSXLDMceDlWktKnYFsLRcd+38oM+bBH0CAMCm+fSZ1++stSoMeqwV1Dkc3PnPSqOOOvMsbHi9dFDQ5wHvAwAAJMmgUfuchboHAACAk9Oq/1oN8gAAAFhPzfpPowcAAIBeaTV6t/4HAMCyrUPQ5yOmfv7hE3jelWeUJA9v3POuqZ9fdwJjwkrs7M4PY9kaHv63/n3Ozw/6vPXyuDkOAADQS18x8/p/rWQWnJpGzuddFji7GkqMz8CC56Xtg4I+1bUAAMDBho3Sx0E/AACAfmkd9NtV/wEAAPRKs/47A/seAQAAODmts2/qPwAAlm206gks4Oqpn9/nBJ53/dTPr2rc89Gpn69DGCrM1SoquwJYWq5rBH0myc0Xt3PDPa9uvg8AAPRDKeULknzGzOUfOcHn35Dkfof82CMOvoXjGDeSPqd7SIw66syzsOB58YCgz8sHvA8AAJDY6AkAALAp2vXfKU8EAACApRq06j/LfwAAAL0y0OgPAIAVWYegz/fv/7ckeVgp5U/VWv/PMZ73aVM//2DjnntM/fy2Y4wFK7XTOFS4NTx80Of1XUGfF3YEfQIAQM+VUq5P8m9nLv90rfU3T3CYr03yvBN8HiegtWF1OBhM/bxdZ47PwI7XyzvdQZ6XDngfAAAgaR/0k/MJAEBflFIekeQJSR6Y5FySm5P8QZLX1lovr3BeJcnjkjw2yQ37l9+f5HeSvLHWkzt9VUq5T5InZ6/Z3PkkF5K8Nclraq0fPsFxlv6dSin3S/KJ2fsu12VvH+7NSd6T5HW11puOO0ZftQ76TRSAAAD0hPpP/cee1t5H9R8AAH2h/lP/sUf9BwDAqqxD0Oef7P+3Zq/I+PtJvvUoD9ovWv7a/rOmnz3rIVNj3niUseAs2J3Mbx/fFcDSct217aDPmy5sH/p5AADA+iilDJL8l+wt6l5xS5KvW82MOE2tBcvhnTmfKaVkUOaH2+yegQXPg4I8BX0CAACLGLaCXnR0BwBgzZVSnpHkn2bv4Nk8t5VSfiTJP6+1fugU57WV5OuTPCvJAxq3vaeU8qIk31dr3TnGWI9J8m1JnpZkMOeW3VLKS5P801rrm48xztK+UynlXJLPS/KXk3xWkj/dcXstpbw+yb9J8qO11vGi42yC5kE/9R8AAGtO/af+U//dlfU/AAD6Sv2n/lP/3VVr/W9X/QcAwJLNK0bOmtckuVIYliTfVEr5S4d9yH4B85+TfMz+c5Lkpxq3f+rUz9962LHgrNjZnV9UjgaH/61/bjTIPa+anw0s6BMAAHrvu5N8/sy1r661vnsVk+F0jZtBn3etLVu15llY8Ly0fUDQ5wHvAwAAJMmgcdDvLDQ4AACAoyilXFVK+S/Z20vZOuSXJPfIXpP2t5RSPuOU5vagJP87e+tUrQNxyV6juhck+Y1SStd9XWN9fZLfSvJFae+rHe6//4ZSyj844jhL+06llC9P8n+S/GySr073Ib9kbx/tE7K3r/a1pZSPX2ScTTFw0A8AgJ5R/90xlvpP/XcXzfrP+h8AAGtK/XfHWOo/9d9dtPZ/TtR/AAAs2ZkP+qy17ib5gewVFTXJVpKfLqV8635454FKKZ+c5FeTfM7+M5Lk5iT/Zc69W9nraHDlvt881heAFWotKo6G84vQg1x3fv5vuZsuCvoEAIC+KqV8XZJvnLn8/Frrjy1huBcn+XOH/PH0JcyDKa0Fy9nSstnZcDI56Skd2qWd7iDPywe8DwAAkLQP+tnoCQDAOiqlDJL8WJK/MfPWbpK3J3lTkltm3rtfkl8opfyFJc/thiSvSvLJM29dSvJ7SX4/yeWZ9x6f5FWllPsecqxvTPKiJLNdsN+X5A37/502SvJ9+2tohxln2d/pzyW5rvHeB5L8f5n/fZLkU7N32O9RC4yzEYYO+gEA0CPqvzvGUv+p/+6mdcRuotEDAABrSP13x1jqP/Xf3Qwb6Uoa/QEAsGxnPuhz379I8of7P69JziX550neV0r5d6WULy+lPLGU8mdLKQ8vpXxSKeUvlVK+pZTymux1WvjU/c9fCQz9xlrrTXPGekaSj5l6/aolfB84FePd+WEqo8YhxIO0gj5vviDoEwAA+qiU8tezt7A57UeSfPMyxqu1fqDW+nuH+ZHkrcuYC3caN4I6hzMrnK1ac7y7+gXPS9vdQZ4HBYECAAAkNnoCANA735S7N1T7wSQPrrU+vNb6yUmuT/IlSd41dc+1SX68lHLvJc7tR5I8Yur15STPSnLfWuufq7U+Osl9s9esbvpw3Mcn+eFFBymlPCnJ82cuvzrJ42ut96+1fkqt9f7Z23/6KzP3vbCU8oRFx8opfad9O0l+KnuHOB9Qa/3YWusnTX2fRyX5DzOfuW+Sl5VSrj3kWL2k/gMAoGfUf+q/aeq/Ke0G5+o/AADWkvpP/TdN/Tdl0Gj014hkAQCAE7MWQZ+11u0kn5fkHbkzqLNkr/vA303ykiSvzV5Xgz9O8ttJXprkO5L8+f17M/Xf59Za/1NjuG+Zuve9tdbXneR3gdM0biwqbrV2oR7gPo2gz5sEfQIAQO+UUp6W5D/mzlo6Sf5nkq+s1Qm2TdLarzqcWeAcNlrbn4UNrwcFeV7a2Y3/WwMAAAex0RMAgL4opdwnyT+ZufwttdavqbXeeOVCrXVSa/2pJE/K3v7NKx6YvQNpy5jb5yb5/KlLO0k+r9b6vbXWi1Nzu1Br/ddJ/tL+PVd8YSnlqQsO991JhlOvf25/rDdO31Rr/a0kn5u9falXjPY/f6BT/E4fTfLtSR5Ua/2SWut/m/7fc2qcP6i1fkWSv529/bhXPDjJcxb5Tn3Xqv8a/fEAAODMUv/dQf2n/ptr0Aj6PAPbHgEA4FDUf3dQ/6n/5mo1enCeDACAZVuLoM8kqbW+K3vF4s/lzpCRK39jLh0/rtxXktyU5G/VWv9FxziPq7UO9n88+MS/CJyi8e78orJVhB7kumsFfQIAwCbYXyj8iewtUF7xiiRfVmvtTkykd8aNE4uzPSRGjVqz1YTiNB0U9FlrcvvYyUwAAKBba41tYqMnAADr59lJ7jn1+leTfFfr5lrre5N85czlb9g/MHjSvn3m9b+qtf5q6+Za66/k7nP/joMGKaV8fvb2pF7x4SR/d78x/bxxtpN8xf59V3xGKeVzDhorp/OdfjrJw2utz621vn+BOaXW+p+TvGjm8t9d5LN91270oP4DAGDtqP/Uf+q/Duo/AAB6RP2n/lP/dVD/AQCwKmsT9Jkktdb311qfnuTpSV65f/mgxMKS5ANJ/lWSR9Va/+sSpwhnSitMZTSbxrKg689vzb1+80VBnwAA0BellCcm+dkkV09dfm2SL24tbNJvjZzPDAeDmddnd8Hz8vbB+bS37wj6BAAAug1t9AQAoAdKKYMkf2fm8j+rtTvBvtb6yiS/NnXpnkm+9ITn9olJnjB16UKS717go8/fv/eKJ5VSHnXAZ2YPLn5/rfWDXR+otX4gyYsPeM5dnNZ3qrX+eq31Qws8d9Z3JZn+3/4BpZQ/d4Tn9Epz3UujBwAA1oj67w7qvz3qvzms/wEA0Afqvzuo//ao/+YYWP8DAGBF1iro84pa68/VWj8nyYOyVyg+P8l/TfLSJL+U5CeT/FCSb0jy5CQPqrX+44OKMOib8e78kJJRowg9yPXnr5p7/aYLsn4AAKAPSimflOQXktxj6vJvJ/mCWuuF+Z+i78aNpM/ZHhKjwfx/Zmo1oThNFxcI+ry0c/A9AADAZmtt9JycgboHAAAO4UlJ7jf1+m1JXr3gZ18y8/oZJzCfaU+fef3jtdaPHvSh/Xt+YubyM1r3l1KuSvJ5M5d/eJEJzrnv80sp5zruP5XvdFS11vcn+aOZyw8+6XHWjfoPAICeUP+p/6bHUf/N0az/BL0AALBe1H/qv+lx1H9ztBo9WP8DAGDZ1jLo84pa64211v9Ra/3mWuvfqrV+Ya31c2utz6y1fnWt9Xtrrb9Rax2veq6wCq0wlaMHfW7NvS7oEwAA1l8p5ZFJXpHkuqnLv5/k82qtt6xmVpwFjR4SGc4Eew5bnQ0bQaGnaZEQT0GfAADAQVobPXV0BwBgzfzlmdevqHXhv9S+Yub1U0op509gTlfMzu3lh/js7Nye1nHvU5JMz/sPa63vXGSQWus7kvzx1KV7JvnMjo+c1nc6jptnXt97SeOsDfUfAAA9of5T/81S/82YbXh+xa6gFwAA1ov6T/03S/03o1n/Wf8DAGDJ1jroE+g2boSpjIZHC/q87tr5jUduurCdxf+tBwAAOGtKKQ9J8ktJbpi6/PYkn1Nr/eBqZsVZ0epMP3vAsdVUotWE4jQtFPS5LegTAADo1m5wsPq6BwAADuGxM69fu+gHa603JnnH1KVzSR59/CklpZSS5JNmLi88tySvmXn9mP1nzvPYY4wzb6zZ5yU59e90HA+Yef3hJYyxVgS9AADQE4+dea3+U/+p/2YMGr/MrX2TAABwRj125rX6T/2n/pvRrP/mR7IAAMCJEfQJPdYKUxkNjvZb//rz84M+bx9PFgpNAQAAzp5SyscleWWSB05dfm+Sz6q1vnc1s+IsGe/OX7GcDbg5y4E3lxcJ+lTXAgAABxg06h4H/QAAWDOPmnn9lkN+fvb+2ecd1UOSXDv1+kKt9V2LfrjW+s4kF6cunU/yoMbtp/VrcJrf6UhKKQ/LXdcJk+SPT3KMddQ+6Kf+AwBgraj/1H93UP/Nd5b3PQIAwCGo/9R/d1D/zaf+AwBgVQR9Qo+Nd1tBn0dr6tEK+kySD9+2faRnAgAAq1NKuT7JK5I8YuryB5N8Tq317auZFWdNa71y0aDPVm16mi5uHxziuUgYKAAAsNmGraCX1Zc9AACwkFLKNUkePHP53Yd8zOz9jzz6jDqfc9h5zftMa27HHeu0xjnMWEf15Ummi53ft07YXvdS/wEAsC7Ufyc2lvqv56z/AQCw7tR/JzaW+q/nmkGfGr0DALBkgj6hx1rdI0bDkw/6vPmioE8AAFgnpZR7JnlZkk+YuvyRJJ9ba/39lUyKM2k8mcy9PttEolVrnoXOhpcWCPpc5B4AAGCztXrpnYW6BwAAFnTf3PVQ106SDxzyGe+deX3DsWbUfs57jvCMRed23LFOa5zDjHVopZSPS/Ksmcs/clLPX2cDB/0AAFh/6r+TGUv913Ot+m9i/Q8AgPWh/juZsdR/PTdoNXpQ/wEAsGSjVU8AWJ6d3VYYy9Eyfu919VaGgzL3sOJNFwR9AgDAmvnZJJ86c+17kty3lPLZh3zWG2qtN5/MtDhrGjmfd9vgOmzUmuMzsOB5eWeBoM8F7gEAADZb66BfsrfZs+t9AAA4I+4x8/pirYdOLrxwwDOPavY5s+MsYtG5HXes0xrnMGMdSimlJPn3Se41dfm9Sb7/JJ4/Nc4NSe53yI894iTncBRDB/0AAFh/6r+TGUv9t/g4var/NHoAAGCNqP9OZiz13+LjrGf9p9EfAAArIugTemy8O7+oHA2PdshwMCi57tqtfOi2u4d63nxR0CcAAKyZp8y59m1HfNZTk7z6yDPhTBs3kj5nN7iOWgueraTQU7RIiKegTwAA4CCtjZ7J3mbPQQR9AgBw5s0eErt8hGdcOuCZR3WaczvuWKc1zmHGOqxvTvIFM9e+ttZ6lMOIXb42yfNO+JlL56AfAAA9cJbrEfXf8cY6LPVfh2b9p9EDAADr4yzXI+q/4411WOq/DgON/gAAWJHBqicALM+4UVR2HUI8yHXXnpt7/cNzwj8BAABYb7XWtNYrZ2vLVq3Zqk1PS611oRDPy4I+AQCAA7Q2eiYO+wEAsDaunnl9lE1ft8+8vuaIc5l1mnM77linNc5hxlpYKeXpSb5j5vIP1lp/9rjP7otW/Vfr3toTAACsgTNZj+xT/x1vrIWp/w42aOx7nKj9AABYH2eyHtmn/jveWAtT/x2sde7N1k8AAJZN0Cf02HgymXt9a3D03/rXnZ8f9HnzRUGfAAAAfdO1WDm7wDk6o53tbx9Pssie20vbgj4BAIBuXc30HPYDAGBNXJ55PX8zWLerDnjmUZ3m3I471mmNc5ixFlJK+fNJ/lvuun/415I86zjP7ZuuXuqrXvsCAIAFnbl6pOM56r/DjbUQ9d9iWvWf2g8AgDVy5uqRjueo/w431kLUf4tR/wEAsCqjVU8AWJ5xo6gcDjt2oR7gPo2gz5su7Bz5mQAAwOmrtR69MGBjtBpIJHcPuGkF3rRq09OyaIDnpR1BnwAAQLdhaZfSNnsCALAmbpt5ffURnnHNAc88qtOc221Jrj3GWIcZZ9pKf71LKZ+Q5KW563f/nSRfWGu9/ajPPcCLk/zEIT/ziCQ/s4S5LKyr0cNurTZfAwCwDs5UPXLAc9R/hxvrQOq/xbXW/yY1qbWmdKwPAgDAGXGm6pEDnqP+O9xYB1L/LW7QWP/b1eQdAIAls9cMemy8Oz+QZaur3fwBrmsGfS6rzgcAAGBVOnI+Fw76nKw66HPBAE9BnwAAwEEGg/Z7XfUTAACcIbOHxK4tpZRaD3V66fwBzzyq2efMjrOIRed2W5IbjjHWYcbp+txJjtWplPKwJC9Pcv3U5T9O8nm11luO8sxF1Fo/kOQDh/nMWQhRaR30S9R/AACsDfXfndfVf+q/ps76rybD1U8RAAAOov6787r6T/3X1Gz0oMk7AABL1nEUCVh3u42icth1CvEA1187P+jz5gs7R34mAAAAZ9O446TiaGaD6+zrO5+xHkGfl7cFfQIAAN1aDQ4SXd0BAFgbH0oy/ZfXrdz1wNsiHjDz+lCHuDrMPueBR3jGonM77linNc5hxmoqpdw/yS8luf/U5Xcn+exa6/uPMKfeax30S9R/AACsDfXfyYyl/uu5zvU/YS8AAKwH9d/JjKX+67lW/WftDwCAZRP0CT22szu/qNw6RjvB687PD/q86eL2kZ8JAADA2dSR85nBzAHH5oLnqoM+FwzwXDQQFAAA2FydQS8O+gEAsAZqrZeSvGvm8oMP+ZjZ+//g6DO6iz+cef2gIzxj9jOtuc2Otaxfg9P8TnOVUu6bvUN+D5+6/IHsHfKb/f8C+wS9AACw7tR/zbHUf9zF7D7IaRNhLwAArAH1X3Ms9R930ar/ak2q+g8AgCUS9Ak91tpQ2rUJ9SD3aQR93nxB0CcAAEDfjDuSPkczTSRGg/n/zNT1jNOwaIDnpZ3VzhMAADj7Bh1rbDZ6AgCwRmYPij36kJ9/1AHPO6p3Jrk09fp8KeUhi354/95rpy5dSPLuxu2n9Wtwmt9p3ufvneQXc9f5fiTJ59Za/2jR52yirqAX9R8AAGtE/af+U/8doOuMnaBPAADWiPpP/af+O4BGfwAArIqgT+ixnd35ISWj4dF/61/XCvq8uJ2JAhYAAKBXdjs2qs4ecGwteK56sfPS9mJBn5cXDAQFAAA217Aj6KWrfgIAgDPmTTOvn7ToB0spH5fkoVOXdpK85fhTSupeeuKbZy4vPLckT555/ebaTmR80zHGmTfW7POSnPp3uotSyvkkL03yuKnLtyX5/Frr7xxiDhvJQT8AAHriTTOv1X/qP2Z0rv+p/wAAWB9vmnmt/lP/MaMrYsX+TwAAlknQJ/RYa0Fx1LEJ9SDXXzs/6HNSk1su7Rz5uQAAAJw9XRtVZw84tmrN8e6Kgz4XDPAU9AkAABxktuHBNAf9AABYIz8/8/qzS+n4y+5dfe7M61fVWm87gTldMTu3zznEZ2fv/bmOe1+d5MLU6z9TSnnIIoOUUh6a5OOnLn10/3ktp/Wd7lBKuSrJT+euBwUvJ3l6rfV1hxh/YznoBwBAT6j/1H8cYNBR/00mpzcPAAA4JvWf+o8DdO3/VP8BALBMgj6hx3ZaQZ/DYwR93mN+0GeS3HRx+8jPBQAA4OzpCqqZDfacDf5c5BmnYdEAz0vbgj4BAIBuDvoBANATr03yoanXD0/ylAU/+3dnXv/MSUxoys/OvH5mKeUeB32olHLPJM+cudycW631cpKXz1z+ioVmePf7XlZr7do4dyrfaepzoyQ/nuSzpy7vJHlmrfWXD/o8exz0AwCgJ9R/6j8O0Nr3mGj0AADAWlH/qf84gPoPAIBVEfQJPbbb2FE6G8ZyGNdf2xH0eUHQJwAAQJ90HVQczNSWraYS4xUHfV5cMMDz0oKBoAAAwOay0RMAgD6otU6S/MjM5eeV0pFsmKSU8llJPn3q0kezd6DsJOf25iSvn7p0jyTPXuCjz05yfur162qtbzngMy+Zef33Sin36/pAKeWGJF97wHPu4jS/UyllkL3/bb9o6vIkyd+stf78AmOyT/0HAEAfqP/uoP6jadjx22HVTc4BAGBR6r87qP9o6mz0Z/0PAIAlEvQJPTbenV9QjgZH/61/zblhrt6a/3lBnwAAAP0y7kj6nG0i0TrwuOrNrpcEfQIAACfEQT8AAHrku5LcNvX6M5M8p3VzKeUBSf79zOXvrbV+qGuQUkqd+fGUBeb23JnX31xK+YyOMebN/VsPGqTW+tIkr5u6dJ8kLymlbDXGOZe9Q333mbr8a7XWXzxorJzSd0ry/Un+xtTrmuQra60neiBzE3Qe9FP/AQCwXtR/6j86dOUeCXoBAGDNqP/Uf3Sw/gcAwKoI+oQeGzcKyq1hZ/OVA11/7bm5128W9AkAANArXRtVZxc4W00lusJCT8OiAZ6XFwwEBQAANteg0eAgcdAPAID1sn9A71/OXP7OUsqLSyn3v3KhlDIopTwjyWuTPHTq3huTvHBJc3tZkpdPXdpK8oullK8vpVw7NbfzpZRnJXnZ/j1X/K9a6ysXHO6bkkwvZHxhkpeXUh43fVMp5fH7c3ra1OXdJM9eZJDT+E6llOcl+X9mLv9kkneXUj77kD8evsj36rOu+k+jBwAA1on67w7qP/XfXK0G54n6DwCA9aL+u4P6T/03l/oPAIBVGa16AsDyjHfnh6kMG+Eri7ru/LnceMvlu12/+eLOsZ4LAADA2dJqIJEko5kFztaC56oXOy8vGPS5aCAoAACwuYYdHd1XXfsAAMARfFeSJ+Wuh9e+JslXlVLemeSWJA9L8jEzn7uU5EtrrR9Z4tz+dpLf2B8/Sa5O8qLsHUZ8W5KS5OH716e9NcmXLzpIrfXXSynfkr1fiyuekuQNpZQbk7wvyf2TfNycjz+71vq6RcfK8r/TU+dc+yv7Pw7rnyf5Z0f4XG901n8aPQAAsH7Uf+q/FvWf9T8AAPpF/af+a1H/dUSsWP8DAGCZjpf2B5xprUCW0bC9CLmIa7aGc6/vNIJFAQAAWE9dG1UHM8Ges8GfV3SFhZ6Gi9uCPgEAgJMxWwdNc9APAIB1U2udJHlmkh+deWuYvQNnn5y7H/L7cJIvqLW+Zslze3/2Dq79zsxb1yT5hCSPzt0PxL0pyVNrrR885FjPT/KPkswuFNw/yeNz90N+u0m+odb6PYcc59S+E8fX1Ut9ov4DAGDNqP/uGEv9x9101n+CXgAAWDPqvzvGUv9xN4OORg8TMSkAACyRoE/osfFuI+iz4xDiIrYa7SoEfQIAAPRLV1DNbG05bNSaqw67WTTA8/LOxMFMAACgU6vuSRz0AwBgPdVaL9davyzJX8neobKWC0lenOTRtdZXn8LUUmt9Z5InJHlOkhs7br0xybOTPLHW+u4jjvXCJJ+S5KVJWpvgJkl+Psnja60vOuI4p/adOJ5hx0G/XfUfAABrSP13x1jqP+6ia/1v1XsfAQDgKNR/d4yl/uMuOus/638AACzRaNUTAJZn3FhQHDWCOhc1Gs4vYncawaIAAACsp66NqrMLnK2mEq0mFKfl8vZiQZ9Jcvt4kmvODZc4GwAAYJ11Br046AcAwBqrtf5kkp8spfzpJE9M8oAk55J8JMnvJ3lNrfXyEZ57rI7UtdbtJM8vpbwgyeOTPCbJDftvfyB7hxPfWGs9dofqWuubkjytlHLfJJ+W5OFJzmfvkONbs/dr8KETGGcp36nW+pTjzo07CXoBAKCv1H/qP+6qa/1Poz8AANaZ+k/9x10Nuuo/638AACyRoE/osfFkfq3fCl9Z1LlGUOjO7rH/vQQAAIAzpOug4uwC53Awv1Zc9WHHSzuLB31e2tkV9AkAADQ1yp4kiX2eAAD0Qa31T5L8yarnMWv/0Nvr938se6wPJfnpUxjn1L4Thzfo2GMp5wUAgD5Q/6n/2NNV/1n/AwCgD9R/6j/2aPQHAMCqdBxFAtbd7u78gvK4QZ9bgj4BAAA2QtdC5WxtORrOrzVbTShOy2GDPgEAAFo6O7pLegEAAOiNYUf956AfAABAf6j/AAAANkNn0Kf9nwAALNFo1RPg7CullCSPS/LYJDfsX35/kt9J8sZaVS1n1U4jTKUVvrKorZGgTwAAgE3QtVA528m+FXjT6EFxai5uHyLo8xD3AgAAm8dBPwAAgM3goB8AAMBmmN0HOc36HwAAQH90NnpX/wEAsESCPleslPKAJE9I8sT9/35KkntO3fLOWutDVzC1lFK2knx9kmcleUDjtveUUl6U5PtqrTunNDUW1FpQHA3mB3UuaquxiLmz6vQWAAAATlS7rrx7XTjv2t4zVtsU4vLO4uGdh7kXAADYPF0H/Wz0BAAA6A8H/QAAADZDV6OHiUYPAAAAvdFd/53iRAAA2DiCPleglPLkJP8we+Ge91/xdOYqpTwoyc8k+eQDbn1gkhck+bJSytNrre9d+uRYSK21GbzZCl9Z1NZwflDozu5qw1sAAAA4Wa2gz3nhNq0Fz/GKm0Jc2l48vPOSoE8AAOAAw0GZWyvtOugHAADQG11bLFvrZwAAAKwf9R8AAMBmUP8BALAq89P6WLZPTfLFObshnzckeVXuHvJ5KcnvJfn9JJdn3nt8kleVUu67/BmyiK5actQI6lzU1mh+FSvoEwAAoF9aC5XzGkiMhvNrxVUvdh4mvPMwoaAAAMBmGpazWfsAAABwcloN7hKNHgAAAPpk0Fj7S5KJ+g8AAKA3Bh3rf+o/AACWSdDn2XPbqieQ5EeSPGLq9eUkz0py31rrn6u1PjrJfZN8Y+4a+PnxSX74lObIAbpCN7s2oS5iqxEUuj1WwAIAAPRJK6hmXrBNq9ZcddjNYcI7DxMKCgAAbKZBY4XdRk8AAID+KKWklfUy0Q8dAACgNzobPaj/AAAAeqPV5D1Z/dk3AAD6bbTqCWy4jyZ5Q5LXJ/nN/f8+LMmrVjWhUsrnJvn8qUs7ST6v1vqr0/fVWi8k+dellDcmeUWSrf23vrCU8tRa68q+A3u6ismt4XKCPsd2sAIAAPRKq7ac18Vw1NjwOl510OchwjsvC/oEAAAO0Nrs6aAfAABAvwxLyXhOU4ddjR4AAAB6Q9ALAADAZuhs9GD9DwCAJRL0uRo/l+TlSf6g1nqXI1+llIetZkp3+PaZ1/9qNuRzWq31V0op35XkW6cuf0eSJy9jcixuvNsuJruK0EW0gkJ3nGAEAADoldZC5bxQz+FgflOIVW52rbUK+gQAAE7UvMYHiYN+AAAAfTMYlGROrTdR/wEAAPRGa+0vSSaCXgAAAHpj0NHowfofAADLND+BgaWqtb611vqW2ZDPVSulfGKSJ0xdupDkuxf46PP3773iSaWUR53k3Di8nUn7/15bw+P91m99fmesgAUAAOiTVlDNvM2t88I/k2TcUZ8u2+3jSQ6z1/bStqBPAACgW6uhnoN+AAAA/TJsHPbT6AEAAKBfWut/6j8AAID+aNV+ifoPAIDlEvTJtKfPvP7xWutHD/rQ/j0/MXP5GSc1KY6mq5jsKkIX0Qr63N49U9m1AAAAHFOrtpwX6nkWN7seNrjz0o66FgAA6NYKehH0CQAA0C8aPQAAAGwG638AAAD91xWxsqv+AwBgiQR9Mu0vz7x++SE++4qZ10875lw4pp2O0M2twfF+628N51ex44lAFAAAgD5phXQO5mxsnRf+mSTjVQZ97hw26PNw9wMAAJtncAabHAAAAHDyWof9BL0AAAD0S+uYnfoPAACgP0op7fU/MSkAACyRoE+SJKWUkuSTZi6/9hCPeM3M68fsP5MV6TpMOGwEdS5qazj/j46dsQVMAACAPmnVlqM5deWwFXazuz5Bn5cFfQIAAAcQ9AIAALAZmmtfDvoBAAD0yrBxBFL9BwAA0C/N9T/7PwEAWCJBn1zxkCTXTr2+UGt916IfrrW+M8nFqUvnkzzohObGEex0BKlstU4gLqgZ9GkFEwAAoFdaC5XzNrbOC/9MknFHI4plu7R9uODOw94PAABsHgf9AAAANoODfgAAAJth0Gz0oP4DAADok0Fj/6dG7wAALJOgT6545Mzrdx/hGbOfmX0mp6hrMbG1AXVRW43wlm0nGAEAAHqlVVvOqyuHg/n/zLTKza6Xdw4Z9HnI+wEAgM3TOug3cdAPAACgV5oH/dR/AAAAvdI6ZyfoBQAAoF+a9Z/1PwAAlkjQJ1fcMPP6PUd4xnsPeCanaKcjdHM0PN5v/a3G58e7ClgAAIA+OUzQ56ix2DmerK4pxMVtQZ8AAMDJam303HXQDwAAoFdaQZ+rbHIHAADAyVP/AQAAbAb1HwAAqzBa9QQ4M+4x8/rCEZ4x+5nZZx5JKeWGJPc75McecRJjr7OuYrIVvrKoVtBnV7goAAAA66dVW85b2Gx3td/rbDg4Zi16FIcN7rx8yGBQAABg8wxt9AQAANgIGj0AAABshlbQy0T9BwAA0Cuto23qPwAAlknQJ1fMhnJePsIzLh3wzKP62iTPO6FnbYzxpB26ORouJ+hzW9AnAABAr7SCaubVlV1NJXZrzSCnH/R5+ZBBn4cNBgUAADZPq4mBjZ4AAAD9Mpi/TTITjR4AAAB6pXFMTqM/AACAnmk2+hOTAgDAEjWWIdhAV8+83j7CM26feX3NEefCCRjvthcTt1o7UBe01QgK7RoTAACA9bPbCKqZ18G+tdiZrG7D66VtQZ8AAMDJGs6phxIH/QAAAPqmWf9p9AAAANAr1v8AAAA2QzPo0/ofAABLJOiTKy7PvD53hGdcdcAzOUXjxmJiKcmgI3xlEVuNVoU7WlUAAAD0ym6jocNoTl056mgqsaoNrxcPG/R5yPsBAIDN01pnc9APAACgX1r130T9BwAA0CvN+k/QCwAAQK8MGo0erP8BALBMo1VPgDPjtpnXVx/hGdcc8MyjenGSnzjkZx6R5GdOaPy11Ar63OoIXllUK+hzPKmZTOqxg0QBAAA4G1odCefVfV3lZqtGXbZLO4cL7rx8yPsBAIDN01gmc9APAACgZ4aNg34aPQAAAPTLsNno75QnAgAAwFK16z/rfwAALI+gT66YDeU8f4RnzH7mRII+a60fSPKBw3ymNDZYbpJxYzWxVXwexrlR+xk7k0muGgyPPQYAAACr11qoHM2pLUcdSZ+rWvA8bHDnYYNBAQCAzdMKerHPEwAAoF9aey3VfwAAAP3SXv9TAAIAAPTJoNXoT/0HAMAStRMY2DSzQZoPPMIzHnDAMzlF41YYy/D4QZ9d4S3jXUUsAABAX7QCOucdbOxqLDGerKa1/aXtQwZ9HvJ+AABg87QaDuroDgAA0C+tg36CXgAAAPpl0Gz0oP4DAADok2ajP/s/AQBYIkGfXPGHM68fdIRnzH7mD444F05AK3Bz1BG8sqitYfuPjp3d1YS3AAAAcPIOE/TZVW+uKvDm0s784M7z54Zzr1/emaTanAsAAHSw0RMAAGAztOo/jR4AAAD6ZajRHwAAwEZorv85SwYAwBIJ+uSKdya5NPX6fCnlIYt+eP/ea6cuXUjy7hOaG0cwnswP3Bx1hHQu6tyoHd6yLegTAACgN5pBn3M2trYWO5N2M4plu7Q9P+jzuvPn5l7f3p3kJb/+9mVOCQAAWHPNg342egIAAPTKwEE/AACAjdCs/wR9AgAA9Err6JvyDwCAZRL0SZKk1lqTvHnm8pMO8Ygnz7x+8/4zWZFWiMqoI3hlUVsdYaE7KwpvAQAA4OSNGyuV8za2jobtenNVG14v7cwP+nzIfa6dez1JvvMX/iC/+fabljUlAABgzQ0ay2QTOz0BAAB6pXnQT/0HAADQK+2gF/UfAABAnwwajd6t/wEAsEyCPpn28zOvP+cQn5299+eOOReOqRWi0hW8sqhRR9DneHdy7OcDAABwNrQ2qs5rIjHsaCzRCgxdtlbQ56P+1L3y6I+719z3dic1f++/vTEf+OjlZU4NAABYU63aZ9dBPwAAgF4ZNg762SIJAADQL831P/UfAABAr7TrP/s/AQBYHkGfTPvZmdfPLKXc46APlVLumeSZM5d/5sRmxZHsTOavJo4Gx/9tv9URFrpjFRMAAKA3WguVgzkLm1315qoWPC9tzw/6vPaqUV74pY/J1Vvz5/zBj96ev//fflszCwAA4G5aHd2VDwAAAP0ybz0s0egBAACgb1rrf61G6QAAAKwn9R8AAKsg6JM71FrfnOT1U5fukeTZC3z02UnOT71+Xa31LSc5Nw6vFaIyamw+PYxzw/YfHdvjwxexVeELAABwJh2mtmx1NUyScaMZxbJd2pkf9HnN1jCP+rh75V884xObn/3Nt9+U7/7FP1zW1AAAgDXVqn1s9AQAAOiXYeug34oa3AEAALAcrfW/VTU4BwAAYDnUfwAArIKgzx4rpdSZH09Z4GPPnXn9zaWUz+gY4zOTPGfm8rcebqYsw87u/GKyK3hlUVsdQZ87u4uHt+zsTvIdP/+W/IXv/OV82nf9cr7rZX+gCAYAADhDWjXavIONXY0lVlXrXdpuBX3u1bX/1+MfmL/+xAc3P/9vf/Vtednvvu+O17/73lvyD3/8d/LFL35Nvv3n35JbL++c7IQBAIAzrxX0Yo0LAACgX5oH/TR6AAAA6BXrfwAAAJthYP0PAIAVGK16ApuqlPLkJNfMeesxM6+vLqV8duMxN9Za33KS86q1vqyU8vIkn7t/aSvJL5ZSvjnJD9VaLyZJKeV8kv87yXfu33PF/6q1vvIk58TR7E7mB252hXQuajRsh7eMG+PO809/+nfzo69/9x2vf+DVb83lnd087ws/4VjzAwAA4GQ0gz7nLGx2NZYYryroc6cR9HlueMfPn/u0R+d333tL3vyeW+be+49+4s35Mx97z9w+nuTLfuh1+ejlcZLkt9/1kfzGWz+cn/57T865kV46AACwKZobPR30AwAA6JVW/TdR/wEAAPTKoLH9byLoBQAAoFdaMSnW/wAAWCZBn6vzX5M8ZIH7PjbJKxrv/cckX35SE5ryt5P8RpKH7b++OsmLknxnKeVtSUqSh+9fn/bWJc2HI9jZXTyM5bC2WiuYSbbHixWxl3d289Nveu/drv+PN7wn3/L5jxKSAgAAcAa0OhLOqy1HHfXmqgJvLjeDPu/8J7Grt4b5/r/+uHzh//vr+cjFnbvde9vt43zNf3ljrt4a3BHyecVb3ndrXvPWD+Wpj7zhZCcOAACcWcMyv/apDvoBAAD0SvOgn/oPAACgV1pn7dR/AAAA/dKq/3YnpzwRAAA2iiQ97qbW+v4kT03yOzNvXZPkE5I8OncP+XxTkqfWWj+49AmykFaIylZr9+khDAalGeCys2AV+56bL+Xyzt3v/ejlcf7PLZePNT8AAABOxrhRW85b2OxqLDFuNKNYtkvbjaDPreFdXj/o+mvzor/62DTyevKH7/9ofuc9t8x977ffefOx5ggAAKyX5kZPB/0AAAB6xUE/AACAzTBobBxU/wEAAPRLs/6z/xMAgCUS9MlctdZ3JnlCkuckubHj1huTPDvJE2ut7z6NubGYcWM1sSt45TC2hvP/+Fg06LPrvlsv7xxpTgAAAJysySGCPkspHQceT3/Bs9aaizuLBX0myVMeeUO+7i9+/KHHufmiGhYAADZJq0GAg34AAAD90jroN3HQDwAAoFda+x7VfwAAAP3SrP9WcO4NAIDNMVr1BDZVrfWhpzDGsRIda63bSZ5fSnlBkscneUySG/bf/kCSNyV5Y63VsbUzaNwoJlsBnYc1GpZkTpbJzu5iRey4475bLwlJAQAAOAtaAZ2tg43DQZn7mfHk9P/p4PbxJK19ttecm18bf/1nfXze9O6P5Ff+6IMLj/NRzSoAAGCj2OgJAACwGc5SgzsAAACWZ9jYD6n+AwAA6BeNHgAAWAVBnxxoP8jz9fs/WBOtoM9W8XlY5xqBoTu7i4W3bHfcd6uQFAAAgDOhtVF11KgtR4OS7UM8Z5ku7+w237tma/4/iQ0GJS/6q4/N0/7Nr+e9H7m00Di3aFYBAAAbpXnQz0ZPAACAXmk1vlP/AQAA9EsR9AkAALARmvWf9T8AAJZoflIfsPZagZujwcn8tt86ZtBn1323XhofaU4AAACcrNZCZauJROv6Kja8XuoK+jw3bL533flzefHfeFyzwcUsQZ8AALBZBq2O7g76AQAA9Ir6DwAAYDO0tgpOBL0AAAD0ynD+8p/1PwAAlkrQJ/RUK0Rl1Nh8elhbo/nPWTToc7zbLnZvvSwkBQAA4Cxo1ZbrEPR5cbsj6HOrHfSZJI950MfkeV/06IXGEfQJAACbZaijOwAAwEZoHfRbxboXAAAAy3OW9j0CAACwPO3675QnAgDARhH0CT210wjSHLV2nx7S1mD+Hx+tce9+X7vavVVICgAAwJlw2KDPVnOJ8Qo2vF46RtBnkvz1Jzw4X/K4Bxx43y2XxoeaFwAAsN4GDvoBAABshGb9p9EDAABArwwajf4m6j8AAIBeUf8BALAKgj6hp3Yn84M0W6Erh7U1bAV9LtauYrvjvlsEfQIAAJwJrYDOVtDnWepsf3mnHfR59bmD/0mslJJ/8YxPzFMeeb/O+269tJNqQRcAADZGY4nMRk8AAICeGbYO+mn0AAAA0Ctnad8jAAAAy6P+AwBgFQR9Qk+Nd+cXk6PW6cND2hrNL2IXDfpszS9Jbr08PtKcAAAAOFmtg4qtg42jwfyasxUYukyXGkGfw0HJuQVr42vODfPD/79PzQ/8jcfl0z/+vnPv2d6d5PLOYrUwAACw/lr1kI2eAAAA/dI86Kf8AwAA6JX2+t8pTwQAAIClGjTX/ywAAgCwPII+oadaISpbw/nF52FtNUJRdhbcxdoVCHrrpZ0jzQkAAICT1aoth43ast3Z8PR3vF7anh/0ec3WMKWxMXeewaDk8z/x4/Lcpz26ec8t6lgAANgYzY2eDvoBAAD0Sqv+azXKAwAAYD016z9BLwAAAL3SavRg/Q8AgGUS9Ak9NW6EqLRCVw5ra9AK+lzsFGNn0OdlASkAAABnQWujamthc9SoOVuBoct0aWd+0OfVW8MjPe/e12w13xP0CQAAm6NVD1UH/QAAAHqledBP/QcAANAr6j8AAIDN0Mpa2RX0CQDAEgn6hJ4a784vJkeNgM7D2hrNL2IXD/psF7u3XhofaU4AAACcrNZCZWth8ywteF7anh/0ec25o9XF9xL0CQAAJBm06h4H/QAAAHrlLK17AQAAsDzN9T/1HwAAQK8MGo0e7P8EAGCZBH1CT40bi4mjxuLjYW0N5//x0RXgedf72oGgt14WkAIAAHAWbI/n126tmrB14LHVjGKZLu3MD/q8dmt0pOddvTXMVaP53/tWQZ8AALAxmhs9HfQDAADolVb9N3HQDwAAoFca2yHVfwAAAD3Tqv+UfwAALJOgT+ipZtBnq/o8pFaoSysEZlZn0KeAFAAAgDPh9kaNd/XW/JpwNDw7gTetoM+rzw2P/Mx7X7M19/ot6lgAANgYDvoBAABshlb9p9EDAABAvww1+gMAANgIw4H6DwCA0yfoE3pq3AjSHDWKz8PaaoS3jCeLBn22i90L27vN+QMAAHB6bh/PD8u8ajQ/LHM4mP9PTa1mFMt0aXv+3K9phJQuQtAnAADgoB8AAMBmGLTqP+UfAABAr5Tm+t8pTwQAAIClatZ/Gr0DALBEgj6hp1ohKqNGQOdhbTXa1e+MFytidw5Y7fzo5fGh5wQAAMDJurwzv3a7ajS/Jmw1l9hdsCnESWoHfc4PKV3EvQR9AgDAxhs06p4VlD0AAAAsUbv+c9APAACgT4at+k/QCwAAQK+0Gr1b/wMAYJkEfUJPjRtBmq3QlcNqBn0u2K6wNb8rbr0sJAUAAGDVbh/PD8u8amt+Tdja8NpqRrFMl3bmz/3ac6MjP/Pegj4BAGDjtTZ66ugOAADQL836z0E/AACAXmnte1T/AQAA9Iv6DwCAVRD0CT3VKiZHjYDOw2oGfS5YxG7vdt8nJAUAAGC1aq25fTy/ScPVo+Hc663mEqtY8GwFfV69NX/ui2gFfd6qhgUAgI0xOEN1DwAAAMvTrP80egAAAOiVQaPRw0T9BwAA0CvqPwAAVkHQJ/TUTiNIsxW6clhbw/nP2WmEwNztvt3u+269ND70nAAAADg5O7s1rXXKq7bm/5NSq7PheAWBN5cbQZ/XnDv6P4e1gj41qwAAgM3Rqnts9AQAAOiXYeugn0YPAAAAvTJsbCnU6A8AAKBf1H8AAKyCoE/oqVYxeXJBn/P/+DgowPOK8UFBn5eFpAAAAKzS5fH8oMwkuWo0nHu9VXOuYsHz4nYj6HNr/twXcS9BnwAAsPFaQS82egIAAPRL86CfRg8AAAC9Yv0PAABgMwxa596UfwAALJGgT+ipncn8IM1ha/fpIbWCPrcXDPrcPqDavVVICgAAwErdvtOu767eml8TDgfzr49XsOJ5aQlBn/cW9AkAABuvtdHTOT8AAIB+Uf8BAABshlb9p88DAABAv7QaPUwsAAIAsESCPqGnWl0DtxqLj4d1bjj/OYuGt4wPCAS99bKQFAAAgFW6fTw/KDNJrhrND8scNQ88nv6C5+WdRtDnudGRnynoEwAAaCyR2egJAADQMw76AQAAbIZW/bcr6RMAAKBXho1zb61sFgAAOAmCPqGnWoGbreLzsEbD+X987BwQ4LnofbdeGh96TgAAAJycyzvtuu2q0fyacNhqCjFZrFY8SZdaQZ9bR//nMEGfAADAoLXR00E/AACAXnHQDwAAYDM01//UfwAAAL0y0OgBAIAVEPQJPdUKUdlqBHQeVus5iwd9dhe7t14WkgIAALBKt4/nB2UmyVWj4dzrzc72K9jwenG7EfR5bv7cF9EK+rx9PMnlRrAoAADQL62NnhMH/QAAAHqlWf856AcAANArrUYP6j8AAIB+adV/Vf0HAMASCfqEnho3gjRbxedhbQ3nP2f7gADPKw4KBL31kqBPAACAVbp93K7brtqa/09Ko0bN2apRl6kVvHn11skHfSbqWAAA2BSttTYd3QEAAPqltdVyFQ3uAAAAWB71HwAAwGZQ/wEAsAqCPqGnxo1ishXQeVjnRvP/+BgfEOB5xYFBn5fHh54TAAAAJ+f2nY6gz0ZN2Ay8WcGC56Xt+UGf154bHfmZXUGftwj6BACAjTAsZ6fuAQAAYHk0egAAANgMA+t/AAAAG2HQXP875YkAALBRBH1CT7UCN4eDk/ltP2o856AAzzvv6652bxWQAgAAsFKXx/ODMs+NBimNja2jRnOJVjOKZam15tLO/PlfszU88nMFfQIAAK2NnhMH/QAAAHpF/QcAALAZWo0eJho9AAAA9Eqr0bv1PwAAlknQJ/RUK0SlFbpyWFuN5xwU4Hnnfd2BoLdeFpACAACwSrfvzK/brhq1/zmpteH1tDvbb+9O0hrymnNH/+ewq7cGOTec/3l1LAAAbIZGSZBdB/0AAAB6pXXQT/0HAADQL2dl3yMAAADLpf4DAGAVBH1CTzWDPhvF52GdawS7bB8Q4HnFQUGft1wSkAIAALBKt493516/emvY/MxoML9WHE8WqxVPyqXt+XNPuud/kFJK7nXN1tz31LEAALAZBq2gl9MtewAAAFiyQWOv5SkvewEAALBkrfU/OS8AAAD90q7/FIAAACyPoE/ooVprs2tEK3TlsLaGjfCWBU8xtoJIr7j10vjQcwIAAODk3L4zv767qtH4ITk7nQ0v7bSDPq85RtBnktz7mtHc67dcFPQJAACboFX32OgJAADQL8Nmowf1HwAAQJ+clX2PAAAALJf6DwCAVRD0CT3UFaI5Gs4vPg9r1Chid3YXK2K3x92BoJd2dg+8BwAAgOW5fTw/LLMr6LNVKx7U7OGkXdpuB31ee25+UOei7n3N1tzrt2hYAQAAG0HQCwAAwGZoHvTT6AEAAKBXrP8BAABshoH1PwAAVkDQJ/TQuCNssxW6clhbjWCX7d3Fwjl3Frjvo5d3DjUnAAAATs7tjeYLV28Nm585K50NL+20gz6v6Zj/ItpBn2pYAADYBK2NnhMbPQEAAHqlVf9V9R8AAECvqP8AAAA2Q6vRw0SjBwAAlkjQJ/TQeNIO0dwansxv+3ON5ywS4Jkk4wWK3Vsvjw81JwAAAE5OK+jzqkbjh/z/2bv3cEvPuj74v3sd9tqHOSSZzCQkk4RkAkg4JuEYkEMFqYqCgLbW1hcP1aptxRPWttRqbRVPRX1Lfa1a2lprEUQEFEEEOSMmkCAhQBLIkWQmp9kz+7jW3s/7x8yEnTXPvfZae6+19uxnfz7XNVfyHO/fmmT2Nb/1PPf3jvziEr0WpBiFheV80OfkxOb6YkGfAACws3nREwAAYGfI9X/jXuAOAACA0cpNtVsR9AkAAFAp+j8AALaCoE+ooF4BKvVM6MqgcoGhRdHfi6ztTGDMWrNCUgAAALbMYrs8LLPVqGevqdfKe8VxT3hcyNReS/mFK/q1R9AnAADsaJm2x4ueAAAAFZOd6CfoEwAAoFJq2YUexlwIAAAAI5Xr/1b1fwAAjJCgT6igTo8XSZv14QR9Nnrcp93Hk8zlHmGkp8wuCkkBAADYKkuZBRpazfzXSblesTPmJ54Ly+VBn9MTjUiZh7L92psJ+rRYBQAA7Axe9AQAANgZsv2fnE8AAIBKqddy/Z8GEAAAoEr0fwAAbAVBn1BBvQJU6rXh/LGfyC1XHxHLfQR99hPyMrvQGagmAAAAhmepXR6WOdmoZ6/JPfBcGfOMx4Vc7c187f3KBX0eFfQJAAA7Qrbv8aInAABApeSCPsf93AsAAIDR0v8BAADsDPo/AAC2gqBPqKDOSr6RbGQmHw6q2SPos91ZP8Szn3NmF4WkAAAAbJXFdnnf1mrm+8Fcz9kZ8wPPxUzQ59TE5r8K2yPoEwAAdrS6Fz0BAAB2BAs9AAAA7Ay5oJdVz/8AAAAqpZZ5/rfq+R8AACMk6BMqqFeASqM+rKDP/H36CXBp93HOrJAUAACALbPUKQ/LbDXyXydlJzyO+YXX+eVM0Gezvul77xX0CQAAO1ruRc8Ik/0AAACqJDvRT+8HAABQKRZ6AAAA2Bks9A4AwFYQ9AkVtLK6mj3WqA3nj32znr/Pcic/fkREURTRXul9ToSQFAAAgK20lOntJnuEZTbOkKDPhXYm6HOisel754I+F9or6/bDAADA9peb6Bdhsh8AAECVZCf66f0AAAAqJTdFTtALAABAtej/AADYCoI+oYLaK/lGMhe6MqheQZ/rhXiurBbRz7uus4uCPgEAALZKLuiz1cj3g/XM4hLjfuC5uJwJ+mxu/quwXNBnhAUrAABgJ6hlgl4ivOwJAABQJbk11YvixGLnAAAAVEPu+d+q3g8AAKBS8v3fmAsBAGBHaWx1AcDw9ZpE2KgPK+gzf59eQaMREZ0+O93Zhc5ANQEAADA8i+3ysMxWo569JrcmRL994LAsZGqfauZr79d6QZ/7d7c2PQYAwJkmpXQoIp4REQcjYiIiHoyImyLio0VRLG5hXSkiroqIp0bEgZO7742I6yPiumKIqRsppX0R8ZyIOBQRMxExFxG3RMRHiqK4f4jjjPwzpZT2R8ST4sRnOTsiUpz4b3pnRHy8KIoHNjtGldV7LKpnsh8AAEB11NdZ6GFY72ICAACwtXLP/yzyBwAAUC36PwAAtoKgT6ig9spq9lgjt8z8gJqN/H16jR8RsbzO8VNmF9sD1QQAAMDwLHXKe7dWj36wnuk5x/3Ac345E/Q5MfqgTwCAKkkpvTwiXhcngifLHE8pvSkifrYoivvGWFczIn4kIl4TERdmTrszpfSGiPiNoig2/Be1lNJTIuLnIuKlEVH2F96VlNK7IuJ1RVHcsIlxRvaZUkoTEfGSiPimiPi6iLi8x+lFSumTEfGbEfGHRVFYla1Lr6AX73oCAABUR++FHsZYCAAAACOVe/6n9wMAAKiWWi7o0yLvAACM0HAS/4AzSq8AlWGtIt/sERi6XtBnOxMW021WQAoAAMCWWeqUh2VONvNhmY3MA8/Oan994LAstAevvV/TE/Xs57RgBQBQFSmlVkrp9yPibZEP+YyI2BUR/zwibkwpPW9MtV0UEZ+IiF+OfCBmRMTBiPiViPhYSqnXeb3G+pGI+NuI+JbIP1etnzx+bUrpX2xwnJF9ppTSqyPinoj404j4gegd8hkRkSLiGRHxvyLioymlx/Qzzk7Sa009q7oDAABUR26iX0TEqsl+AAAAldGz//P8DwAAoDKyCz3o/QAAGCFBn1BB7ZUeQZ89Hj4OotkjMLTX+BERnT4b3dnFzkA1AQAAMDyL7fJwzlYz/3VSPbey4ZgfeC5mgj6nJzYf9JlSir1TzdJjFqwAAKogpVSLiP8bEd/ZdWglIr4UEZ+OiKNdx/ZHxJ+nlJ494toORMT7I+LKrkMLEfHZiPhcRCx2Hbs6It6fUjp3wLF+LCLeEBGNrkNfiYhrT/5zrUZE/EZK6V8OOM6oP9MTI+LszLHDEfGZKP88ERFPjxNhn4/vY5wdo5Z50TPCy54AAABVkpvoF2GhBwAAgCrJvfcYEbFioQcAAIDKyPV/FvkDAGCUBH1CBeVeIq3XUqQeL58O4sS9yo+1V8rDYE5Z7vQ+foqAFAAAgK2z1CkPy2w18l8n5RaX6HfBh2FZWC6vfaq5+aDPiMgGfR7VxwIA1fCTEfGyrn2/FREXF0VxWVEUV0bEORHxioi4fc050xHx5pTS3hHW9qaIOLRmezEiXhMR5xZF8cSiKK6IiHMj4sfikeGYj4mI3+t3kJTSNRHxS127PxARVxdFcUFRFE8riuKCOBGE+ddd5/1qSukZ/Y4VY/pMJ7Uj4m1xIsT1wqIoziuK4slrPs/jI+K/d11zbkS8O6U0PeBYlWWiHwAAwM6g/wMAANgZei30Z6EHAACA6sj1f6tFROH5HwAAIyLoEyqovVoepNnrxdNBpZSiWSv/EbJe0Ge/AS+ziwJSAAAAtspSu7y3m+wRlpnrO1dWxhz02R5t0OeeXNDnvD4WANjeUkr7IuLfdO3+6aIofrAoirtP7SiKYrUoirdFxDUR8eU15x6ME4GUo6jt6yPiG9bsakfES4qi+PWiKObX1DZXFMV/joi/f/KcU745pfTCPof75YhY+5fHd5wc67q1JxVF8bcR8fUR8a41uxsnr1/XGD/TsYj4DxFxUVEUryiK4g/W/vdcM85NRVF8T0R8V0Ss/Uv8xRHxU/18pp2g10S/VRP9AAAAKqPXmur6PwAAgOroNd1uVdALAABAZfTu/8ZXBwAAO4ugT6igXIBKc4hBnxERzXr5/drrBLisFwR6ymJ7NZY65eEsAAAAjNZSp7x3azXyXyc1Mn1ivws+DMvCcnkvOTkxnKDPvbmgzwVBnwDAtvfaiNi9ZvuDEfH63MlFUdwVEd/XtftHTwaGDtt/6Nr+xaIoPpg7uSiKv47Ta//59QZJKX1DnAgwPeX+iPjeoiiWM+MsR8T3nDzvlOellF683lgxns/0JxFxWVEU/64oinv7qCmKovhfEfGGrt3f28+1O0GvhfVWTPQDAACojJ79n5l+AAAAlaH/AwAA2Bn0fwAAbAVBn1BBndXyMJZejedGNDPhLusFeS5nwmLKHFvsDFQTAAAAw7HYLg/LbDXyYZn1WnmfOO6HnQuZ2qebgj4BAHJSSrWI+O6u3f++KHonFxZF8b6I+NCaXbsj4tuHXNuTIuIZa3bNRcQv93HpL50895RrUkqPX+ea7uDS/1IUxZFeFxRFcTgi3rjOfR5hXJ+pKIoPF0VxXx/37fb6iFj73/7ClNITN3CfyqknL3oCAADsBD37Pws9AAAAVEatR/+XmaIHAADANlTrkbey6vkfAAAjIugTKqiTmUTYrA/3j3zufusFfebqKyMkBQAAYPyKooilzCINrcyiDxERjcwDz9yCFKOSC/qcmhD0CQDQwzURsX/N9q0R8YE+r/3dru2XD6GetV7Wtf3moiiOrXfRyXP+qGv3y3Pnp5RaEfGSrt2/10+BJed9Q0pposf5Y/lMG1UUxb0R8YWu3RcPe5ztKLO+QUSY6AcAAFAlPSf66f8AAAAqo96j/7PQAwAAQHVY6B0AgK0g6BMqqLNS3kT2evC4Ec3M/dqZ8b96vP+3XGeFpAAAAIzdco++rdXMh2Xm+s7VImJ1jA88F5bL65/sUfsgBH0CABX1TV3b7y2Kvmctvbdr+wUppZkh1HRKd23vGeDa7tpe2uPcF0TE2ro/XxTFbf0MUhTFlyPii2t27Y6I5/e4ZFyfaTMe7NreO6JxthUT/QAAAHaGnhP99H8AAACV0fP5n6AXAACAyvD+JwAAW0HQJ1RQJ/MQsVkf7h/5ZqP8fusFebY7AwR9LnYGqgkAAIDNW2z3CPrM9IIREY0z5IHnwnJ5Lzk1pKDPPVON0v2CPgGAbe6pXdsf7ffCoijujogvr9k1ERFXbL6kiJRSiognd+3uu7aI+EjX9lNO3rPMUzcxTtlY3feLiLF/ps24sGv7/hGMse1Y0R0AAGBn6DXRb5wL3AEAADBatR7P/1YFvQAAAFRGz/7P8z8AAEZE0CdUUCcTtNnrxdONyAWHrhv0OUCTOyskBQAAYOyWOivZY5PN/NdJZ8LK9kVRxEK7vP6pieEEfe6dapbu18MCANvc47u2bxzw+u7zu++3UZdExPSa7bmiKG7v9+KiKG6LiPk1u2Yi4qLM6eP6PRjnZ9qQlNKlEXGwa/cXhznGdlXrFfRioh8AAEBl9Or/LPQAAABQHWfCe48AAACMnv4PAICtIOgTKqiTaSIb9XEFffZuYtud3kGga80uCkkBAAAYt6V2vm9rNfJhmY1a/qumXK86bMsrq5EbanrEQZ9HBX0CANtUSmkqIi7u2n3HgLfpPv9xG6+o530Gravsmlxtmx1rXOMMMtZGvToi1j5Y+lxRFF8a8hjbUr3Xiu6CPgEAACpD/wcAALAz6P8AAAB2hkw8SkRErOj/AAAYEUGfUEGdlfJAlkaPFSY2opkJDm1nxj+lszpA0OdCZ6CaAAAA2LylHgs0tJr5r5N6rmy4zqIQw7K4nK99sjmcoM89maDPueWVdXtiAIAz1LnxyFDHdkQcHvAed3VtH9hURfn73LmBe/Rb22bHGtc4g4w1sJTSoyLiNV273zSs+293NSu6AwAA7Ag91rcT9AIAAFAhPfs/rwMCAABURq3HQg8e/wEAMCqNrS4AGL5OZhJho9eTxw1oZpasaPcIhImIWB4g3GV2sT1QTQAAAGzeYnsle6zVyIdlNjILQkQMtujDZiz0qH1qSEGfezNBnxERswvt2LerNZRxAADGaFfX9nxRDPzK2tw699yo7vt0j9OPfmvb7FjjGmeQsQaSUkoR8TsRsWfN7rsi4r8M4/5rxjkQEfsHvOzQMGvYqF7r6pnoBwAAUB31HhP9rPsGAABQHT0XOJf0AgAAUBk9+z8LvQMAMCKCPqGCckGfzR6BKxuRu197nbdY1wsCXWt2QdAnAADAuC316NtajfwiEmfCC6/zy53ssamJ0Qd9HhX0CQBsT90hkYsbuMfCOvfcqHHWttmxxjXOIGMN6l9FxDd27fuhoig2Ekbayw9FxM8M+Z5jcSb0PQAAAIxerWfQp/4PAACgKvR/AAAAO4P+DwCArZBPZgC2rVwT2Wvi4UY06+U/QtrrNLGd1QGCPhfzAS0AAACMxlJnJXusV9Bn4wxY2XChna99ujmcNW/WC/oEANiGJru2lzdwj6Wu7akN1tJtnLVtdqxxjTPIWH1LKb0sIn6+a/dvFUXxp5u9d5V40RMAAGBnqPV47rVqoQcAAIDK6PX8T/8HAABQHZ7/AQCwFQR9QgW1V8qDNBuZYM6NygZ9dnoHeS6v9N/kzgpIAQAAGLuldnlf12rUIvV4qbXXC6+dAXrBzVjsEfQ5OTGcvnhXq5FdTMOCFQDANrXYtT2xgXu01rnnRo2zts2ONa5xBhmrLymlZ0XEH8Qjnx9/KCJes5n7VlGvhfW86AkAAFAdvfo/Cz0AAABUh/4PAABgZ6hb6B0AgC3Q2OoCgOHLNZGNHg8eN6JZL79fLmj04ePrBIGudVTQJwAAwNgtdcrDMluN3kGZjUyfGDG+B54Ly+U9Zy1FTAxpAYyUUuyZbMSD86f3rPpYAGCbOt61PbmBe0ytc8+NGmdtxyNiehNjDTLOWlv6+51SekJEvCse+dmvj4hvLopiaaP3XccbI+KPBrzmUES8fQS1DMSLngAAADtDz/7PQg8AAACV4fkfAADAzlDrMa3MQu8AAIyKoE+ooPZKJuhzSIEmpzQz91vOjH9KZ7X/oM/ZRQEpAAAA47aUWaBhslnveV2vle07Y3rhdX65U7p/qlmP1OOF3EHtnWoK+gQAqqQ7JHI6pZSKYqC31mbWuedGdd+ne5x+9Fvb8Yg4sImxBhmn13XDHKunlNKlEfGeiDhnze4vRsRLiqI4upF79qMoisMRcXiQa4b59/nNqPXoe1ZN9AMAAKiMnhP99H8AAACVIegFAABgZ+i90MMYCwEAYEcZbuofcEboZLrIRo+JhxsxkQn6zI1/Si6ItMzsQnlACwAAMFwppQtTSt+aUvrFlNJfpZRmU0rFml9f3uoaGZ+ldnlf12r2/iqp0eON13GtbL/QXindPzUx3PVu9k41S/fPCvoEALan+yJi7V/YmvHIwMt+XNi1PVCIYw/d9zm4gXv0W9tmxxrXOIOMlZVSuiAi/jIiLliz+46IeFFRFPduoKYdI7fIwYqJfgAAAJXRe6Kf/g8AAKAqei1wrv8DAACoDv0fAABbYbgJB8AZoZNpIocd9Nmol9+vvW7QZ//LWcwuCkgBAIBRSSk9JyJ+PCKeGY8MdmGHW+yUh2W2GvWe1/V64NlZHc/ShovZoM/hrnezJxP0eVTQJwCwDRVFsZBSuj0iLlmz++KIGCTs8eKu7Zs2XdgJn+/avmgD9+i+Jlfb5yPiWWu2uz/Tevr9PRjnZyqVUjo3ToR8XrZm9+E4EfJ5+wbq2VHqKcVKnP48zoueAAAA1dFzop+FHgAAACqj1mOhh1X9HwAAQGXUejz/0/8BADAqw004AM4IufCUXDDnRjXr5T9C2iu9m9hBgj6XO6vZkBYAAGDTnh4R3xpCPumy1C7v21qN3l8l9VpgYlyBNwvLmaDPZu+Q0kHtzQV9zgv6BAC2re6gyCsGvP7x69xvo26LiIU12zMppUtyJ3c7ee70ml1zEXFH5vRx/R6M8zOVXb83Iv4iHlnvQxHx9UVRfKHf++xktUxr5D1PAACA6kgpRS7rRf8HAABQHb0WerDOHwAAQHXUeyz0YKF3AABGRdAnVFCuiWzkZh1uUC7oc3mdIM/1gkC7zS4KSQEAgC1wfKsLYOssdcrDMifXCcvs9cJrZ0wPPOczi0WMLehzQQ8LAGxbn+7avqbfC1NKj4qIR6/Z1Y6IGzdfUkRRFEVE3NC1u+/aIuI5Xds3nLxnmU9vYpyysbrvFxFj/0yPkFKaiYh3RcRVa3Yfj4hvKIri+gFq2NFyL3t60RMAAKBa9H8AAADVJ+gFAABgZ+g1723FSn8AAIyIoE+ooFyQZqNH47kRE43yHyGddYM+ex/vNrvQGeh8AABgYMci4gMR8csR8W1xIqDnm7ewHrbYYru8b2tl+sBTevWd43rhdXF5YyGlgxL0CQBU0Du7tl+UUo8ZTY/09V3b7y+KYpiLB3TX9uIBru0+9x09zv1ARMyt2X5sSumSfgZJKT06Ih6zZtepPitnXJ/pYSmlVkT8STwyKHQxIl5WFMXHBxh/x6vlgl686AkAAFAptcyzL/0fAABAdeR6v4iIVUGfAAAAlZF79zMiovD8DwCAERH0CRWUC09p1Icb9JkLcMkFjX71+IBBn4tCUgAAYETeERFPiIiziqJ4YVEUry2K4i1FUdy21YWxtZY65WGZ6wV99lrZsLNOrzgsC+3y2qcnBH0CAKzjoxFx35rtyyLiBX1e+71d228fRkFr/GnX9rellHatd1FKaXecWMxgrWxtRVEsRsR7unZ/T18Vnn7eu4uiWO5x/lg+05rrGhHx5oh40Zrd7Yj4tqIo/mq963mk3GQ/E/0AAACqpZ6Z7Kf/AwAAqJbcu48WegAAAKiOXvPeBoxAAQCAvjW2ugBg+HJBmvXacLN9m/Xy+y2v08W2O4M95JwVkgIAACNRFMUtW10DZ6alTnlfN9nsHZaZUop6LZUuQJFblGLYckGfU4I+AQB6KopiNaX0poj4iTW7fyal9IGixzLVKaWvi4ivXbPrWJwIlBxmbTeklD4ZEU8/uWtXRLw2Iv7dOpe+NiJm1mx/vCiKG9e55ncj4lvXbP9wSun/LYriSO6ClNKBiPihkvtkjfMzpZRqEfGmiPiWNbtXI+IfF0XxznXGo4SJfgAAVFVK6VBEPCMiDkbEREQ8GBE3RcRHTy6OsFV1pYi4KiKeGhEHTu6+NyKuj4jrevWtGxhrX0Q8JyIOxYn+ay4ibomIjxRFcf8QxxnbZ2LjcnP9xvXcCwAARkX/p//jkWopouzNQ/0fAADbnf5P/8dX9cj51P8BADAygj6hgnJNZLPeo/PcgIlGedBnLmj04eOrgy1nMbvYGeh8AAAANmepXd63tTJ94Fq5oM/OgL3gRi0sbyykdFC5oE+LVQAA29zrI+KfxYnQyYiI50fET0XEL5adnFK6MCJ+p2v3rxdFcV+vQVJK3X9hfGFRFB9Yp7Z/FxF/vmb7X6WU/rIoig9mxjhV+1r/dp0xoiiKd6WUPh4Rzzq5a19E/G5K6ZVFUZz2l72U0kScCPXct2b3h4qi+Iv1xooxfaaI+C8R8Z1rtouI+L6iKIYayLqT1FIm6NOLngAAbFMppZdHxOvixMSzMsdPLg7xs+v1fEOuqxkRPxIRr4mICzOn3ZlSekNE/EZZ3zbAWE+JiJ+LiJdGRNkDkZWU0rsi4nVFUdywiXHG8plSSnvjxOISzzj565kRcX7XaZcWRfHljdx/p6hlZvutmocJAMA2pf/T/1HuxPO/03s9/R8AANuV/k//x+lSSpFSRFmrp/8DAGBU1k9nALad9kp5E1nvtcTEBuSCQzuZ8U/J1ZcjJAUAAGC8Fjtla9NHtBrrh2U2Mr3nuAJvFtrli0VMDTnoc08m6PPYUke4DwCwbZ18WfM/de3+hZTSG1NKF5zakVKqnXwJ9KMR8eg1594dEb86otreHRHvWbOrGRF/kVL6kZTS9JraZlJKr4mId58855Q/K4rifX0O95MRsTZB/psj4j0ppUe88JpSuvpkTS9ds3slIl7bzyDj+EwppZ+JE+Gta701Iu5IKb1owF+X9fO5doJ65im7Fz0BANhuUkqtlNLvR8TbIj/JL+LEghD/PCJuTCk9b0y1XRQRn4iIX478hLiIiIMR8SsR8bGTC1JsZKwfiYi/jYhvifx7tfWTx69NKf2LDY4z0s+UUjo/pfQ/Ukqfi4gHI+K9EfEfI+JlcfokP/qQe+dynbXQAQDgjKP/e3gs/R+l9H8AAFSF/u/hsfR/lKpb6B0AgDFrbHUBwPCtrJY/RWzmZh1uUKNWfr/2Ok8xOwM+5Twq6BMAAGCsltrlfVuruX5fmXvhtTOuoM/l8pDS6YnhBn3uzQR9RpxYsOLsmYmhjgcAMEavj4hr4pHhlT8YEd+fUrotIo5GxKURcVbXdQsR8e1FUTw0wtq+KyI+dnL8iIjJiHhDnAgjvTUiUkRcdnL/WrdExKv7HaQoig+nlH46TvxenPKCOPEy590R8ZWIuCAiHlVy+WuLovh4v2PF6D/TC0v2verkr0H9bET8+w1cVzn5Fz3HXAgAAGxCSqkWEf83TkwCW2slIm6Pr/Z/e9cc2x8Rf55SelFRFB8bYW0HIuL9EXGo69BCRNwaJybjXRqP7JWujoj3p5SuObmQRb9j/ViUL1rxlTixoEV3/9eIiN9IKaWiKH5jgHHG8ZnOjxN9JkOS7f8s9AAAwDai/3t4LP0fWYJeAACoAv3fw2Pp/8iq1VJESa/n+R8AAKMy3NQ/4IyQC0/Jha1sVLNR/iNkeZ1ZjOsFgXabXRT0CQAAME5LnfKwzMnm+mGZjezK9mMK+myX1z7VR+2D6BX0acEKAGA7K4piNSK+LSL+sOtQPU4ETl4Zp4d83h8R31gUxUdGXNu9cSK48vquQ1MR8YSIuCJOD8T8dES8sCiKIwOO9UsR8RNx4gXXtS6IEy9adod8rkTEjxZF8WsDjjO2z8Tw1DJ9z6qJfgAAbC8/GadP8vutiLi4KIrLiqK4MiLOiYhXxImJf6dMR8SbU0p7Y3TeFI+cELcYEa+JiHOLonhiURRXRMS5EfFjJ4+d8piI+L1+B0kpXRMRv9S1+wMRcXVRFBcURfG0oiguiIinR8Rfd533qymlZ/Q7VozpM/VwfAj32HH0fwAAVIT+T//HOrL9n6AXAAC2F/2f/o915BZ68PwPAIBREfQJFdRZKW8im0MO+pyol99vvSDP5Ux9ObMLnYHOBwAAYHMW2+V9XSuz4MNa9Vr5OblFKYZtIVP75MRwgz73CPoEACqsKIrFoii+IyJeFSdCJXPmIuKNEXFFURQfGENpURTFbRHxjIj4qTixsnrO3RHx2oh4ZlEUd2xwrF+NiKdFxLsiIvfwYzUi3hknXgJ9wwbHGdtnYjhyi+tZ0R0AgO0ipbQvIv5N1+6fLoriB4uieLgvKYpitSiKt0XENRHx5TXnHowTE9JGUdvXR8Q3rNnVjoiXFEXx60VRzK+pba4oiv8cEX//5DmnfHNK6YV9DvfLcWJhi1PecXKs69aeVBTF30bE18eJ/vCUxsnr1zXmz3Tq/tfGiYmb3xsRT4qIUU7MrKzcRL9xLXAHAACbpf97mP6PnrLP//R/AABsE/q/h+n/6En/BwDAuDW2ugBg+Dqr5XNNc2ErG9WsZ8Jb1gny7KwTBNptdlFACgAAwDgtdVZK9/cT9NnIrWw/rqDP5fLFIqaaww363N1qREoRZTk+gj4BgKooiuKtEfHWlNLlEfHMiLgwIiYi4qGI+FxEfKQoisX8HbL33dTKZEVRLEfEL6WUfiUiro6Ip0TEgZOHD8eJcNLriqIY7IFE+VifjoiXppTOjYjnRsRlETETJ0JOb4kTvwf3DWGckXymoihesNnaOJ2gFwAAKuC1EbF7zfYHI+L1uZOLorgrpfR9EfGXa3b/aErpN4qiuH/Itf2Hru1fLIrigz1q++uU0usj4t+u2f3zEfGcXoOklL4hTkxgPOX+iPjek/1Z2TjLKaXviYgbI2Lfyd3PSym9uCiK9/YaK8b0meLEZMxnRcSni6JY6j6YMr0MeRZ6AACgAvR/+j/6UMv8nq3q/wAA2D70f/o/+pB5/Kf/AwBgZAR9QgV1MpMIG/XhNuqNTNBne50gz/WOd5sVkAIAADtCSulAROwf8LJDo6hlp1vqlPdtk32EZeYmPOZ61WFbaJeHlA476LNWS7Fnslka6mnBCgCgaoqiuDkibt7qOrqdDL385Mlfox7rvoj4kzGMM7bPxMbVMn1P4UVPAAC2gZRSLSK+u2v3vy/W+QttURTvSyl9KCK+9uSu3RHx7RHxX4dY25Mi4hlrds1FxC/3cekvRcSPxomFGSIirkkpPb4ois/1uOb7urb/S1EUR3oNUhTF4ZTSGyPidV33yU70G+dnKorioYj4RB/3pk+5tdX1fwAAbAf6v4fp/1hXZoqcoBcAALYF/d/D9H+sK7vQ32ARKAAA0LfMIwhgO+usZII+c8tLbNBEJjh0ORMI8/DxTH27WuXZw7OLncEKAwAAtqsfioi/G/DX27ek0orLBX22Gut/lTSROWcxE8A5bAvL5bVPTQw36DMiYu9Us3R/WfgnAABQHfWUe9HTRD8AALaFa+KRC6/dGhEf6PPa3+3afvkQ6lnrZV3bby6K4th6F50854+6dr88d35KqRURL+na/Xv9FFhy3jeklCZ6nD+Wz8Ro5Pu/MRcCAAAbo//T/9En/R8AANuc/k//R59yQZ8WegAAYFQEfUIFdTKTCBu55QU3qJm5XzsT5HlKJ/OUc9+u8u87jglIAQAAGKtcKGersX5Y5lSz/JyF5fEEfeZqz9W1GYI+AQBgZ8rM84t1HpEBAMCZ4pu6tt9bFH3PWnpv1/YLUkozQ6jplO7a3jPAtd21vbTHuS+IiLV1f74oitv6GaQoii9HxBfX7NodEc/vccm4PhMjUMtM9Fsx0Q8AgO1B/6f/o0+5/m/VQn8AAGwP+j/9H32qZV4AFfQJAMCoCPqECsoFaTYyDx03Khf02VntvVxhO1PfOTPlQZ+ziwJSAAAAxmmpU963tZrrf5U00yoP1Jxb7myqpn4URRELuaDPCUGfAADAcGRXdDfRDwCA7eGpXdsf7ffCoijujogvr9k1ERFXbL6kiJRSiognd+3uu7aI+EjX9lNO3rPMUzcxTtlY3feLiLF/JkYgO9FP/wcAwPbw1K5t/Z/+j4xc/2ehBwAAtomndm3r//R/ZGT7P8//AAAYEUGfUEG5JrJRH26Pn7tfe6WIXou8tFfKj+2baZXun13o9LwfAABQGW+MiCcO+OtlW1JpxS1lwjJbjfXDMqcnGqX7F5bL7zlMyyur2Z54qjm+oM9ZQZ8AAFBpuaBPE/0AANgmHt+1feOA13ef332/jbokIqbXbM8VRXF7vxcXRXFbRMyv2TUTERdlTh/X78E4PxMjUDfRDwCA7U3/p/+jT9nnf/o/AAC2B/2f/o8+6f8AABi38uQFYFtrr66W7m/WhpvtO1HP36+9UsREIxcEWl7fvpmJ0v3LK6ux1FmNyRGEsgAAAGeOoigOR8ThQa6xaOFoLHbK+7ZWc/2+cqZV3rvNLXc2VVM/FpfL646ImJoYfk+5JxP0eVTQJwAAVJoV3QEA2K5SSlMRcXHX7jsGvE33+Y/beEU97zNoXaeuWXufx0VE2cS6zY7V7+/BOD8TI1DLTPRbtdADAABnOP3f0MbS/+0QmfZP/wcAwBlP/ze0sfR/O0QuckX/BwDAqAw39Q84I6yslDeRudUlNqrZI+izkwkbjegR9LmrPOgzQkgKAADAuBRFEcu5oM/G+l8lTTXL15WZX1rZVF39WGjnx5gaweIRewV9AgDAjpR75rYq6BMAgDPfuRGx9i+07RhwEbaIuKtr+8CmKsrf584N3KPf2jY71rjGGWQsRiD3iqSFHgAA2Ab0f8MZS/+3Q+Se/+n/AADYBvR/wxlL/7dD1LMLvY+5EAAAdozy5AVgW2tnHiI26uML+mx3iohMbmcnE0S6b1cre7/ZhXact2dyoPoAAAAY3FIm5DMiotVYPyxzplV+ztxyZ8M19atn0OeEoE8AAGA4si96WtEdAIAz366u7fmiGPgvsnPr3HOjuu/TPU4/+q1ts2ONa5xBxjojpZQORMT+AS87NIpaNkL/BwDANqb/G85Y+r8+bff+r5YNetH/AQBwxtP/DWcs/V+ftn3/l1vowfM/AABGRNAnVFDuIWKjlg/m3Ihmj+DQ5R5LVuSOnbsrkwwaEbOLQlIAAADGoVfQ52Rz/b5yeqL866b55XwI57DM9wgTnWoK+gQAAIYj98ht1UQ/AADOfN2TxBY3cI+Fde65UeOsbbNjjWucQcY6U/1QRPzMVhexUbmJfvo/AAC2gTO5H9H/bW6sM9W27v/quf5P0AsAAGe+M7kf0f9tbqwz1fbu/zILPXj+BwDAqAw39Q84I7QzQZqNHsGcG9Gs53+E5GrodWxXqxETmXvOLuTDWgAAABiepXY+kLPVWD8sc2ai/JxxBH0u9qh9KlPXZmSDPucFfQIAQJXlJvpZ0R0AgG1gsmt7eQP3WOrantpgLd3GWdtmxxrXOIOMxQjkJvr1eD0SAADOFGdyP6L/29xYjED2+Z/+DwCAM9+Z3I/o/zY3FiOQ7/+8/wkAwGgI+oQKyjWRjUzTuVHNRv5HSGcl38jmjk00arFnqlF6bHZRSAoAAMA4LHXyb6a2evSBp0y3yvu6uaXRL+CwsFxeey1FdmGJzcgFfR5b6ljJEQAAKqyWW9FdGwAAwJlvsWt7YgP3aK1zz40aZ22bHWtc4wwyFiNQy7xzuWqhBwAAznxncj+i/9vcWIxA/vmf/g8AgDPemdyP6P82NxYjoP8DAGDcypMX2DIppUMR8YyIOBgnmroHI+KmiPhoURQaNPqSC9JsDDnUpFnPB4cuZ5YsXF0topMNIq3Fnslm3Hf89IVLZhcEfQIAAIzDUmcle2yyWV/3+umJ8nPml/P3HZaFdvkYU816pMyD2M3IBX0WRcSxxU7snS4/DgAAbG+5Fd0F/gMAsA0c79qe3MA9pta550aNs7bjETG9ibEGGWetM+n3e1zeGBF/NOA1hyLi7SOoZWB1E/0AANi+zuR+RP+3ubHOVNu7//P8DwCA7etM7kf0f5sb60xVzf7P8z8AAEZE0OcZIqX08oh4XURclTnleErpTRHxs0VR3DfiWj4QEc/fxC2+uyiKNw2nGjais1oestnINJ0b1azlg0PbmaDPdqa2iIiJRordmZCU2cXOYMUBAACwIYvtfN/Waq6/gEQ+6HP0fV026DNT02blgj4jIo4utAV9AgBAReVWdF8x0Q8AgDNf9ySx6ZRSKoqBZi3NrHPPjeq+T/c4/ei3tuMRcWATYw0yTq/rhjnWGakoisMRcXiQa0axeNtG5Sb66f8AANgG9H9f3a//G4Nt3//lnv8JegEA4Myn//vqfv3fGGz3/q+Wff435kIAANgx1k9nYKRSSq2U0u9HxNsiH/IZEbErIv55RNyYUnreWIpjW1pdLSL3DunQgz4bgwd9dlby3wk1arXYM1mePzy70B6sOAAAADZkqVMelhkR0erRB54yM1He180t5e87LAuZMNHJ5miCPvdM5dfQOaqPBQCAysoGfZroBwDAme++iFj7F9dmPHLCWz8u7NoeaBJXD933ObiBe/Rb22bHGtc4g4zFCGQn+un/AAA48+n/hjOW/m+HqGVejVy10AMAAGc+/d9wxtL/7RD1TOTKqud/AACMSD6NgJFLKdUi4v9GxMu6Dq1ExO0RcTQiLo2IvWuO7Y+IP08pvagoio+NpVC2lfZqfqmIRq7r3KBmj/u1M4GeuQDQE/erxZ6pZumx2UUBKQAAMAoppedExFTJoad0bU+mlF6Uuc3dRVHcONzK2CpL7fK+LaWIifr6QZ/TrfJQzYX2SqyuFtkJkcOwsFweJjo9MZqgz92T5T1shKBPAACoslxrZKIfAABnuqIoFlJKt0fEJWt2XxwR9w5wm4u7tm/adGEnfL5r+6IN3KP7mlxtn4+IZ63Z7v5M6+n392Ccn4kRyD3W0v8BAHCm0/89Yiz9H+uy0B8AANuV/u8RY+n/WFe2//P8DwCAERH0ubV+Mk4P+fytiPgPRVHcHfFwGOjLIuIN8dXmcDoi3pxSemJRFEfHUOeLBzz/syOpgr70aiAbueUFN6jZ4365QM9cAGhExEQjxZ5MSMrsQmew4gAAgH7973jkw9yc8yLivZlj/yMiXj2sgthaS53yfq7VqEXKPMxca2Yi/3XTQnslZlqj+zpqIRNSOtUcTdBnvZZi92Qjji2e3rNasAIAAKqrnkl6MdEPAIBt4qZ45LOhKyLikwNc//iS+w3DbRGxEF9doG4mpXRJURS39XNxSumSOPFu5SlzEXFH5vTumq8YpNDo//dgnJ+JEahnJ/qNuRAAANgY/Z/+jz5ln//p/wAA2B70f/o/+lTL9n/e/wQAYDSGm/pH31JK+yLi33Tt/umiKH7wVMhnRERRFKtFUbwtIq6JiC+vOfdgRPzYyAs9UcNfDvjrK+Ooi3K9gjRzDx03qlZL2Xvmgz7zTzgbtVrsmSoPfDm6ICAFAABgHBbbK6X7W43+wjKnJ/LnzS2PdhGHhUztkyMK+oyI2DtVvmCFPhYAAKorv6L7mAsBAICN+XTX9jX9XphSelREPHrNrnZE3Lj5kiKKoigi4oau3X3XFhHP6dq+4eQ9y3x6E+OUjdV9v4gY+2diBHIT/Vb9ZwAAYHv4dNe2/k//R0bu+Z/+DwCAbeLTXdv6P/0fGbmF/vR/AACMiqDPrfPaiNi9ZvuDEfH63MlFUdwVEd/XtftHTwaGwsN6rRTRrA//j3yzPrygz2ajFnsmywNSZhcFpAAAAIzDUqe8b2s1+uspp1vlCzhERMwvlQdxDstCJkh0qkf46GYJ+gQAgJ0ntxDeqhXdAQDYHt7Ztf2ilDKzmU739V3b7y+K4vgQajqlu7YXD3Bt97nv6HHuByJibs32Y1NKl/QzSErp0RHxmDW7jp28X864PhMjkJvo1+s9TQAAOIPo//R/9Cn3/E//BwDANqH/0//RJ/0fAADjJuhzC6SUahHx3V27//16Ky0URfG+iPjQml27I+Lbh1we21ynR5BmruncjFx4aHul/H/n3P4T90qxJxOQMisgBQAARqIoikcXRZE2+evVW/05GJ6lTnkY52Szv7DMmR6hmnOZIM5hWWiX1z4t6BMAABiibNCLFd0BANgePhoR963ZviwiXtDntd/btf32YRS0xp92bX9bSmnXehellHZHxLd17c7WVhTFYkS8p2v39/RV4ennvbsoiuUe54/lMzEa2Yl++j8AALYH/Z/+jz7VLPQAAMD2pv/T/9Gnmud/AACMmaDPrXFNROxfs31r9F7RYa3f7dp++RDqoUI6PR4gNuvDD/qcyAZ9lgeO5vZHRDRrtdgz2Sg9Nrs42jAYAAAATlhsl/dtrUZ/XyNNT5T3dRERC8vlQZzDsrBcXnu/IaUbIegTAAB2ntyLnqsm+gEAsA0URbEaEW/q2v0zKWUSLU5KKX1dRHztml3HIuLNQ67thoj45JpduyLitX1c+tqImFmz/fGiKG5c55rudzF/OKW0v/TMk1JKByLih9a5zyOM+TMxZPo/AAC2M/3fw/R/rCszPS5WBb0AALAN6P8epv9jXbnIFc//AAAYFUGfW+OburbfWxR9P/V5b9f2C1JKM6VnsiN1VvL/K+VWl9+MRqaT3VDQZ6OWDUiZXWhH/39MAAAA2KilTnkYZ6vZ39dIE41aNDL959yIgz4X2+X3nxL0CQAADFE98/6zFd0BANhGXh8Rx9dsPz8ifip3ckrpwoj4na7dv14UxX29BkkpFV2/XtBHbf+ua/tfpZSe12OMstr/7XqDFEXxroj4+Jpd+yLid1NKpV/8p5Qm4sSkvn1rdn+oKIq/WG+sGNNnYvhyE/1WTPQDAGD70P/p/+hDbs6d/g8AgG1E/6f/ow/5/m/MhQAAsGMI+twaT+3a/mi/FxZFcXdEfHnNromIuGLzJVEVndUeQZq55QU3IXfPdqf8QWa7RxBpo5ZiTyYgpbNaxEImsAUAAIDhWWqX95WtRv9hmdMT5efOL3U2VFO/cn3jVgR9zgr6BACAyqplXvQ0zw8AgO3i5AS9/9S1+xdSSm9MKV1wakdKqZZSenmceMfx0WvOvTsifnVEtb07It6zZlczIv4ipfQjKaXpNbXNpJReExHvPnnOKX9WFMX7+hzuJyNi7YORb46I96SUrlp7Ukrp6pM1vXTN7pWIeG0/g4zzM6WUrkgpvajsV8npz8mc+5x+xtoJ9H8AAGx3+r+H6f/0fz3VMgv96f8AANgu9H8P0//p/3rK938aQAAARqOx1QXsUI/v2r5xwOtvjEc2zY+PiE9upqD1pJT2RsQlEXFWnFjJ4/6IuLMoCsmLZ5hOjyeIudUlNmMiF/SZCRxt91jKolmvxZ7J8oCUiIjZhU5MT/ixBQAAMEpLnfK+bbLZ/+IRM61GzC6eHuo5tzzarxHml8uDRKcywaPDkFuw4qigTwAAqKzc2nqrZvoBALC9vD4irolHTl77wYj4/pTSbRFxNCIujRPvDK61EBHfXhTFQyOs7bsi4mMnx4+ImIyIN8SJyYi3RkSKiMtO7l/rloh4db+DFEXx4ZTST8eJ34tTXhAR16aU7o6Ir0TEBRHxqJLLX1sUxcf7HSvG9JnixOTD/6fPc38/s/+2eOQ7qjtW3UQ/AACqQf+n/9P/rSM3587zPwAAthn9n/5P/7eObP/n+R8AACPSf0IDQ5FSmoqIi7t23zHgbbrPf9zGK1pfSulTEfFARFwfEX8dEddGxJcj4qGU0rtTSv80pdQaZQ30r7OSbyCbteH/kW/mgj4zwTC5+uq1FPVaij1T+SDP2UUhKQAAAKO22C4P42w1+g/LnM4Eay5kgjiHZaFd3ouOMuhzr6BPAADYcXIruq+Y6AcAwDZSFMVqRHxbRPxh16F6nJhwdmWcPsnv/oj4xqIoPjLi2u6NiBfGiXcW15qKiCdExBVx+oS4T0fEC4uiODLgWL8UET8REd0PSC6IiKvj9El+KxHxo0VR/NqA44ztMzE8uYl++j8AALYT/d/DY+n/yMot9LAi6AUAgG1E//fwWPo/smqe/wEAMGaCPsfv3Dix8sIp7Yg4POA97uraPrCpitb31Cj/f2VXRLwkIn47Ir6cUvq2EddBHzqr5aEmERH1ennTuRmNzD3bmUDP9kp5fY2TDfGeyfKAlIiIWSEpAAAAI7eUWbih1ej/a6SZVvkiDnPL5SGiw7KYuf9UU9AnAAAwPNmgTxP9AADYZoqiWCyK4jsi4lVxYlJZzlxEvDEiriiK4gNjKC2KorgtIp4RET8VEXf3OPXuiHhtRDyzKIpBF10/NdavRsTTIuJdEZF7AW81It4ZEVcXRfGGDY4zts/EcCT9HwAAFaH/e3gs/R+lcv3fqqAXAAC2Gf3fw2Pp/yiVe/9z1fM/AABGpDx1gVHa1bU9XxQD/41/bp17boXzI+LNKaVfKYriJ4d545TSgYjYP+Blh4ZZw3bS6fEAsZFZXWIzmvXyoJflTKBnbv/EyftMNusx0ajFckmwzOyikBQAAIBRW+qUh2VODhCWmQvWnF/qbKimfi20z5ygz9mFdqyuFtmVHgEAgO2rnvl7vol+AABsV0VRvDUi3ppSujwinhkRF0bEREQ8FBGfi4iPFEWxuIH7bupL8qIoliPil1JKvxIRV0fEU+KrC6MfjhOTE68riiK/Onb/Y306Il6aUjo3Ip4bEZdFxEyceF/zljjxe3DfEMYZ6WcqiuLVEfHqzdbJCZnXI/V/AABsW/o//R/lcv2fhR4AANiu9H/6P8rVM/8Hr3j+BwDAiAj6HL/uUM6Bm9+IWFjnnsOwGBHvjYg/jxON481xomlvxYmm8tkR8R0R8Y0RsbaV+YmU0v1FUfziEGv5oYj4mSHer9I6K+MN+pzIPMnM1ZHb32x89T57Jptx3/Gl0845uiDoEwAAYNQW2+XPjVuNzJusJWZa5V85zS2XB3EOy3zm/lMT4w/6XC0iji93Ys9k+XEAAGD7ygV9mugHAMB2VxTFzXHiXcEzyslJb588+WvUY90XEX8yhnHG9pnYuHrK9H8m+gEAsM3p//R/PFL2+Z/+DwCAbU7/p//jkWrZ/m/MhQAAsGMI+hy/ya7t5Q3cozsBcWqDteT8WpxYfeL+kmPtiDgeEbdGxP9OKT03Iv4wTqzgccp/Sin9eVEU1w+5LvrQWc13kLmHjpvRbJTfs53pZHP714aQ7plqlAZ9zi50NlAhAAAAg1jqlIdlDhL0OZ0J1pxfHm1ft9jOBH02xx/0GRFxdL4t6BMAACqoJugFAABgR8hN9Fu10AMAAECl5J7/6f8AAACqJbfQn/4PAIBR6T+hgWFZ7Nqe2MA9Wuvcc1OKovjTTMhn2bkfjogXRMR9a3aniPj5YdZE/zor5Q1ks54iZZrOzWjUyn+M5AI9lzP7m/Wv3icXgjK70B6wOgAAAAa11Cnv21oDhGXOTJSvLTO/XB7EOQxFUcRCLugzEzw6DD2DPvWxAABQSfXMU3YvegIAAFRLbqKfhR4AAACqpZ5Z6EH/BwAAUC36PwAAxq08dYFROt61PbmBe0ytc8+xKori5pTST0bEf1+z+xtTSucURfHAEIZ4Y0T80YDXHIqItw9h7G0n10DmGs7NamZmMuYCPXsFkZ6yJxOSMrsoIAUAAGDUltrl/dxko//1YnLBmnNLowv6bK8U2Z54aoCQ0kHletgIC1YAAEBVCXoBAADYGbIT/bR/AAAAlVLLPv8bcyEAAACMVC37/M8DQAAARkPQ5/h1h3JOp5RSUQz0t/6Zde65Ff5nRPxSROw/uV2LiBdFxJs3e+OiKA5HxOFBrkmZh2s7QTvzBLFZ6z+QZRATjfLf61ygZ7a+NYGheybLfzTNLnQGrA4AAIBBLXbKwzhbA4RlzrTKz51fHl1ft9DOh4hOjjDos15LsbvViGNLp382C1YAAEA15V70XDXRDwAAoFLy/Z+JfgAAAFWSW+hhVdALAABApeQWevf8DwCAURlN8h+93BcRa/+G34yIAwPe48Ku7YFCMEehKIrViPhA1+7HbUEpO95KpoGs10cTfro2oHOtXKBnP0Gfe6eapecISAEAABi9pXZ539Zq9P810vRE+QIOc8v5MM7NWuhx76mJ0QV9RkTsyfSxRxf0sQAAUEXZFz1N9AMAAKgU/R8AAMDOIOgTAABgZ8j1f7mcFgAA2CxBn2NWFMVCRNzetfviAW/Tff5NG69oqO7o2t6/JVXscO1MA9mojeaPe+6+y9mgz/L6mmuCSHMBKYI+AQAARm+pUx6Y2Wr2H5Y5kwnWnF/qbKimfiy080Gf04I+AQCAIarlXvQ00Q8AAKBSsv2fiX4AAACVUsss9KD/AwAAqJZc/6f9AwBgVAR9bo3uYM4rBrz+8evcb6t0p1eUp1wwUiur5QGbjcwLp5s10Si/by7Qs50JAG3Wv/rjaM9kJuhzYXSBMAAAAJyw2C7v21qN/r9Gmm41SvfPL+fDODdroce9pwYIKd2IvVPln1fQJwAAVFNuRfdVb3oCAABUSj070U//BwAAUCX1zOuR+j8AAIBq0f8BADBugj63xqe7tq/p98KU0qMi4tFrdrUj4sbNlzQU53dtH9mSKna4XMBmoz6aoM9mppPtZAI9c/sfEfSZCUiZXRSQAgAAMGpLnSEEfU6UB2vOL49uAYeFdj7oc3LkQZ/lC1YI+gQAgGrKra+34kVPAACASsn2fxZ6AAAAqJRaZqEH/R8AAEC16P8AABg3QZ9b451d2y9KKdMNnO7ru7bfXxTF8SHUNAzP7dq+Y0uq2OFyDWQj98bpJjVq5T9G2plAz+U+gkj3TJYHpMwKSAEAABi5pU55YGar0X9Y5sxE+QIOc8v5MM7NWsjcO6XBQko3Ih/0ObpgUwAAYOvkX/QccyEAAACMVC3z3mXmNUgAAAC2qdzzv1XP/wAAACol9/xv1ULvAACMiKDPrfHRiLhvzfZlEfGCPq/93q7ttw+joM1KKT0/Ig517X7fVtSy03UyMwgb9dH8cW82yhvZXKBnLgB0Yk19ezIBKbOLnSg0yAAAACO11Cnv2yab/feV0xPloaDLndVsX7hZC+3yoM/pZj36X19lY/JBnxasAACAKqrnXvS0ojsAAECl6P8AAAB2hlz/t2IeGwAAQKXUswu96/8AABgNQZ9boCiK1Yh4U9fun0nrpE6klL4uIr52za5jEfHm4VY3uJTSTET8RtfuzxRFcetW1LPTdTINZCPzwHGzJjIBornA0XwQ6Vfr2zPZKD1nZbWIueXy4BYAAAA2b3W1iOVM0GerUR7eWWamVd7XRUTMj6ivywV9TmVCR4dJ0CcAAOwsJvoBAADsDCb6AQAA7AzZ53/6PwAAgEqp6f8AABgzQZ9b5/URcXzN9vMj4qdyJ6eULoyI3+na/etFUdzXa5CUUtH16wXrnP/rKaULelb+yPPPjYg/jYgndx36mX7vwXB1VjJBn/XRBH02M0Gf7Uyg53KmvrX32ZMJSImImBWSAgAAMDLLmV4uIqLV7P9rpOke4ZoLIwr6XMzcd7K5dUGfelgAAKimWiboZdWLngAAAJWSm+i3aqEHAACASsk+/9P/AQAAVEpuoT/9HwAAoyLoc4ucDOj8T127fyGl9Ma1QZsppVpK6eUR8dGIePSac++OiF8dQWn/MiJuTSm9LaX0nSmlR5edlFK6KKX0kxHxmYj4e12H/6QoireNoDb60MlMIKzXRvPHPRcgmgv07GRCYybWBn1O9gj6XBSSAgAAMCpL7XzQ52Sj/8DM6YlG9tjccmegmvq10C4P+pwaQ9BnbsGKo4I+AQCgkuq5Fd296AkAAFApufXVVyz0AAAAUCn1zLQ7/R8AAEC16P8AABi3fOoC4/D6iLgmIl66Zt8PRsT3p5Rui4ijEXFpRJzVdd1CRHx7URQPjaiuVkS8/OSvSCnNRsRXTtbTjIjzIuKCzLUfioh/NKK66EMuSLOZmXC4WROZTrbdKa+jnalvbWDo7sn8j6bZhdEEwgAAABCx1CkPy4yIaDX7X0BiupUP15xfyo+xGfPL5fednhh90OfeHkGfRVFEyqz2CAAAbE+5Fd296AkAAFAtFnoAAADYGWqe/wEAAOwItezzvzEXAgDAjiHocwsVRbGaUvq2iPjvEfEP1xyqR8Rlmcvuj4hXFUXxkVHXt8aek796WY2IX4mIf1sURXv0JZHTzjxAzL1wulnNTNBnZzUX9Fle39r7TDbr0WrUYqkkLHR2wf9eAAAAo7LYLu/lIiJajQGCPpv5cM255dEs4LDQLg/6nOxRy7Dkgj5XVouYW16JXS1fwQEAQJXkXvRcNdEPAACgUvR/AAAAO0Nu3t2qhR4AAAAqJbfQu+d/AACMSv8JDYxEURSLRVF8R0S8KiI+3ePUuYh4Y0RcURTFB0ZY0vdHxB9GxB19nn9PRPx6RDyuKIqfEvK59VYyAZu5QM7Nyt03F+jZXumvvj2ZkJTZRf+LAQAAjMpSpzwsMyKi1eg/MLNRr2WDQedHFPS5mAn6nJrYuqDPiIijFqwAAIDKyT12854nAABAtWQn+un/AAAAKiUf9DnmQgAAABgpCz0AADBuja0ugBOKonhrRLw1pXR5RDwzIi6MiImIeCgiPhcRHymKYnED9y3vMvLn/7eI+G8RESmlfRHx+Ii4JCL2R8RMRKxExIMRcV9EfKooilsHrYnR6mQCNnMN52Y16uX3Xe6UB3rmgz4feZ+9U804cmzptPNmBaQAAACMzFKml4uImGwOtoDE9ES99H7zy/kw0c1YyNx3qrnFQZ/z7bjwrKmR1wAAAIxPLRP0suJFTwAAgEqpZd67XJH0AgAAUCm553+r+j8AAIBKyb7/qf8DAGBEBH2eYYqiuDkibt7qOiIiiqK4PyI+fPIX20Qn00B2B2kOy0S9POglF+jZzgSRNrvus2ey/MfT7GJngOoAAAAYxGI7H8LZagwWmDk90YgH509frGF+aTRBn7kA0XEEfe7pFfRpwQoAAKgcE/0AAAB2hnqu/7PQAwAAQKXUcws96P8AAAAqJdf/ef4HAMColCf0AdtWJxOwmWs4N6s7oPPhOjITGXMBoI3uoM9MSMqsgBQAAICRWeqU92wpDb6AxEyrPGBzbnk0CzjkQkqnJkYf9Nms12ImM46gTwAAqB4T/QAAAHaGWuYt6xULPQAAAFRKbtqd/g8AAKBa9H8AAIyboE+omFzAZneQ5rDkgl7amXCYXNDnRNd99kxmgj4XBaQAAACMylKnPCxzslGPlAYL+pyeaJTun18uH2OzFnJBn83RB31GROzNLFjxzhvuHvheRxfa8aX75mJuaTShqAAAwObUMv2RFz0BAACqJdf/rVroAQAAoFKy/Z/nfwAAAJVSyyR9av8AABiV8sQFYNvqrGSCPnNLS2xSMxMgupwJ9MwFkXbfZ89U+Y+nowuCPgEAAEZlqV3ey7Wagy8eMdMqD9gcVXjlQiZAdGpiPEGfjzlvd9x9dPG0/e+84SvxPc99MK66+Ox171EURbzhL78Yv/XXt8RSZzUatRRPueiseM6hffHsQ+fGlRefFZNjCi4FAADy6rkXPb3pCQAAUCm5/s9CDwAAANWS7f8s9AAAAFApdQu9AwAwZoI+oWJyQZqN2uChLP3IBX22M0Gfy53y/Y3uoM/JZul5swujCYQBAAAgYrFTHpbZagzeU041y792ms8Ecm7WQrv8vuMKxvyWp1wQf/2FI6XHfv6dN8Zbf/CaSJmHwaf870/cHr/+vi8+vN1ZLeLa2x6Ma297MH7jr26OVqMWT3v02XHNoXPjlVcdjPP3Tg71MwAAAP3JPB4z0Q8AAKBiTPQDAADYGfILPYy5EAAAAEaqZqE/AADGbDTJf8CW6axmgjQzDedmNevl910typvZXADoRNd99kxlgj4X2wNWCAAAQL+W2uU9W6sxeFjmTKv8mvnl0SzgsJAJEJ2eGE/Q58uvvDC+5vzdpceuu/2heNdnvtLz+sPHFuP1776p5zlLndX4yM33xy//xefjeb/0/njf5+7dcL0AAMDG1TJBL5nHdAAAAGxTuYl+5vkBAABUS/b5n4X+AAAAKiW30J/+DwCAURH0CRXTybxB2sgEcm5Ws5H/MVIW6pmrr1l/5H32TAr6BAAAGLelTnkqzWRz8K+QpicapfvnMoGcm7XQLr/vVHM8QZ/1Wop/+01XZI+//t03xVIn/9l/4c9uimOL/YegLq+sxo/84afjnqOLA9UJAABsXj23orsXPQEAAColN9GvbBF0AAAAtq/s8z/9HwAAQKXo/wAAGDdBn1AxnZJwzYiIRqbh3KxmbbCgz3YmNKbRHfQ5VR4IM7vQf+gJAAAAg1nMhGW2GoOHZc5MlF8zvzSavi4b9JmpYxSe+5hz44WP21967I4HFuJ/fPTLpcfe/Xdfibd96q6Bxzu+1In/8M4bB74OAADYHEEvAAAAO4OFHgAAAHaGWub536rnfwAAAJVSyzz/W/X8DwCAERH0CRWTm0DYHaQ5LM1GPkC0vXJ6Lcsl+yIimvVH3mfPZLP0vGOLbQ9JAQAARmQpszhDqzF4TzndKl/AYW65PJBzsxYz951sji/oMyLiX3/j47OTPn/zr26OB+aWH94+Ot+On/ij6+Of/f51Gx7vXZ/5Snzg84c3fD0AADC43IueERGFlz0BAAAqI9f/6f0AAACqJffOn6AXAACAarHQOwAA4yboEyqmLFwzIqJRz0843IxmjwDRzsrpATGd1fLQmO777JkqD/pcLSLmljsDVAgAAEC/ljrDC8ucnii/ZmEEQZ9FUcR8u/y+U2MO+nzMebvjHz79otJjxxY78et/+YWIiHj3330lXvSf/zrecu2d2Xtdsm86XnzFebF7sjw09ZR/9/bPxmLm8wMAAMOXm+gX4WVPAACAKjHRDwAAYGfITY9bEfQJAABQKbn+z+M/AABGpXdKALDt5F4gbfSYcLgZEz2CPpdLgj7bnf6CPvdmgj4jImYXO7F7Mn8cAACAjVlql/dsrcbga8XMZII+R7F4Q3ulyPbDucDRUfrRFz823v7pu+P40umf9fc/cXvc+eBCvO+mw+ve5xdf8eR49qF90VlZjc/ePRs/9dYb4qZ7jp123u0PzMd/ef/N8eNf/7ih1A8AAPRWywS9RJyY7OchPAAAQDXUekz0K4oiUo/+EAAAgO0j9/xvtfyVSgAAALapfP8n6RMAgNEYPKUBOKO1S8I1IyIauTdON6lRz7+o2l45vZltZxrcZtd99kzmp0DOLrT7rA4AAIBBLHZWSve3moP3lNMT5X3d/FL5GJux0M7fc7I5/qDPc3e14odeeKj02Mpq0VfI53c+8+J49qF9ERHRqNfiKRedFf/pFU+K3HzR3/rrW+Lmw8c3XDMAANC/XuvrmewHAABQHb0WejDXDwAAoDpy/d9KofkDAACoEv0fAADjJugTKmYl8/Zoo9eMw01o1vM/RrpDR4uiyAaRdt9n92Qze19BnwAAAKOx1C7v2VqNwcMyZ1rl18wtdwa+13oWewR9Tk2MP+gzIuJ7nnNpXHjW1IauffU1j46fe9kTT9t/1cVnxz98+sWl17RXivi3f/KZKDxYBgCAkav3eO7mZU8AAIDq6Nn/SfoEAACojFz/p/cDAACoFv0fAADjJugTKqadC/rsEci5GYMEfa6sFpGb29h9n4lGLSab5fc+tjj8UBgAAAAiljrlQZ+5/qyXqYlG6f6F5ZWhh1EuLPcI+mxuTdDnZLMer/37jxvomkfvm47/+/3Pin//LU/IPjj+qb//uNg3M1F67OO3PhBv+9RdA9cKAAAMJreie4SXPQEAAKqkV/+3aqEHAACAyujZ/3n+BwAAUBm1zHwtz/4AABgVQZ9QMSur5aEsjR4ry2/GRM+gz0c2s50eDzab9dPr29UqD4WZWxb0CQAAMAqL7fLAzFZj8LDMmYnyazqrRSyvlPeuGzXfI+hzOlPHOHzLUy6Ip1x01rrn1VLEDzz/snj3a54Xz7xsX89zz5qeiH/zTY/PHv+P7/pcPDS/PGipAADAAHLB/BEm+gEAAFRJr/7PQg8AAADV0bP/E/YCAABQGfXMQg+e/QEAMCqCPqFiOivlDWSjJEhzGHrdt90V3NIryKVZEhg6PZEJ+lzKB7gAAACwcUud8r6t1Rj8K6RcTxcRMT/kvm4hE1AaETHZ3Lqgz5RSvK5HKGdExNecvzv+5IefEz/9DY/vu9ZvvfLCeNZl55Qeu39uOV7/7s8PXCsAANA/E/0AAAB2htxEvwj9HwAAQJWUTGt7mLAXAACA6qhl+r/VIqLw/A8AgBEQ9AkV08k8PGz0mHC4Gb3u2+4KiOneXqs86LM84GR+udNndQAAAAxiqVMemLmRoM+ZVj60cm7Ifd1iJugzpY3VPkxPe/Q58aqrD562v1lP8WMvfmz86T9/bjz54FkD3TOlFD//8idFM7P4xv/5m9vj2tse3Ei5AABAH2o9gl5WTfQDAACojNxEvwj9HwAAQJX0fP4n6AUAAKAyei305/EfAACjIOgTKqazUh6m2ei1tOAmpJRiInPvdlcnmwshjYholIST7Go1Ss+dWyoPcAEAAGBzljILNLSa+dDOnOmJ8p4uImJ+ebh93ULmflPNeqQeD2DH5Rde8aT4jmdcFLtbjZho1OJFjz8v3vUvvzb+5dc9JiY2GER6+YFd8c+efyh7/N+87TPZ7wgAAIDNqfdYCG/FRD8AAIDK6Nn/mekHAABQGfo/AACAnUH/BwDAuOUTF4BtKRem2avh3KxmPUVZpkq7KyBmORMYExGlYaHTuaDP5c5gBQIAANCXxXYm6HMDYZTTE/lw0GEHfc63y+/Xq4ZxatZr8QuveHL8/MufFMud1ZgaUl0//MLL4+2fvjtuf2D+tGM33XMs3vTRL8f3fe1lQxkLAAD4ql4runvREwAAoDp69n8WegAAAKiMWo/+b9V62wAAAJVR65G7sur5HwAAIzB4SgNwRuuslDePzfrogj4bJSGdERHtldWe22s1S+4xkwk+mVsS9AkAADAKS53ywMxWc/Bgyqke18wPua9bzASHTm6g7lGq19LQQj4jTny+n3vZE7LHf+29X4i7H1oY2ngAAMAJtR5P2b3nCQAAUB29Jvrp/wAAAKqjLugFAABgR+i10J/+DwCAURD0CRXTWS1vHuu9ZhxuUllIZ0TEclewZ662iIhGSRDpTKtReu58JsAFAACAzVlqly/QMNkYvKes1VJM5xZwGHJft9Auv1+vsNGqeMHjDsQ3PelRpcfml1fiZ9/x2TFXBAAA1ddrot9Kj+dhAAAAbC+9Jvrp/wAAAKqj5/M/QS8AAACV4f1PAADGTdAnVExntTyUpdmj4dysiZKQzoiIzsojG9nlTnltEeVhoTOZQJjjS50BqgMAAKBfS53ywMzWBgMzpydyCzgMt6/LBn1m+sqqed1Lr4hdmcUy/uKz98Zf3XTvmCsCAIBqm8gsghcRcf/c8hgrAQAAYJQmeiyG94D+DwAAoDJ6Pf/T/wEAAFSH538AAIyboE+omJWV8lUieq0ssVnNTDPbXnlksGenxwoWZQ9EZzIhJcMOhAEAAOCEpXb5Ag2tHg8xe5lplQdtzi2VB3Nu1MJy+f0mNxhQut2cv3cyfvzrH5s9/ut/+cUxVgMAANV3zsxETGcWFrj1yPExVwMAAMConLdnMhv2cov+DwAAoDIeddZkdu6d538AAADVcfDsqeyxW4/MjbESAAB2CkGfUDHt1fJQlmaPlQU3q5F5kNkd9Nm9/Yh71E+/Ry7o8/iQA2EAAAA4Yakz3KDPqUzQ5rAXcFhol/eJueCdKvonz7oknnjhntJj1995ND5z59ExVwQAANWVUopD+3eVHrvFi54AAACVUa+luPTcmdJj+j8AAIDqaDXqcfE506XH9H8AAADVMT3RiAvPKg/7tNAfAACjIOgTKqazUpTuz60qOAy5ENF2Vy3tTGBMRHlYaC6QZX5puIEwAAAARKyuFrGcWaBhMhPYuZ7cAg7zy8NdwGEhc79c0GgVNeq1+I8vf1L2+O9//LYxVgMAANV3aH8u6MWLngAAAFVy6ID+DwAAYCfIPv87rP8DAACokssy/d/N+j8AAEZA0CdUSFEU0VktD/ps1EcX9DnRyAV9PjIgpp2prVlPkdLp9Y0rEAYAAICIpR6LM7Qyfd96cgs4zC0PbwGH1dUiPnLLfaXHdlLQZ0TEUy46K5592b7SY2+//q44utAec0UAAFBdh/bvKt1voh8AAEC16P8AAAB2hlz/d7OFHgAAACol+/xP/wcAwAgI+oQKWckEaUZENGqj++PerPcZ9JkJjcldPzNRHvR5fGl4gTAAAACcsNTJL6rQamwsMDPX180vDW8Bh7+66XDcemSu9Nhjz989tHG2i3/y7EtK9y+2V+Ot19455moAAKC6Lj9Q/qLnbQ/Mx3KPhRQAAADYXnL93633zfV8ZxMAAIDt5VCm/7vl8PEoCv0fAABAVeSe/92SmZ8GAACbIegTKqTTK+iznkY2bqNWfu/llUfW0x38eUo26LNVHiQzvyzoEwAAYNiWegTRTDY39hXS9ER5Xzc3xL7utz94a+n+Wor4pic9amjjbBcvvuK8OLC7VXrsf3/iNi8cAwDAkOQm+q2sFnH7A172BAAAqIpD+8v7v+XOatz14MKYqwEAAGBUcv3f3PJK3Du7NOZqAAAAGJVc//fA3HI8MLc85moAAKg6QZ9QIT2DPjNhnMMw0Sj/UdLpCvZsZ+prZkJIZ1qN0v3tlSKWOisDVAgAAMB6Ftv5PqvVLA/sXM90ZgGHheXh9HSfuv3B+JsvP1B67Buf9Ki46JzpoYyznTTrtfiHT7+o9NgtR+biY7feP+aKAACgmi7ZNx25x283Hxb0CQAAUBWXnjuTPXbLkeNjrAQAAIBROrRf/wcAALATHDqg/wMAYHwEfUKFrKz0Cvoc3R/3Zr383u3uoM/Oaul5ueunJ/JBMvNLgj4BAACGaSnTs0VEtDILPKxnZqJ8AYe5IQV9/rcP3Zo99v3Pu2woY2xH3/HMi6OeSRz6/Y/fNuZqAACgmlqNelycWVzAi54AAADVMdNqxAV7J0uP3XxY/wcAAFAVZ01PxLm7JkqP6f8AAACqY/+uVuyeLJ/zdov+DwCAIRP0CRXSXs2HsjTq5QEfw9DM3LvdFTzaydSXC/rc1SpvjiMi5pY7fVYHAABAP5baww/6nM4Efc4vbb6nu+3+uXj3391TeuxZl50TTz541qbH2K4etXcqvu5rDpQee89n743Ds4tjrggAAKrp8gO7Svd70RMAAKBaDuX6Pws9AAAAVMqh/fo/AACAqksp5d//1P8BADBkgj6hQlZWi+yxRm10QZ+NTFDn8spq13Z5fbkQ0lwgTETE3NJKn9UBAADQj6VOvs+abNY3dM+ZVvl1c8ub7+l+98Nfilwb/APPO7Tp+293//hZl5Tu76wW8YefvGPM1QAAQDWZ6AcAALAz6P8AAAB2Bgs9AAAA7Az5539zY64EAICqE/QJFdLuCtZcq5kJ4xyGicy9O131tDvl9eWu39XqEfS53OmzOgAAAPqx2C7v2Wpp44tHTE2UB33Ob7Knm11sxx/97Z2lxx5zYFc8/7H7N3X/Knju5efGJfumS4/9wSduP61nBwAABtfrRc+iyC/QBwAAwPaSD3ox0Q8AAKBKss//Duv/AAAAqiTX/9182EIPAAAMl6BPqJCV1fyEwfoGQ1n60ayX37u98sh6OqvlISKNzPWTzVqkTNnzSyv9FwgAAMC6ljrlfVarUY+Ua87WMTNRvoDD/PLmerp33fCVWGiX3+OfPu+yqI2wB94uarUU//iZl5Qeu2d2Md530+ExVwQAANVz6MBM6f7jS524d3ZpzNUAAAAwKof2l/d/D8wtxwNzy2OuBgAAgFHJ9X/3zC7GscX2mKsBAABgVHL93x0PzsdiZs4aAABshKBPqJDuYM21cmGaw9Csl/8oWV55ZLBnrr7c9SmlbCjM8aXOABUCAACwnqVO+eIMk82Nf300PVEv3T+/yZ7uLdfeWbr/3F2teNlTL9jUvavkVVcfjIlG+X+/3//4bWOuBgAAqie3ontExC1HrOoOAABQFZcf0P8BAADsBL36v1uPzI2xEgAAAEYp1/8VRcSX79f/AQAwPII+oUJWVnsEfdZG98c9F9TZ7gqJWc6ExuSuj4iYaWVCYZYFfQIAAAxTbrXBVqO8L+vHTKt88Yb59kqs9uhhe7nlyPG49rYHS4+96uqDm6q3as6emYiXPvlRpcc+9MX74kv3efAMAACbcdb0RJy7a6L0mKAXAACA6ti/qxW7J8ufe91yWP8HAABQFRfsncouju75HwAAQHVcdM50NOup9Ngth823AgBgeAR9QoW0V8qDNCMiGpkmcxhyDWynK7Sls5oL+szXNjNR/nLs3JKgTwAAgGFayizO0Mq8tNqPqYny0M2iiFjslAeLruct196ZPfaqqw9u6J5V9k+edUn22B984rYxVgIAANV02f7yVd0FvQAAAFRHSikO5fo/QS8AAACVUauluOxc/R8AAEDVNeu1uGTfTOmxm73/CQDAEAn6hApZ6QrWXKtRG2XQZ/mPku7g0fZKeX256yMiZlqZoM/ljQXCAAAAUG6pXd5ntRob//oot3hDRMTc0uB93cpqEX98XXnQ55UXnxWXHyh/wXYne+pFZ8UTLthTeuyPrr0zFjP/3QEAgP7k+pCbTfQDAAColGz/Z6IfAABApej/AAAAdobLLfQHAMAYCPqECumsrmaPNWqj++OeC+pc7nQHfZbX1yvoc3qiXrp/fqnTZ3UAAAD0Y6lT3rNNNsv7sn7kerqIiIUNLODwoS8eiXtnl0qPverqgwPfbydIKcU/ftYlpccemm/HX3z2njFXBAAA1XIo96Ln4bkxVwIAAMAoZfu/I/o/AACAKtH/AQAA7AyHDsyU7hf0CQDAMAn6hArprBTZY41aGtm4zXr5vbuDPfNBn/naZlqN0v3HlwYPhAEAACBvsV3es7UaG//6KNfTRUTMLQ++gMNbrr2zdH+rUYuXPvmCge+3U7zsqRfE7sx/iw998b5N3fueo4tx10MLURT57yQAAKDKDu0vf9HzntnFOG7hOgAAgMrI9X93PDgfi23vMwIAAFRFLujltvvnsnPjAAAA2H5yCz3cemQuVlfNkwIAYDgEfUKFdDLNYi1F1EYa9Fn+o6S7nnanvL7c9RH5UJj5DQTCAAAAkLfUKZ+A2GrUN3zP6Yn8tYP2dUfn2/GeG+8tPfaSJ5wfe6eaA91vJ5meaMS3PLU8CPW62x7c0D3veGA+vuv3/iae9Qvvi+f84l/Fq37rY/H5e45tpkwAANiWci96RkTcalV3AACAyjh0oLz/K4qIL98/N+ZqAAAAGJXc87/2ShF3PDA/5moAAAAYlVz/t9BeibuPLoy5GgAAqkrQJ1RILuizURvtH/VcUOdy55GrFLZXy1ct7Bn0mQmFmVsuD6ABAABgY5Y65T3bZHPjPWWrUYvcuhNzS4P1dX96w92n9ZmnfNvTDg5a2o7z7EP7Svffet9cPDC3PNC93n/T4Xjpb344PviFIw/vu/a2B+OV//Wj8f6bDm+qTgAA2G4uPGsq2zfdIugTAACgMi4+Zzqa9fIHX7ccFvQJAABQFZeeOxMp897jLUf0fwAAAFWRW+gvQv8HAMDwCPqECumslAeeNDIvlw5Ls1H+o6TdVU97pTyINPfya0TE9ESjdP/cUqfP6gAAAOjHYrs8eLPVKF+AoR8ppZjJ9HXzy4P1dW/52ztK9z9q72Rcc+jcgWvbaa66+OzssU/d/mBf91hZLeLX3vuF+O43fTKOLrRPO358qRPf+z8+Gb/zoVujKMq/AwAAgKqp1VJcdm75y543Hxb0CQAAUBXNei0u2TdTekz/BwAAUB2TzXpcdPZ06TH9HwAAQHXsajXi/D2Tpcdu0f8BADAkgj6hQjqr5SEa9dqIgz4z9+8O9mx3yoNIm/X8j6JdrfJAGUGfAAAAw7WU6dlamcUd+jWd6evml8uDRct84d5jcf2dR0uPvfKqgyPve6vggrOm4lF7yx8+X9dH0OeDc8vx3W/6ZPzG+77Y87zVIuLn3/W5+Ndv+0wsZ/6fAgCAqsmt6n7LYSu6AwAAVMmh/eVBn7ccMdEPAACgSvR/AAAAO8OhA5mF/vR/AAAMiaBPqJDOSnnQZ68gzWHI3b+z8shAj85qecBHo5avb7rVKN0/tyzoEwAAYJiyQZ/NzfWUMxO5vq7/oM+3XHtn9tgrrz44cE071VUXn126/9rbegd93nDnQ/HS3/xwfPALR/oe6//8zR3xXb/3iXhwbnmgGgEAYDsy0Q8AAGBnOLQ/s9CD/g8AAKBS9H8AAAA7Q7b/O6z/AwBgOAR9QoXkgjTrtTTScZuN8h8ly13Bo93bX70+X99MJuhzfqn/QBgAAADWt9Qu77Najfqm7jvdKr9+fqm/BRw6K6vxx9fdVXrs6Y8+Oy49tzxQh9NddUl50Of1dxw9bbGOiIiiKOIPPnF7vOq/fizuemhh4PE+fusD8a1v/EgcObY08LUAALCdXH6g/EXPL98/V/p3bQAAALanXP9365G5WF0tfz8SAACA7SfX/91y+HgUhf4PAACgKrL935G5MVcCAEBVCfqECunkgjRHHPQ5US+/f7tr4mJuIuNEPf+jaGaiPBBmbrm/QBgAAAD6s9gp79lazc19fTTdLF/AYW65vwUc/voLR+K+4+VBka+6+uCG69qJrs4EfS60V+ITX3rgEfsW2yvxk2+5If712z4Ty5sIJvry/fPxM3/6dxu+HgAAtoPciu7tlSJuf2B+zNUAAAAwKrn+b6G9EncfHXzRNAAAAM5MhzJBL7OLnTiSeZ8RAACA7Sf3/O++40txdL495moAAKgiQZ9QISuZFeHrmSDOYWnUyn+UdAd9dm+vd31ExPREJhBmqb9AGAAAAPqz1C7vs1qN8gUY+jXdKr9+fqm/BRzecu2dpfunmvX4pidfsOG6dqIrHrUnWo3yHvy7fu9v4nV/8nfxwNxy3H7/fLzijR/N/t6fsrvViN/+J1fHr337U3ou4vH+m47EauY7CwAAqIJLz52JlHkcZ1V3AACA6rhs/0z2mP4PAACgOnJBLxERtxzW/wEAAFRFr/7v5iPHx1gJAABVJegTKqS9Wh6k2ewRpDkMzUxISGflkSEeyyvloR7NRj6IdFcrE/S53ImiEBICAAAwLEud8p5ysrm5nnIms4DDfCZYdK0H5pbjLz93b+mxb3ji+dmekXITjVo8+eDe0mMrq0X8r4/fFs//5ffHS3/zQ3HjV2Z73utrzt8df/ovnhtf/4Tz4xVXHYw/+KfPjH0zE6XnLrRX4sH55U3XDwAAZ6rJZj0Onj1VeuwWL3oCAABUxu7JZpy3p1V67JbD+j8AAICqOGdmIs6ebpYe8/wPAACgOs7b08rOT9P/AQAwDII+oUJWVsuDL+u1fJDmMDTr5fdfXll9RBhnZ6U8NGainv9RNN2ql+4vihNBIQAAAAzHYqbHajXK+7J+TU+UXz+/1Fn32rd/+q5oZxaNeNXTDm6qrp3qmkPn9jx+bLETs4u9/9u84soL420/9Jy49NyZh/c97dHnxB/802dlrzl8bGmwQgEAYJu5PLOqu6AXAACAarn8QKb/M9EPAACgUvR/AAAA1ZdSikP7Z0qP6f8AABgGQZ9QIbnwk0aPIM1h6BXU2VkTPtrOBH02egSR5la/iIiYWxL0CQAAMCzLnfKerdXYXE+ZC/qcW16/p3vLtXeW7j949lQ869J9m6prp/rOZ10c58xMbOjaZj3Ff3j5E+NXv/0pMVXy3/XQ/plImRZf0CcAAFV3KBP0ebMXPQEAACol2/9Z6AEAAKBS9H8AAAA7Q67/u+Xw3JgrAQCgigR9QoWsrA4epDkMvYJE14Z75oJImz1CY3KBMBER88udPqoDAACgH0ujCvrMLOCwXk93492z8dm7Z0uPvfKqg1Ebca9bVQd2T8Zbf/CauOriswa67lF7J+PNP/Ds+CfPuiRSJs2zUa/FvkyI6OHZxUFLBQCAbeXQgdyLnsejKMqfkQEAALD9ZCf6HTHRDwAAoEpy/d+t+j8AAIBKyb7/aaF3AACGQNAnVEguSLNRH234SbPH/dfWtDb08xHX1/I/imYmygNhIiKOLwn6BAAAGJalzkrp/slmfgGGfsxkFnCYXy4f75S3XHtn9tirrj64qZp2ukvPnYm3/uA18ZvfcWVceNbUuuc/9/Jz453/4rlx5cVnr3vu/t2TpfuPHF8auE4AANhOchP9Zhc7cd/x5TFXAwAAwKjk+r/7ji/F0fn2mKsBAABgVA4dmCndf9dDC+sudA4AAMD2cWh/ef93+wPz2fl2AADQL0GfUCGdXNBnbbRBnxP1/I+SteGe2aDPRr6+mVY+6HO9UBgAAAD6t9gu79lajc19fTSdWcBhfinf0y13VuNPPn1X6bFnXXZOXHTO9KZqIiKlFN/8lAvifT/+/PjJlzwuG8j6z194efyP73lG7NvV6uu+B3aXn3d4VtAnAADVdnlmRfcIq7oDAABUSc/+7z79HwAAQFVcvn939titR+bGWAkAAACjlHv+t7JaxO33z4+5GgAAqkbQJ1TIymp5KEujNto/6s0+gz5zQaS9rp9o1KJZLw8CnVuy+iEAAMCw5FYYbDXLAyD7NdMqv36ux4r27//84Xhgbrn02LddfdGm6uGRJpv1+OEXXh4f+MkXxnc84+KYbJ7o0R+9bzp+79VPi594yeOiPsACIrmgzyPHBH0CAFBt58xMxNnTzdJjNx8W9AIAAFAV5+1pZRdQ0/8BAABUx4VnT8VEZqF0C/0BAABUx8XnzGTnTun/AADYrMZWFwAMT3u1PEizkQnKHJZe918b7rm8srEg0plWIx6ab5+2f26pPIQGAACAwaysFtHOLM4wmXlRtV9TE+VfP80v53u6t1x7Z+n+mYl6fMOTzt9UPZTbv7sVv/CKJ8XrXvr4OL7YiX27WgMFfK69T5nDxxY3WyIAAJzxDu3fFX9724On7feiJwAAQHWklOLQgV1xw51HTzum/wMAAKiOei3FZefOxE33HDvt2C0WegAAAKiMiUYtLjlnOm69b+60Yxb6AwBgszaX1ACcUVZyQZ8bCOYYxEQ9/6NkbbhnOxP0OdHoXd9MJhRmbrnTR3UAAACsZ6mTD91sNeubuvfMRPn1c0vlPV1nZTU+/MX7So9905MfFdOZHpHhmJ5oxIE9kxsK+YyIOJAN+lzaTFkAALAtHNq/q3T/LUdOf/kTAACA7Svb/x3W/wEAAFSJ538AAAA7w2X6PwAARkTQJ1RILkiz0SOIcxiaPe6/tqbOSnkQaa/rIyKmBwyFAQAAYDBL7fJ+MiKi1dhcT5kL5lzqrJYuWHHTPcdioV0ePPqtVx7cVC2M3oE9k6X7jwj6BABgB7j8QC7oxYruAAAAVZLr/249ov8DAACokkO553/6PwAAgErJvv+p/wMAYJMEfUKFlAWkREQ0ammk4zbq+fu3OydqWl0topOtr/ePoplWeSjM/HJ58AsAAACDWeqMLuhzplW+eENExN/ddfS0fZ+646HScycatbj6krM3VQujd2B3q3T//PJKHLdgBwAAFXfowEzp/rseWoj5ZX8fBgAAqIpD+8v7v9semI/lHs/dAAAA2F5y/d+t981l5/EBAACw/eT6v1sOH4+i0P8BALBxgj6hQtormSDN+mj/qDd73L+9uvqIf5aZaPQOIs2FwswJCAEAABiKpU5+IYXJZj6osx8XnDWVPfbr7/viafs+dfuDpec+8YI9MbHJ0FFG78Duyeyxw7OLY6wEAADG79D+8hXdIyJuPTI3xkoAAAAYpVz/t7JaxG336/8AAACqItf/LXdW484H58dcDQAAAKNy6EB5/ze3vBL3mA8FAMAmSEeAClnJhGk2ar2DNDerZ9DnydXpO5kQ0oiIRq33j6LpiUbpfkGfAAAAw7HYzi/O0NpkuOa5u1px5cVnlR77q5sOx6fveOgR+z51+0Ol51518dmbqoPx2L+7lT12+NjSGCsBAIDxO3j2dHaBgpvuOTbmagAAABiVS/bNRD3zXubn9H8AAACVcdn+meyxz31F/wcAAFAVvRZ6v0n/BwDAJgj6hArJhWmOOuizXkvZl1bbJ2tqr+RDY3oFhUZE7Gplgj6XV/qsEAAAgF6WOvn+qtWsb/r+//LvPSZ77D+/9wsP//uDc8vxpfvmSs+7UtDntjA1UY/dmT5e0CcAAFVXr6W47NzyyX7vvOHuMVcDAADAqEw0anHJOdOlx955vf4PAACgKqYnGnHhWVOlxzz/AwAAqI69U83Yv7tVeuwd+j8AADZB0CdUSGc1E/RZH23QZ0Q+TPRUwGc7E0IaETHR6F3f9ER5qMz8cqfP6gAAAOhlqZNfnGGysfmvj17wuP3x1IvOKj321184Etfe9mBERHz6joey97jy4vLrOfPs31P+YPuIoE8AAHaAZ156Tun+D37hSByeXRxzNQAAAIzKMy8r7//e//nD8cDc8pirAQAAYFRy/d97brw3ji60x1wNAAAAo5J7//Pdf3dPzC3JNgEAYGMEfUKFdFbLg1katdH/UZ+ol4/x1aDPfGjMevXtajVK9x9fWumzOgAAAHpZbJf3V/Vaikam3xtESile86LHZI+/4S+/EBERn7r9wdLj5+1pxaP2Tm66DsbjQGYFy8PHhBoBAFB9L7/ywtL9q0XEn3z6rjFXAwAAwKi8/Knl/V97pYg/1f8BAABUxrdmnv8td1bjXTd8ZczVAAAAMCq5/m9+eSX+/O/uGXM1AABUhaBPqJDOSlG6v15LIx+72cgFfRYn/5kP+sxde8r0RHnQ57xVLwAAAIZiqV3es7XW6dcG8fzH7o+rLj6r9NiHvnhf/O2XH4jrbn+o9PhVF58dKY2+t2U4DuwuD2X9wj3HYnW1/LsLAACoiqdedFZctn+m9Nhbr70risLfiQEAAKrg6Y8+Jw6ePVV67I8/JegTAACgKq45dG6cv6f8nbg/vu7OMVcDAADAqDzvsftj38xE6TH9HwAAGyXoEyqkkwnLaNbHEPSZGeNUwGc7E0La69pTZlr10v3HBX0CAAAMxVJn9EGfKaX40Rc/Nnv8V9/zhbj+jodKj12ZCQjlzLR/d6t0//s/fyS+4799PO58cH7MFQEAwPiklOKVVx0sPfb5e4/FZ++eHXNFAAAAjEKtluIVmf7vhjuPxhfvPTbmigAAABiFei3Fy6+8sPTY3972YHz5vrkxVwQAAMAoNOu1eNlTy/u/j916f9z10MKYKwIAoAoEfUKF5II+67XR/1FvZMZYfjjoszw0JiKiuU59M61G6f755ZU+qwMAAKCXpU55fzXZLF94YaOee/m58fRHn1167GO33h/HMgs6XHlx+TWcmR61dzJ77BNfeiC+4Q0fij/62ztifrkTRZFfGAQAALarb73ywkiZde7ealV3AACAynjlVeUT/SIi3qL/AwAAqIxXXZ3v//5Y/wcAAFAZr8z0f0UR8Tb9HwAAG1CengdsS51MmGaznplJOEQTjfKwzs7KicCOnkGfmWtPmZ4oD5aZXy4PgAEAAGAwi+3ynq21Tr82qJRS/OiLHhv/6Hc+0fc1jVqKJ124d6h1MFrPufzcnsePLXXiJ99yQ/zkW26IVqMW+2Ym4pxdE3HOTOvEv3f9Wrtv92Qz6rXRf88BAACbccFZU3HNoX3xkZvvP+3Yn3767vjX3/j4aNatyQkAALDdXbJvJp7+6LPjk19+8LRjf/Kpu+K1L/kazzUAAAAq4PIDu+MpB/fG9XcePe3YW6+7K17zosdGTf8HAACw7T3hgr3xNefvjpvuOXbasbded1f88Asvj5RbCR4AAEoI+oQK6awWpfvH8aJoLkz0VMBne6W8togToS297GqV/6g6viToEwAAYBiWOiul+1uN8oUXNuPZh/bFMy49J/7mSw/0df4VF+yJyebw62B0vub83fEDz7ss/r8P3rruuUud1bj76GLcfXSxr3unFLG71Yi9083YO9WM/bta8azL9sW3P+2iOHtmYrOlAwDA0LzyqoOlQZ/3zy3HBz5/JF58xXlbUBUAAADD9oqrDpYGfd47uxQfvvm+eP5j929BVQAAAAzbK646WBr0eddDC/GJLz0Qzz60bwuqAgAAYNheedXB+I9/9rnT9n/pvrm47vaH4upLzt6CqgAA2K5qW10AMDydk6Ga3Zr10f9Rz43x1aDP8tp6XXvK9ER50OdiezVWMuGmAAAA9G+pU96ztZrD7ydTSvFjL35s3+dfedFZQ6+B0Uopxb/6hq+J17/ySTEzMdyQ1qKImF3sxB0PLMTf3TUb7//8kfiFP78prvr598bL/t8Px4/84afi1977hXjrtXfGx265P249cjzmly0UAgDA+P39J54f05m/D//xdXeOuRoAAABG5Zue/KhoNcqfqen/AAAAquNbnnJBNOup9Jj+DwAAoDpeduUFUa/p/wAAGI7y9DxgW8qFXuaayGFqZMI6l9cJ+qzX0rr1zbTyoSBzy53YM9nss0oAAADKLLZXSvdPNoYb0njKsy7bF8++bF987Nb71z33youtcrgdpZTiHzz94nj2ZefGj//Rp+OTX35wpOMVRcT1dx6N6+88Wnp8d6sRB/a04vy9k3He7sk4sGcyzt/TivP2nPz3vZOxf1crJjITcQEAYFDTE434hic+Kt5a8lLn+z53OB6aX46zpie2oDIAAACGac9kM77+CefHO66/+7Rjf/HZe+LYYjt2e8cRAABg2zt7ZiL+3tcciL/47L2nHfuzz3wlfvZlT4jpCdN1AQAAtrsDuyfjeY85N97/+SOnHXvH9XfH6156RUw2RzPnDgCA6vHkACqkvVIe9NkYQ9DnRGZFws7JmjqbqG2mlf9RNb+0IugTAABgk5Y65YsztJqjCz380Rc/Nj72/31s3fOuEvS5rV28bzr+8PufHb/9wVvj1977+ex3F6N2bKkTx4504pYjcz3P2zczEQfPmY7nP3Z/fMczLopH7Z0aU4UAAFTRK6++sDToc3llNd5x/d3xT5796PEXBQAAwNC98qoLS4M+F9ur8Wef+Ur8g6dfvAVVAQAAMGyvvOpgadDn3PJK/MVn74lvvfLgFlQFAADAsL3y6oOlQZ+zi5143+cOxzc9+VFbUBUAANvR6NIagLFbWd26oM9mvfzHSXvlRFjM8kp5aMxE5rq1ZnqsZji33OmjOgAAAHpZameCPhuj++roGZeeE8+9/Nye5+ybmYiLzhG0uN3Vayl+8AWH4u0//Nx40eMPjOV7io26f245rr/jofiN930xnvv698cP/e9r4+O33h9FsTUBpQAAbG/PunRfXHhWeU/zluvuGnM1AAAAjMpzLz83DuxulR5767X6PwAAgKp4weMOxDkzE6XH9H8AAADV8aLHnxe7J8tzTsoWgAcAgJx8eh6w7bRXy4NZGn2EaW5WLujzVMBnZ6U8EKPZR2jMTKuePTa3JOgTAABgs5Y6K6X7W818PzYMP/rix8SHb74ve/zKi8+KlM7cUEgGc8UFe+J3/p+nx/GlThyeXYwH5pbj/rnleODkr/uPL8eD86f2LcUDx0/8+1Kn/PuOUVtZLeLPPnNP/Nln7onHnbc7fu5lT4hnXrZvS2oBAGB7qtVSvOKqC+M3/+rm045df8dDcfPh43H5gV1bUBkAAADD1KjX4uVXXhi//cFbTzv2N19+IG6/fz4u3je9BZUBAAAwTBONWnzLUy6IN330y6cd+8gt98XdDy3EBZmFAAEAANg+Jpv1eOmTL4j/8ze3n3bsr79wJI4cW4r9mYUAAQBgLUGfUCErq+Vhmo3a6ENRmvXyMdqdEzW1VzIhpH3UNj2R/1E1t1QeRgMAAED/FtvlPVurj8UZNuPqS86J5z12f3zwC0dKj1958dkjHZ+tsavViF37d8Vl+9c/tyiKWGivxP3Hl+Oh+XYcXfjqrxu/cjT+/DP3xP1zyyOv+fP3Hot/+N8+Hr/8qqfEq64+OPLxAACojldcdbA06DMi4o+vuzNe+/e/ZswVAQAAMAqvvOpgadBnRMQff+rOeM2LHjvmigAAABiFV151sDTosygi/uTTd8UPveDy8RcFAADA0L3q6gtLgz5XVot4+6fviu/72su2oCoAALab0aY1AGPVWckEfdZH/0e9mRmjs3oiLGY5E/SZu26tei3FZLP8vPnlTp8VAgAAkLPUKV9EodWoj3zsH33RY7LHrrz4rJGPz5ktpRTTE4246JzpeNLBvfHcx5wb3/TkR8U/eubF8fMvf1J87Ke/Lt78A8+OX3zFk+KfPf9QfOOTzo8rHrUn9kwOf32jooj4iT+6Pl75Xz8a/+vjt8VXji4MfQwAAKrn0nNn4upLyhcxeNun7sou5AcAAMD28rjzd8cTL9xTeuyPr7srikL/BwAAUAVPvHBPPPa8XaXH3nrtnfo/AACAirjq4rPj0nNnSo+99bq7xlwNAADb1fBnvANb5lSoZrdGLY187FxgZ/tkwGcuhLRZ76+2Xa1GLLaXT9t/fEnQJwAAwGYtdcr7yVZj9AtHXHnx2fGSJ5wXf/HZex+x/7JzZ+KZl+4b+fhsbxONWjzj0nPiGZeec9qxheWVOHxsMe45uhj3HluKw7OLce/sYtwzuxT3zi7G4dnFuGd2MRbb5f//51x724Nx7W0Pxuv+JOKcmYnYv6sVB/a0Yv+uVuw/+c8Deya/un93K3a3GpHS6L+fAQDgzPSKqy6Ma2978LT9Xzm6GB/64pF4weMObEFVAAAADNsrrzoYf3fXjaftv/2B+fjYrffHNYfO3YKqAAAAGKaUUrzyqoPxC39+02nHbjkyF9fd/mBcfcnp77MBAACwvaSU4hVXXhi/+t4vnHbsc1+Zjc/ceTSedHDvFlQGAMB2IugTKiQXptnoM0xzM3JBn8udEzWdCvzs97pu0xONiDg96HN+eaW/AgEAAMhabJf3VpPN+ljG/5Vve0o8OPe38TdffiAiIg6ePRX/+R88NepjWLiC6pqaqMcl+2bikn3lq2dGRBRFEbOLnZMhoEvxua/Mxh/8ze3xpfvm+hrjgbnleGBuOT5/77Ge5002a3Hensl4ysGz4vmP3R9f+9hz48DuyYE+DwAA29dLn3xB/Ow7bozlkkUWfuqtN8Qf/9Bz4sKzpragMgAAAIbpW55yQfzHd30uOqunv8v5E2++Pt72w8+J8/Z4PgAAALDdvfzKC+P1774pStq/eM3//XT88Q8+J/bvbo2/MAAAAIbq5Zmgz4iIf/mHn4q3/uA1cc7MxJirAgBgOxH0CRVS9nJoRESj1l+Y5mY0M2GipwI+Nx/0WR4uM7fU6et6AAAA8pZKwmYiIlqN0feTERG7J5vx5n/27Pj8Pceis7oah/bvGlvIKDtbSin2TjVj71QzHnPe7njuY86N733upfHhm++LN/zlF+K62x8ayjiL7dW47f75uO3++fjT6++OiIjHnbc7zts7GWdNNeOs6WacNdWMvdMTX92ebsbeqYk4f+9k7Gr5GhcAYDvbO9WMF19xXrzrhq+cduze2aV49e/9Tbzln10Te6ebW1AdAAAAw7JvVyte8LgD8Zefu/e0Y3cfXYxX//dPxpt/4Fmxe1L/BwAAsJ2dt2cynvuY/fHBLxw57dgdDyzE97zpk/GH3/+smPHeFwAAwLZ20TnT8azLzomP3/rAace+dN9cfO//+GT8wfc9K6YyeSgAAOBJAVRIJxOm2aiVh3AOUy6ws7N6KuizPIQ0FxDaLRdoMbe00tf1AAAA5GWDPpvjCfo85XHn7x7reFCmVkvxvMfuj699zLnxs++4Md700S+PZJzP33ssPn/vsb7OPWdmIi46ZzouPmc69s1MxNREPaaaJ35Nrvn3qYlaTDUbjzi+b9eEF8YBAM4A3/mMi0uDPiMivnj4eHz///rb+J/f+4xoNbzsCQAAsJ39o2deVBr0GRHxua/Mxg/+/nXxe69+ekyMacE9AAAARuMfPeOi0qDPiIjP3HU0/vkfXBf/7bueFo3MnDsAAAC2h+94xsWlQZ8REZ+6/aH4kT/8VPzXf3x11MeQ6wIAwPZjhjdUSHu1PEyz0WeY5mbkgj6XOydqamdCSHPXdZvOBFLML3f6uh4AAIC8pXb5IgqTAmbYwVJK8TPffEU89aKz4hf//Ka4Z3Zxy2p5YG45HphbjuvveGhD158zMxEHz56Kg2dPxdMuOSdefuWFcc7MxHCLBACgp2suPze++SkXxDuuv7v0+Ce+9ED8+Juvj9/4h1dGzcueAAAA29YLH3cgXvKE8+IvPlse9vnhm++Lf/XHN8SvfttTIiX9HwAAwHb1kiecHy983P54/+fLwz7f//kj8bq3/138p299kv4PAABgG/vmJ18Qf/S3d8aHb76v9Ph7brw3fvYdn42f/ZYn6P8AADiNoM8zTErpUEQ8IyIORsRERDwYETdFxEeLotiyNIF0opu4KiKeGhEHTu6+NyKuj4jriqIoT5hkrFZyQZ+10a/812yUN5ynAj47mwz63NUqD5c5viToEwAAhu1M7U0ZnaVOec/WalpJnp0tpRQvv/LC+JanXBA33HU0/vLGe+O9N94bn7/32FaXNpBTQaE33Hk0/uwz98TPvfPGuPCsE8GfF5w1FbtajZieqMf0RCNmWl/951SzHjMnj+1qNeK8vZOxZ7K51R8HgC1wpvYI43x+lVLaFxHPiYhDETETEXMRcUtEfKQoivuHOE7lPhNf9cuvenLc/dBCXHvbg6XH33nDV+KCs6biX3/j48dcGQAAnKD/0/+xeSml+M//4KnxHb/98bj+zqOl5/zxdXfFhWdNxY9//ePGXB0AAJyg/9P/sXkppfjNf3RVfPtvfSxu/Mps6Tn/52/uiAv2TsW/+LrHjLk6AAA4Qf+n/2PzarUU/+U7T/R/uflE//Njt8WFZ03FDzz/0JirAwDgTCfo8wyRUnp5RLwuTjRuZY6nlN4UET9bFEV5zP9o6mpGxI9ExGsi4sLMaXemlN4QEb9RFEV7TKXRpSiKfNBnffSrPjQzYaKngj6XVzZX2/RE+Y+r+eWVvq4HAADWd6b2pozeUru8t2o1yhddgJ2mVkvx1IvOiqdedFb8xEseF3c/tBC3HpmLI8cX4/DsUhw5thSHj53652IcObYUs4tn9uIkdz20EHc9tDDwdbtbjTh/72RMTdSjllLUUkS9lk7+e4p6LUU6ua+eUqSUol6LE8dPntespThreiL27ZqI/btasXuyERONWjTrtYf/2WrUHrFvol57OIQUgPE5U3uEcT6/Sik9JSJ+LiJeGhFlD0NWUkrviojXFUVxwybGqdxn4nSTzXr8znc9LV75Xz8at943V3rOb3/w1njU3sn47udcOubqAADYyfR/+j/933BNTzTid1/99HjFGz8atz8wX3rO/8/efcdJmhX0/v+e7p6etLM554XdBXYXWLIsacmCKKgIKtcABsyiXhH8eUWvXhGzqJiIXq+i3ouCSo5LDsKS4+YAbN6dndTT3ef3R3XP1NRUd1dVV1dXVb/fr1e/Zp5T9TzPqZ6p6v50VZ/6s3d/LacctTXf/7AzBzw7AAA2Mv2n//Rffx2xeSqvfe5D8p2v+NCSr8X6w3d8JScftSXf8+AzBjw7AAA2Mv2n//Rffx21dVNe89zG83/fuKv9GrkvfcuXcvJRW/L0i5f6bwAAwEbkt6LXWSllc5JXJXnOClc9IsnPJHl2KeWZtdbLBjC3M5K8MckDVrjq6Un+IMn3lVKeXmu9Ya3nxuFml1jkM0mmJgaw0Odk+4U+ZxcW+Fxc8LPV9BL7tdo+3X5xmV37hnvRDAAAGAXD3KYMxr7Z9s22eaqzZoON5tSjt+bUo7cue529++cOLAD6zbv25mNX3ZbLvnLzkgs6jYqd+2az86a71+38WzdN5oQdm3PSkZtz0WlH5R7Hb8/xR2zOsduns2XTZKanDi4SOj01kc2Tkwf+PjmAn5EBjIthboRBPn9VSvn5hWMs95zqZJLvSPLUUsov1lr/rIfzjN1tYmnHbJ/O65730HznKz6UW+7e1/Y6//M/vpDP33hXfuGJ5+e0Fb7vBACA1dB/B86l//Rf3x1/xOa87nkPzXf/5Ydy266Zttf5tX/7bD5z/R15wRPOz8lHbRnwDAEA2Ej034Fz6T/913cnHrklr3teY7GXpd4c+kVv+Gwuv+6O/Pzjz8uJR+o/AADWjv47cC79p//67tSjt+a1z3tIvucvP5ydS6xz8kv//On81zW352cfd15O2LF5wDMEAGAYWehzHZVSJpL8U5Knt1w0l+TaJHcmOSfJUU2XnZDkLaWUJ9RaP7yGczsxyXuS3LPloj1Jrkzj3R3OSdL8zNKDkrynlHLJIN+1g4bFBTXbmepwMc3V2DTVfqGEmYUFPmeXWOhzarKzBRa2b27/cLVrxkKfAACwGsPcpgzO3v1zbce3bGr/pgvAyrZsmswZx27LGcduS5I89b6nJEmuu213PnLlrfnmXXtzx+79uWPP/tyxe3/u3DNzYPvO3fsP/EyFQ+3ZP5drb9uda2/bnY9ffXtX+27ZNNFYJHTHluzYMpXJiZKJUhp/TpRMLv69lExO5NDLy8Hxw6/b+Ng2PZnt01PZOr2wuOhkY4HRTZMT2TRZsqlpe/PURLZvnsoRm6csQAoMnWFuhEE+f1VK+cUkf9jmoq8nuTHJqUlOaRqfSvLyUkqptb68i/OM3W1iZWccuy2v+eGH5Nl/8+Hsnjm8x2pN/u9/XZ83ffrG/OC3nJWffuy5OWb79DrMFACAcab/DpxL/+m/NXPO8dvzqh96cL7vbz+SvfsP/7n/fE1e//Hr8q+fuiE//Iiz81OPOTdHbdu0DjMFAGCc6b8D59J/+m/NnHvijrzyhx6S//bKj7Z93dfcfM3/+ei1ecMnb8jzHnl2nv+Ye+bILfoPAID+0n8HzqX/9N+auffJR+avf+BB+aHXfCz726zxMjtf83cfvib/97+uz48+6h75sUedkx36DwBgQ7PQ5/r65RweyX+V5LdqrTcmB2L66Un+JMmZC9fZluSfSykX1VrvXKO5vTaHBuXeJC9K8re11t0Lc9ue5MeT/E4OxuV5SV6dxrs8MECz80sv/jA1gMUCppdYTHT/wpOTM0ssRLqpw0VIl1zoc1/7xWgAAICODXObMiD7Zts35eaptX/jCNhomhf/XEqtNXv2z+WWnTO5/vbdue72xsKWN96xN3fvm83e/XPZMzOXPfsbH3tn5rJ7YWyp+zPJ3v3zue62Pbnutj3rPZVD7NgylRN3bM5RWzdlx5ZN2Tw1kanJkqmJiUwtLCI6Ndn4+6bJiWzfPJntm6eyaXIiEyUpSUopmWj8ZWFs4c/SuKwkmShlYbvx9zSNTSxcpzRtT02WbJ6ayOapyWyaXJjHxMSBhU0Pzq1ky6bJbN002fHP+oChN8yN8NoM4PmrUsolSX6vZfi9SX6p1vrJpus9OI13R39M0/X+sJTykVrrxzq7SWN5m+jAfU8/Kn/xnAfmR1/3iczNt38ebWZ2Pq/8wFX5p49fl+c/5h553iPPybZpT/EDANA3+k//6b8BeMCZx+TPvu+Bef7//kSWyL/sm53PX7/vyvzjR6/NT156bn74krOzddob8gEA0Df6T//pvwF46DnH5o+ffXF+5h8/mbpE/+3ZP5e/eM8V+T8fvTY/fem5+YGHn+UN2QEA6Cf9p//03wBccu7x+f1n3j8v+KfLl7zO7pm5vPxdX83ff+Sa/Mxjz81zvuXMbJ7SfwAAG5HfAlonpZTjkvx/LcMvrrX+bvNArXU+yb+WUj6W5ANJzl646PQkv5jkJWswtycleUrT0P4kT661XtYyt11J/riU8skk70iy+DYC315KeWyt9T39nhtLm11iIc0kmZpc+4U+l1pMdHGhz/1t3o0wWXqB0Fbbl3jR6q59sx3tDwAAHG6Y25TBmZ2bz+wSv1VooU9YH6WUbJueypnHTeXM45ZfFLTV/HzN3tnGop87987mxjv25Prb9+QLX78rb/7s13PTzn1rNGt6tXPvbHbuHY+fcW2emsiWTZOZnprIpoUFSjdNNhYoXVy8dNNkyXTTAqKNJUYbC5Ae8mcO/KX5j5SFKxzcXv7yxb9smpjIlk2N+S0ujHpw8dPG9mQp2bxwne3TU9m8aSKbJicyWUomJhavd3DfqYmSTVMTBxZObTev5ttS2vwI9bDbm8UFWpPNU40FVCcmDl6nNC3uurgAa+u+S2k3pySN2z5RDnzu2NiGuREG/PzV7ydpfmLi35M8s9Y603KuTyzM6w1Jvm1heGph/+YXSm6Y20R3HnuvE/PS77xvXvj/PrPs9Xbum80fvP0red2Hr8n3PuSMPOmCk3PRaUd67AYAoGf67wD9p/8G4okXnJTffPpF+R//9rllr3fX3tm87K1fyms/dFWe/ZAz8+QLT8oFp+g/AAB6p/8O0H/6byC+7X6n5Bt3XZDf+o8vLHu9O3bvz/968xfzmg9elWc95Iw8+cKTc++Td+g/AAB6pv8O0H/6byCe8YDT8vU79+Zlb/3Sste7bddM/ud/fCGv+sBVjdd/Xnhyzj/pCP0HALCBWOhz/bwwyY6m7cuSvGypK9dabyil/GiSdzYN/0Ip5eW11lv7PLffatn+3dagbJnb+0opL0vya03Dv53kEX2eF8tYalGWZOlFOPtp0xKLvywuQDq7xEKfnS5Cum1z+4er3TNzHe0PAAC0NcxtyoDMLNFrSbxTPIygiYnGIqHbpqdy3BGbc/bx2w9c9utPuyBfu/nuXHfb7sbH7Xty++6Z7N43l10zs9k9M7fwMZtd+xp/+tkL3dg3O599s0t/XWF4ldL4OXIpjSVAFxdBnVjcnmgscLrUQqtpXbC15fLDFnQ9cHnjb5s3TRzyplC1JjU1deHH3pMTJZs3TWZ6shyY28EzlwPXaf548oUn55kPOn1Vn5cNapgbYSDPX5VSnpLkkqahW5P8SOsLIpvOM1NKeV6SLyQ5bmH40aWUJ9Za37HcuTKet4kuPeshZ+Tmu/fl99/25RWve/POffmzd38tf/bur+W0o7fmiReclCddeFIeevaxmerwzfUAAGCB/tN/+m/AfuBbzsotO/flT9/11RWv+8279uXl7/pqXv6ur+b0Y7bmSRecnCddeFIecvaxmRzA60EBABgr+k//6b8B+5FHnpObd+7LX73vihWve+Ode/Mn7/xq/uSdX82Zx27Lky44KU++6OQ88Mxj9B8AAN3Sf/pP/w3YTzzmHrl55768+oNXrXjdG+7Ykz98x1fyh+/4Ss4+bluedOHJefKFJ+UBZxyTCf0HADDWLPS5DkopE0me2zL8G7XWpVdqTFJrfVcp5f1JHrUwtCPJs5L8ZR/ndt8kD20a2pXGOzSs5PeS/EKSxZUDLiml3KfW+sV+zY3lzc4v/Qv0UxNr/4t9m5b45cHFBWP2z7X/773Ufq22T7d/uNo1M9vR/gAAwKGGuU0ZrL37l+7JzZssFAPjZGKi5PyTduT8k3asfOUF8/M1e2fncuvdM/n6nXvz9Tv35Ka79mWu1szN18zP18zXZK7W1IWxxt/TuLw2rjNXG9ebn6/ZNzufW3fN5Na79+W2XTPZPTOXmdn57J+bX/bNbIC1U+viz3DH5z54j6aFjunMMDfCgJ+/+tGW7b+otd683ElqrTeVUl6R5H+0HGfJF0WO422idz/92HNz/kk78jtv/mKuumVXR/vccMeevPZDV+e1H7o6R2/blEefd0Lud/pRue9pR+XC047KEUu8iR4AAOi/A/Rf9N+g/cITz899TtmRl77lS7nm1t0d7XP97Xvy6g9elVd/8Kocu306jzrv+Nzv9KNzv9OPygWnHJnt+g8AgCXovwP0X/TfoL3oKffORacdmd99y5dy/e17Otrn2tt255UfuCqv/MBVOf6I6Tyq6fm/C049MtuW+N06AADQfwfov+i/QSql5Ne//YLc7/Sj8ntv/VJuvHNvR/tdfevu/M1lV+ZvLrsyxx+xOY8+//jc77Sjct/Tj84FpxyZrdOTazxzAAAGyU/318clSU5o2r4yyXs73PdVORjKSfKM9Hcxlae3bP9zrXXnSjvVWneWUv4lyQ83DT8jiYU+B2R2iYU0kwzkHfyml1iwc/+BhT7bLxzT8UKfm9vH6K59FvoEAIAeDXObMkD7ZueWvGzzlCcGYaObmCjZNj2VbcdO5Yxjt635+ebma/bPzWdmbv7A4p8zs42PO/fsz8079+Wmnfvy6evuyNW37sotd8/k5p37smf/0o9lwMY0iJ+Lj6FhboSBPH9VStmc5Mktw6/ucI6vzqEvinxKKWV6qXdNz3jeJlbhiReclEvvdUL++RPX5U/f+dXctHNfx/vesXt/3vTpG/OmT9+YJCmlseDx/U4/OheeemTuecIROfO4bTn9mK06DwCARP/pv8PpvwH61otOyePufVJe//Fr8/J3fTW33N35p/m2XTN54+U35o2XH+y/c084Ivc97ahcdNpROeeE7Tnr2G05/ZhtmZ7yhn4AAOg//XcY/TdAT7vfqXniBSflHz56bf7s3V/Lbbs6/zTfcvdM/vVTN+RfP3VDkmSiJOeeeEQuOq2x8Oc5x2/PWcdtz+nHbO34d/MAABhr+k//tdJ/A/SMB5yWb73o5PzvD1+Tv3jv13LH7v0d73vL3fvyhk/ekDd88mD/nXfijtz39KNy0alH5pwTjshZx27LafoPAGBkWehzfXxby/Y7Vno3jObrtmxfWkrZXmvd1Yd5JYfP7e1d7PuOHBqVT0vy0tVOiM7Mzi/9X2gQwTY12f6XphcXIF16oc/Oftl6qXed3z9XMzM770WpAADQvWFuUwZo3/72vZYkm7UWMGCTEyWTE5PZsqm7BahmZg8uDrr4sW92LvsWxvftn8+de2Zy0859+eZde7Nv/3zmas38fM1crZmbz4G/H/izLoy1jM/N18wv/jmfzNWa2bn57Nk/l1375rJn/1z2L85nbj4df3UF+spCnz0Z5kYY1PNXl+bgO6UnyZdrrdd0cpJa69WllK8mOW9haEeSx2Tpd0Afx9vEKm2anMhzHnZWvusBp+fVH7wqf/W+K7Jzb/dveldrcsXNu3LFzbsO/PJf0lgA5tSjtubMY7flrOO25bSjt+bEIzfnxB1bcsKOzTlxx+Ycd8Rmj6EAAONP/+m/Q+i/wZuemsgPPvzsfPcDT8+rP3BV/vqyK3N3D296Xmvy1ZvuzldvujtvaOq/iZKcctTWnHVcU/8ttN8JOzbnxCM357jt+g8AYAPQf/rvEPpv8DZPTea5jzgn3/PgM/K3l12ZV77/yuya6f4Njedr8pVv3p2vfPPuA4u/JI3+O/XoRv+deWxj4c8TjticE45sPPd34o4tOXb7tP4DABh/+k//HUL/Dd6WTZP5sUffI89+6Bn5m/ddmVd94Krs2d9b/335mzvz5W/uzP/9r4PjkxMlpx69JWcduz1nLjz/t/i6z8XnAY/bPp0J/QcAMHQs9Lk+Lm7Z/lCnO9ZabyylXJ3k7IWh6SQXJPn4aidVSilJ7tfr3JJ8sGX7/qWU0sUPAViFufmlF2YZxJNxSy0mOrOwwOf+ufb/DTpdhHT79NIPV7v2zWZ6arqj4wAAAAdc3LI9FG3K4O2dXfpJw24X2gNYL9NTE403gtm83jM53Nx8PbAQ6f6Fjz0zjUVBd+7bn5vu2pc7ds/krr2z2bl3f/bP1czOz2duvjb+Pjef2fma2bmambn57No3m10zswfeYGe+1tS68Gcav9hdFxYqrakL24eOzTeNNfZZHDt4rP0L84ZR5ZdUenJxy/ZQNMKAn7+6eBXnWTzXeU3bF6fNiyLH8TbRX1unJ/PTjz03z3nYmfnL916R13zo6r58Xa41ueGOPbnhjj358JW3tr3OREmO3b45xx8xnWO3Nz6O2z6dY7dvzlFbp7J9c+Nj2/TkwT+np3LElqkcu82LRAEARsTFLdv6T/8tnkv/Ddj2zVP52cefl+d8y1n5i/d8Lf/7w9cceM3lasw39d+Hrli6/447YvNC8x3af0dv23Ro97X033Hbp9P47w0AwJC7uGVb/+m/xXPpvwE7YvNUfuGJ5+cHHn5W/vzdX8v/+eg1S/6uXTfma3L97Xty/e178sG077/JiXKg/Y47otF9i9tHbV26/3Zsmcqx+g8AYFRc3LKt//Tf4rn034AduWVT/vuT75UffPhZefm7v5rXf+y6zM6vvv/m5muuu21PrrttT/K19tdp7r/jj9h8yHOAR23blG3TU9k+PZltmxf+nJ7K9s2T2bFlU47Ztkn/AQCsEQt9ro/7tGx/ocv9v5CDobx4vH4spnJWkm1N27tqrdd2unOt9ZpSyu6mY2xPckaSjo9B75Z7cm/T5NoH1fQSC3buP7DQZ/sXn051utDn5qUXl9k1M5tjtlvoEwAAujSsbcqA7du/9C8Lbp7qrNkAWNrkRMnW6clszegtnjw/31hcdHa+Zm7hY3ER0tm5urAY6Xz27p/P7pnZ7Nw7m/1zi4uaNhYp3b/49/nGn4uLne7bP3/gZ4aLP9lcfHlSXRg5uH3o5Wm9vIP9Zufns3f/XPbNzh9Y1LR5kdT5mswuzH33zFx27Zs9sLjq4nXm5g9ef25hX4bXpBca9WJYG2GQz1/143Ow3PEWjeNtYg0cvW06L37qffJjj75H3vLZr+ftX/hmPnzFrX150edS5mtyy937csvd+7red3pyIqcevSWnHr01px29NUdt3XTga+bcfOPr5/x8Xfi62lhUZtv0ZLZMT2bbpqls2TSRqcmJTE2UTE6Ug39OlkxONManJko2b5rM5oWF3qcmSiZK42NyomSiJBMLY5OlZGKi8caDmyYPXj/Jwj6NP0uJF6gCABuN/tN/7ei/dXTs9un8j6ddkOc/5h55y2e/kbd/4Rv5yJW3ZW6N++/mnfty884e+m9qIqcdvTWnHr0lpx29NUdu2dTUfFmy/7ZONxaM2Ty1cv9tmpw40H76DwCgZ/pP/7Wj/9bR8Udszm98x4X5yUvvmTd/9ut52+e/kY9ddVvWMP8yN19z0859uWkV/bf4sWPLVNv+m1vYnpxItm462H9bNk0c6LyV+m+xASc77L/pyYls0n8AAIv0n/5rR/+toxOP3JLffsZ989OPPTdv/uw38rbPfyOfuHqQ/bezq303L/bfMY3+O2Lzyv23bXoqWzZN9r3/JhfGJiYar0vd1NR/pSQl+g8AGC0W+hywUsrWJGe2DF/X5WFar3+v3me07HG6ndfiPs3HuVc2yEKft969L3/z/isXguNggBwSIRMlZSEWFpUc3FiqHzrJihvv2LPkZZMTax8mm5ZYsHPf7Hxe9tYv5epbd7W9fLrDRUi3TS/9cPWGT96Qk47c3NFxAICN7V4nH5mLzzh6vacB627I23To3XTX3rzsrV9u/FLZZMn01MQhvzQ2vfDnxMTB4lvsvcWR1fTfYfv0sNP+uZrdM7PZtW8uV93SvtcSC30CbHQTEyVbJkZvgdJBWVzodKWFRhtjtc1YDrvi4jHma7J3/1z27J87uG89eNUDi602rTba/EbOra//OXRR0kMvnZ2rmZ1vfNSFxdhqFhc1zcKCqI1fyF/udra+kfSSn5eW/eZrzb7Z+czMNk5QkoUX4DRedFNrY277ZhcWmW1+dVPT53VxAbm5hc/L/bVfV4a8EQb5/NVqz9Xp52AcbxNr6PgjNucHHn52fuDhZ+fO3fvzni/flLd9/ht575dvzp79c+s9vQNm5uZz9a27c/Wtu9d7Kl0r5eAv/5VSDiwqOjU5cWCs5NDrlKYXih54wWgOHWt+kWrr88bzC4uRzy68oePBF502fn5w4GcJC+c++LOFg2M5MH7w/ItjJY0XupaFF722fo1dPFbzDyOWeu66+UcPh89v8RyH/9zjkHM17Vea9itNJ2m+fH7he5IsfD/S/Llovn7rXA/7t136opa5Ns/z8IMudZylf8ZTlr1eu90mWl6IvGiphfGbx9pZ/D+10nlXstrXQXfymojlz18yWRqfh14W21+L13F3e8ilXky+0tza/V9c0Vq/I0Gb+QzbS+U7vV8235daL1svg/q9g+bTLPU/Zjg+I+21fp4uOu2oXHjqUeszmRGk//p2Lv3Hmjhxx5b80CVn54cuOTt37J7Ju7/U6L/3feXm7F3mzfsGbWZ2PlfdsmvZ5xmHVSf9N9H0fXm/+++QNtqI/dfUYOPYf+2uo/+6Ob/+64r+03+dnKfp7+PQf/c7/ejc55Qj12cyI0j/9e1c+o81cdKRW/LcR5yT5z7inNy2aybv+uI38/YvfDOXfeXm7JvVf/2wVP9tmpw4rG/62X/75xqvbxmV/mtupX73X2t/6b+D4/pP/3VF/+m/Ts7T9Pdx6L8HnHlMzj9px/pMZgTpv76dS/+xJk45amt+5JHn5EceeU5uvXtf3vXFm/L2L3wjl331lgOvnx8G+2bnc+Utu3Kl/juwvdr+a+60TvuvuWdGrf+a91vsv1oP/p5Jv/uvtLnt49J/rT9HWO68K9F/bY7Z9Rz03yDpvw7O0/T3cei/B511bM498Yj1mcwAWehz8I7PofeF/Ulu6vIYN7Rsn7iqGS19nOt7OMYNOTTw+jW3oXfbrpn89fuuXO9ptLXUIpz9NLXEgp21Jn/53iuW3K/TuR2xeemHqz96x1c6OgYAwPMffQ8LfULDMLfp0Lt99/78v0/2ksyjZfEX2gCA9hpv9GQhVMbGMDfCIJ+/Wu25Ov0cjONtYkCO2rYpz3jAaXnGA07L3v1z+eDXbsnHr749n73hjnz2+jtz197Z9Z7iSKoL7zjfWDa1Zmad5wMAdO6Xnni+hT67o//6cy79x5o7ett0vuuBp+e7Hnh69szM5QNfuyWfuPq2fPaGO/PZG+7MTv3XE/0HAKPrxU+5t4U+u6P/+nMu/ceaO3b7dL7nwWfkex58RnbPzOb9X70l/3XN7fnM9Xfk8zfclZ379F8v9B8AjK6XfPsFFvrsjv7rz7n0H2vuuCM251kPOSPPesgZ2bVvNu//6s35xNW357M33JnP3XBnds0Mzxu/jxL9BwCj63e+874W+mRNtP6v2l1r18spty6B36//qa3H6WWp/b7PrZRyYpITutztnqs9b7fm1npV7FWYnFj7dZZ7XUy000VjtmxqvFv6/PB+mgEAYJQMZZuOSv/tnxued8tbS5unLPIJALCBDGUjLHGctXz+arXnGtR5BnmuNfl3HZX+G3ZbNk3m8fc5KY+/z0lJGu96fe1tuxuLvlzfWPjlypt35Rt37V3nmQIAMET0X3/Opf86pP/6Y+v0ZJ54wUl54gWN/pufb/TfZxZ+6e+z19+ZK2+5O9+8a986zxQAgCGi//pzLv3XIf3XH9ump/LkC0/Oky88OUmj/66+ddchz/9ddcuu3LRT/wEAcID+68+59F+H9F9/bN88lW+96JR860WnJGn031W37jrQfov9d7P+AwAYeRb6HLzW+Onlt6r2rHDMXg3r3H4qyUv6cJw1NTs3vCtQTg1goc9eF4DZPj3Z0fVKKdk+PeVdCAEAoD/03yrsm90YC33u2LJpvacAAMDgDGsjtDvOWs5tteca1HkGea61+ncdif4bNaWUnHXc9px13PY87X6nHhjfu38u1922O9fetjvX3Nr489rbduemnXtz0137csvd+7zZHgDAxqH/+nMu/dc5/bcGJiZKzj5+e84+fnu+4/6H9t+1t+3OtbfuzjW37c61t+5a6L99uXmn/gMA2GD0X3/Opf86p//WwMREyT1OOCL3OOGIPP3i0w6M75mZy3W3N577u2ah/a5b6L+bdu7LrfoPAGAj0X/9OZf+65z+WwMTEyX3POGI3POEI/KMBxzsv90zs7nutj0H2u+aW3fnutt356a7Fvpv1750vbQvAAADZaHPwdvSsj3TwzFal9zf2uNcWg3z3Ibe3JA++3Xf045KKWu/0Od5Jx2RrZsms2f/XFf7PfScYzu+7v3OOCof/Nqt3U4NAAA4nP5bhf1zG2Ohz4ff87j1ngIAAIMzzI0wyLmt9lyDOs8gz7Vh22+cbNk0mfNO2pHzTtrR9vK5+Zrbds3kpp17FxZ+mcltu/bl1l0zue3umdy2aya37prJrn2zjY+ZuezaN5vZIX1+FACAZem//pxL/zGUtmyazPkn7cj5y/Tfrbsai37etHNfbtm5L7ftOth9zf23W/8BAIw6/defc+k/htLW6c7676a7Dr7xg/4DABhb+q8/59J/DKVt01O518k7cq+T2/ff7Nz8wus/9+WmnXsXXv+50H0LrwW9bff+3L13f3YvtN+umbmhXR8HAGAcWehz8FrfJWG6h2NsXuGYvRrmuQ29YX0i63mPPHsg59k8NZkfeeQ5+fP3fK3jfZ77iLNzzvHbO7/+JefkI1feJhoBAGD19N8qzMyO/0Kfpx29Nb/4xPPXexoAAAzOMDfCIOe2N8m2VZyrm/M0G4fbxAibnCg5YcfmnLCj9Z97eTOz89k9M5u7983mtl0zufGOPbn+9j254Y49+fode7N/bj6llExOJBOlZGKiZLKUTJTGu8/PzdfsmZnLnv1z2TMzl32z85mbr5mbr5mdn1/4sx74c3ZuPvvnavbNzmX/nOcLAQB6pP8Ojuu/3s7DCJucKDlxx5acuGNLLuxiv+b+u/XuRv/dcIf+AwAYcvrv4Lj+6+08jLDm/utGc//dsth/i8//3bkns3P1QP9NTpTG31v6b/fMXPbun8vumbnMdNh/e/fPDe3vZgIAjAD9d3Bc//V2HkbY1ORETjxyS048ckuSozrap9aambn57N4313j+b9fMQvvtzo137M2Nd+zJ3Hz3/dfovfmD3TdXM18P9t/M7Hz2LVwPAGAjsdDn4N3dst3dsyUNre+U0HrMXg3r3F6R5F+63OeeSd7Yh3N3bMeWqTzm/BPaP/E01/hzrtbMN0VHc37U2j5Gek2U8048Is980On51otO6fEI3fulJ52f04/Zmnd+8Zu58Y69mZ6ayPTURDZPTWR6ciKbJhvbx26fzqPOOz6Pu/eJKaV0fPwnXHBSXvVDD84/fuzafOkbO7PEpwwAYElHbdu03lOAYaH/VuGEHZvzXQ88LfvnamYWfrlsZnY+MwtPOO2fa3wceNLp0D/62n+9dtHkRMm26clsn57Kts2T2b55KtunJ7NteioXnnpknnCfk3LM9l6eawYAYEQNayO0O85azu3uHPqiyG7P1c15mo3DberWSPQfy2s8Fzido7dN5/R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bVme4CPb0yvj/11paOLuYi84/Z+y9x47fNLYdAGA/EPS5e56V5IKR63fl7JMRvqrW+rkkP9RpfsZ6YOi0nErymFrrt9Va3zrJRr1a6xeTPD5nTvRunuQfTrEuBtCaePUFeSZJ6fl8dYanNgAAAOwlrZdcszzNDgCAA+ENneuHl77/MH+mR3au31FrPT6FmjZ0a3vEFp7t3vv6nnvfmTPfQ31TKeX2kwxSSrlDkjuNNN2w3l/LUN9pSPP4nXaV+R8AAOwplyUZDT45UWs9tsU+Ptu5vvPOSurtqztWr1rrdUlOjjQdTnLHnRbV8eTO9X+vtZ4ceycAAMDuMf/bOfM/AACA/eVxnetX1Vpv2Oyh9Xte3Wl+/LSKYu9Z7YmoXegsOx8XrpkkjSzOqWitr11aOHtJ/EUXNII+bxD0CQDsX4I+d0EpZSHJkzrNz90sWLPW+vYk7x5puiDJ902rrlrrqVrrG7fx3DVJfrvT/KjpVMVQWpO3zbYLL46ZPH21T/sZAQCAA6L70mtD34l4AAAwgfclGd2gdlmSh0747FM616+bRkEjfr9z/YRSyvmbPVRKuSDJEzrNzdrWN5e9tdPc3YTW0r3vzbXWUz33D/KdBjaP32lXtbJ2BX0CAMCuuKRz/blt9NF9ptvnTnT7+utt9HHNJn1uWynlHkl+oNP8imn1DwAAMEXmfztg/gcAALAvfXfnuruWts/bOteP2WEt7GF9+xe7ex4bOZ9Z6UsL3aHTK42gz8Wz1+NefH4j6PO4oE8AYP8S9Lk7rkhy8cj1p5K8c8JnX9a5fvwU6pmGd3eub7crVbBtrc2HfUGeSdL3sQ2NAADAQdGaO62aFwEAsAO11tWcvcHqOaWVNLiulPKdSb59pOmGJK+acm0fSfLBkabzkzxrgkefleS8kesP1Fqv2uSZ7vuxHy2lXDz2znWllEuSPHWTfs4w8HcaxDx+p9222Ph/v1UHPQAAwG7oHmRw4zb66D6z6eEIW7Bn6yulnJO1/+awONL84SS/O43+R8a5pJRyt638JLl8mjUAAABzYc/Orxp97Zn6zP8AAAD2n/V1wvfoNL9vC128t3N9z83WHrN/9e1f7O55bK2BXZldzmeWG50vjdmP+fXnHh577w0nl6daEwDAkJZ2u4ADqntywttqnXjnV/fkhIeWUs6rtW7nBeA0fbFzfbNdqYJta20+3DTos+dzGxoBAICDonu63Ya+E/EAAGBCL0jyL/K1jVwPSfJTSZ4/7uZSyqVJfrPT/JJa67G+QUop3V9eH1Zrfecmtf18kjeNXP90KeUPa63vaoyxUfuoZ28yRmqtbyylfCDJt6w3XZjkZaWUf1hrPT1mnMNZC/W8cKT53bXWt2w2Vgb6TgObx++0a1rvzhyABwAAu6IbenJyG32c2KTPndjL9f16knuPXC8n+efrh45M01OTPGfKfQIAAAfPXp5fjetrL9Vn/gcAALD/3D7JuSPXN9ZaPzPpw7XWq0spXxnp47wkt00ycR/sH325Lt08mFY+zCz3QLbW1y4tLpzVdvTw2W1JcuL0ylRrAgAY0vjfcJi1e3WuJz45odZ6TZJPjzQdTnLXnZe0Y5d2rq/flSrYttbkbbODOVonNvT1CQAAMG+aQZ+CXgAA2KH1gM5f6jT/cinlpaWUW280lFIWSimPz9p7pzuM3HtNkl+dUW1vTvLWkaZDSd5SSnlaKeWrCwxLKeeVUp6e5M3r92z4g1rr2ycc7ieTjG42e2ySt5ZS7jN6Uynlvus1PWakeSXJsyYZZMjvVEq5aynl4eN+xtz+oMa9D9pL3+kgaC1y9F4MAAB2xZHO9alt9HFT5/roNmsZZ0/WV0r5l0l+uNP87Frrh3faNwAAwIzsyfnViD1Zn/kfAADAvnXnzvVnt9FH95lun8yJvv2L3TyYpdYa2BnugTzd6PvQ4tm1HD20OPbek4I+AYB9bGm3Czig7tK5vmqLz1+VMzdo3iXJB3dS0BR8e+f6L3elCratNXnrC/JM2mE2SSLPBgAAOCgWd+ElFwAAB8oLklyRM8MrfyTJD5dSrk7y5SR3THLzznMnknxfrfVLM6ztB5O8f338ZG0T24uzFkb6qSQlyWU5e3PbJ5M8cdJBaq3vKaX8TNb+LDY8NMmHSinXJPmbJLdOcqsxjz+r1vqBScfKQN8pa+Gj/2zCe1/ZaL86Z743bBnqO8291rszBz0AAHAQlVJenORpAwz1C7XW545pP9m5PryNvs/ZpM+d2HP1lVL+ftbmg6N+J8kLd9IvAAAw38z/NrXn6jP/AwAA2Ncu6Vz/9Tb6+FzODPfs9smc6DuofmGhc91YA7s8wzWwyyurY9vH7cc8pxn0Ob4PAID9QNDnwEopR5PcrtO81dMT9tTJCaWUr0vyvZ3mP9iNWti+ZtDnwtjmr+pO7CbpEwAAYN605k4rPS/KAABgUrXW1VLKE5L8VpJ/NPLRYtbCGce5Psn31lrfO+PaPl9KeViS1yW558hHR5PcrfHYlUm+p9Z63RbHemEpZSVrYZ+jK7luvf7TtZLkmbXWF29xnMG+01Dm8Tvtlub8z3sxAADYDcc7193DCyZxdJM+d2JP1VdKeWiS/5pkdGbz1iQ/WOvMXmq9NMmrt/jM5VmbvwIAAGzYU/OrMfZUfeZ/AAAA+975nesbt9FH95lun9tSSrkkycVbfOzyaYzNeI0czSRnH24/LlwzSVZnGfTZ6HtpTFjN0WbQ58pUawIAGJKgz+FdlGT0N9/TSa7dYh+f61zv9skJz86Zk7pjSd6wS7WwTa3XtK0TGSb5fHbvfgEAAPaW1txo1WFxAABMSa31ZJLvL6X8btbezdyrceuNSX47yS/UWrf6Dmq7tV1dSnlAkqcneVrGh24myTVJXpzkJbXWU9sc61dLKW9P8otJHp0zN6dtWM3aoXTPrrX+6TbHGew7DWUev9NuaM7/vBYDAIDd0A09OW8bfXSfmWXQy67VV0q5X5LfT3LOSPP7k/yDWc791v/bxJb++0TZZM0iAABwIO2Z+VXDnqnP/A8AAGAudEM5T26jjxOb9LldT03ynCn1xRT0HVTfXfPaCvpcmWE2zHIjifTQ4tm1tII+Twj6BAD2MUGfw+tOfr6yjZPwZnJywnaUUq5I8hOd5l+stX5limM40WEArYnXZkGf3RMczujTjkYAAOCA2I2XXAAAHEy11tckeU0p5RuTPDDJpUkOJ/lSko8mee96KOhW+93RLqr1TWEvLKX8SpL7JrlnvnZY3bVJrkzy4VrrjuPwa61XJnlMKeWiJN+W5LKsbXy7Mckns/ZncGwK48z0O9Van5jkiTutc4tjDvb3NK+a8z/vxQAAOJjemLWDwWftXY32boDIpdvou/vMNA/N6PZ1m2300T2kYcv1lVLuluTNSS4Yaf7TJN9Va+2uRwUAABjH/K+f+R8AAADTdKRzvZ2DG27qXB/dZi3scas9+xcXFiYM+pzhGtjlRt+LCwtntR1pBH2ePL2SWqtDQwCAfUnQ5/D28skJW7IewPnfkoz+pvzBJP9uykM50WEArYlXa6K2oW8eJNAGAAA4KFqHIAh6AQBgVmqtn0jyid2uo2s9IPKD6z+zHutYkt8bYJzBvtNQ5vE7DaW76HGD92IAABxEtda3JXnbLpbwqSTL+dpa2KOllItrrddtoY/bda4/NpXK1vzFJmP1Wl+jObqJ71TWvvNW+rg8a39HF440/2WSR9Zav7SVvgAAgIPL/G9T5n8AAABMUzeH5vA2+jhnkz6ZE337F7t5MbuxB3J5ZXzfhxbPruXo4bPDP5NktSanVlZzztL4IFAAgL1M0Ofw5uLkhFLKOUlem+S2I803JPnHtdaVoeth51qnNLQ2K24opWShrE2MuuxnBAAADoq+uZPT4gAAAOZHa5Fj9WIMAAAGV2s9XUr5ZJI7jzTfNckfTfL8+jrIyzrN0wx66fZ1eSnlcK110nWjd+lcf7LWujzp4KWU2yZ5e5JbjTR/JsnDa63XTtoPAADAbjP/62f+BwAAMHeOd667OTWT6ObQdPvcrpcmefUWn7k8yeumND4drayY5Ow1r83D7mcZ9Lm6OrZ9aeHsUM++IM+TpwR9AgD7k6DP4e37kxNKKQtJXpnkipHmlSQ/UGv9xJC1MD2teVdrs+IZ9yyUrI45RWGWkzkAAIC9pHu63aiV1ZqlMSfMAQAAsP+05n/eiwEAwK65MmcGvVyRCYNektw3Z67H/JtpBqDUWv+2lPK3SW653nTO+pjvn7CLB3Wur5x07FLKJUn+MMntR5r/Nsl31lo/O2k/AAAAe8iVMf87i/kfAADAXOqGcp63jT66z0wl6HN9Pr2lOXWZILOE7esL+uxmabbyY/r62Knlxvracfstjx7uCfpcXsnNcmhqdQEADOXseHNmbS+fnDCplyb53pHrmuSf11pfP8PxvnmLP4+bUS1zq7X5sCer5qtaE+tZTuYAAAD2koWeF44r5kYAAABzozX9W61JNf8DAIDd8IbO9SO28Gz33lmsgXzjJmP22VZ9pZSvT/K2JN800vyFJI9wmDsAALCPmf91mP8BAADMrW6Q5m220celm/TJnFhZbX/WDfYcF66ZtMM4p2F5pRH0OSbM5sihdtDniVMrU6sJAGBIS7tdwAHUDeU8t5RS6tZ2fc3k5IRJlFJ+Ocn/0Wn+V7XW35rVmE50mL3VnknXwgRJn7txagMAAMBestgzd1rteVkGAADA/tJ6L5ashX021kACAACz8wdJlvO19bAPLaVcVmv9VN9DZW2R4RM7za+bfnn5/SRPGbl+UinleZutGS2lXJ7kISNNp7P2XXuVUs5P8qYk9xhp/rskj6q1/tnEVQMAAOw95n9nPmf+BwAAML/+onN922300X3mY9ushT1upScvprvncaGVDTPDoM/TjSTScfsxj/YEfZ5cFvQJAOxPC7tdwAF0LMnob7iHklyyxT525eSEUspPJ/npTvO/rrX+2hDjMzt9gZx9YTU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"text/plain": [ "
      " ] @@ -652,7 +707,7 @@ "for i in range(n_bead_types):\n", " for j in range(n_bead_types):\n", " axs[i,j].plot(mapped_RDF[i,j,1, :], mapped_RDF[i,j,0, :], label='Mapped RDF', color='C0')\n", - " axs[i,j].set_title(f'{i+1,j+1}')\n", + " axs[i,j].set_title(f'{i,j}')\n", " axs[i,0].set_ylabel(r'g(r)')\n", " axs[-1,i].set_xlabel(r'r')\n", "fig.suptitle('Mapped RDF between bead types', y=1.00, fontsize=25)\n", diff --git a/examples/Molecules_CG_Mapping/training_lr_0.001_l1_0.1.npz b/examples/Molecules_CG_Mapping/training_lr_0.001_l1_0.1.npz new file mode 100644 index 0000000000000000000000000000000000000000..793886298798b5fd72ae3b812f18721dd55a1b72 GIT binary patch literal 167620 zcmbrm3v^6L*Z6%xNQ+Tv?m`4D2r{n!s_OT@zUN)<`qui^_nx(8Jjhql48lN!7K~VEQGgT&L&-%Ut`sfEc2(yHF zjmM0gK6+Z?j@riI1ipOc+Z!xRoxX zNr?7$?f?JBc?bktZgBCfc-`GN?Zufl;<-CM^HX}i5nH{RRn*<}jaaSo(AQmGm5U$u ztZ%%ppj`C%@Y~=g+2vvv^}0E0j+Bc5kzFeL? zF)RAyz&|EX{YI+bYvamA{eSD+ej~46m7N8F{pUqHck;-Dgt22rButq;eZq_hQ{qR= 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__init__(self, sigma, regularization_strength=1e-3): self.sigma = self.add_weight( shape=(), regularizer=lambda x: -regularization_strength * x, - initializer=tf.keras.initializers.Constant(value=sigma) + initializer=tf.keras.initializers.Constant(value=sigma), + name='sigma' ) def get_config(self): From abcfc466f22f764863eb6d6cb9ad5535ce87324d Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Tue, 18 May 2021 15:16:21 -0400 Subject: [PATCH 22/24] prepared inference model, need to debug angle type --- examples/07. Molecules CG Mapping.ipynb | 107 +++++++++++++++--- ...och_20_lr_0.001_l1_0.1.data-00000-of-00001 | Bin 72548 -> 72548 bytes .../weights_epoch_20_lr_0.001_l1_0.1.index | Bin 1219 -> 1219 bytes 3 files changed, 90 insertions(+), 17 deletions(-) diff --git a/examples/07. Molecules CG Mapping.ipynb b/examples/07. Molecules CG Mapping.ipynb index 4fd6be57..241ec257 100644 --- a/examples/07. Molecules CG Mapping.ipynb +++ b/examples/07. Molecules CG Mapping.ipynb @@ -483,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -496,7 +496,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -532,16 +532,16 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -561,12 +561,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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      " ] @@ -596,7 +596,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -605,13 +605,13 @@ "Text(0.5, 1.0, 'Pair Mapped Potentials')" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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      " ] @@ -637,7 +637,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -646,13 +646,13 @@ "Text(0.5, 1.0, 'Pair Mapped Potentials')" ] }, - "execution_count": 27, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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      " ] @@ -685,12 +685,12 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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      " ] @@ -713,13 +713,86 @@ "fig.suptitle('Mapped RDF between bead types', y=1.00, fontsize=25)\n", "plt.tight_layout()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Inferrence with the Model" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CG coordinates are not caculated. Only connectivities are calculated\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "**ERROR**: angle.*: Invalid angle type 0! The number of types is 0\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "Error adding angle", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0msnapshot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdihedrals\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md_ids\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0msnapshot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdihedrals\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroup\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m 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\u001b[0mhoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexec_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmy_domain_decomposition\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 244\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 245\u001b[0;31m \u001b[0mhoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurrent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem_definition\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_hoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSystemDefinition\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msnapshot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexec_conf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 246\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 247\u001b[0m \u001b[0;31m# initialize the system\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mRuntimeError\u001b[0m: Error adding angle" + ] + } + ], + "source": [ + "########### Hoomd-Sim Code ################\n", + "hoomd.context.initialize('--mode=cpu')\n", + "tfcompute = htf.tfcompute(model)\n", + "snapshot = hoomd.data.make_snapshot(N=N_CG_particles,\n", + " box=hoomd.data.boxdim(*box_size),\n", + " particle_types=[str(i) for i in range(n_bead_types)],\n", + " bond_types=['bonded-interaction'])\n", + "snapshot.particles.position[:] = mapped_possition_t0[:,0:3]\n", + "snapshot.particles.typeid[:] = mapped_possition_t0[:,-1]\n", + "bonds_group = htf.gen_bonds_group(mapped_exclusion_list)\n", + "snapshot.bonds.resize(bonds_group.shape[0])\n", + "snapshot.bonds.group[:] = np.array(bonds_group)\n", + "TPR = 'Molecules_CG_Mapping/nvt_prod.tpr'\n", + "TRAJECTORY = 'Molecules_CG_Mapping/traj.trr'\n", + "u = mda.Universe(TPR, TRAJECTORY)\n", + "# note that htf.gen_mapped_exclusion_list can also be used to get the mapped adgacency matrix\n", + "mapped_adjacency_matrix = htf.gen_mapped_exclusion_list(u, protein_FF, beads_mapping_FF, selection=\"resname PHE and resid 0:1\").astype(int)\n", + "rs,ang,dihe = htf.compute_cg_graph(DSGPM=False, adj_mat=mapped_adjacency_matrix, cg_beads=8, group_atoms=False) \n", + "r_ids,a_ids,d_ids = htf.mol_features_multiple(bnd_indices=rs, ang_indices=ang, dih_indices=dihe, molecules=20, beads=8)\n", + "snapshot.angles.resize(a_ids.shape[0])\n", + "snapshot.angles.group[:] = a_ids\n", + "snapshot.dihedrals.resize(d_ids.shape[0])\n", + "snapshot.dihedrals.group[:] = d_ids\n", + "system = hoomd.init.read_snapshot(snapshot)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "hoomd-tf2", "language": "python", - "name": "python3" + "name": "hoomd-tf2" }, "language_info": { "codemirror_mode": { diff --git a/examples/Molecules_CG_Mapping/weights/weights_epoch_20_lr_0.001_l1_0.1.data-00000-of-00001 b/examples/Molecules_CG_Mapping/weights/weights_epoch_20_lr_0.001_l1_0.1.data-00000-of-00001 index 52de7e36b3d4c99494cd65195ab3f6ea22b78fed..3aa0ed2d5d1182834f067db39d1a2cfcc31adaaf 100644 GIT binary patch literal 72548 zcmeFac{J4T|Nk%9mqZd$$sR3~FwYrVxgOVZjASPzN+p$$R8oj+MI}PE%D(U0%yaCK z7D=TADec--TB+Z>KJVY>obSKi|GuyD9_KurV~*p@ac=i{T=&Oz2?z)X^xe2&`fq*$ z>}WK#uvP3melj#~#;WFwMb1Y0D~>f~&(dJ1oLpqKbp6kkdtcmIS-RDX{S{2^pX^iy z?HFl#x4Xjh_Gn{k*w{q_h#2q`qSyV#F=5Xk%X}#jr_K_xt5Z#V4c;s zh`M{j-01Mx)}3oj+os2oTdhXyT3P2bS|sMjoAxtgT5aEpwjHZK+IsJEGULwJl9ns+ 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a/examples/Molecules_CG_Mapping/weights/weights_epoch_20_lr_0.001_l1_0.1.index b/examples/Molecules_CG_Mapping/weights/weights_epoch_20_lr_0.001_l1_0.1.index index 5b630aa89c819f1c9e16dd79172235a001e82d77..25181d20a5eba73f087cd0769465a00837dc961c 100644 GIT binary patch delta 99 zcmX@id6;v;A(qtd)l{2z@?vhwC*^$YI#emy>(&ULu#w>E`Uyf`(!KA>*a Date: Fri, 3 Sep 2021 13:02:59 -0400 Subject: [PATCH 23/24] updated notebook --- examples/07. Molecules CG Mapping.ipynb | 358 +++++++++++++++++++++-- 1 file changed, 327 insertions(+), 31 deletions(-) diff --git a/examples/07. Molecules CG Mapping.ipynb b/examples/07. Molecules CG Mapping.ipynb index 241ec257..fc301e49 100644 --- a/examples/07. Molecules CG Mapping.ipynb +++ b/examples/07. Molecules CG Mapping.ipynb @@ -532,16 +532,16 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -561,7 +561,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -596,7 +596,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -605,7 +605,7 @@ "Text(0.5, 1.0, 'Pair Mapped Potentials')" ] }, - "execution_count": 23, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, @@ -637,7 +637,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -646,7 +646,7 @@ "Text(0.5, 1.0, 'Pair Mapped Potentials')" ] }, - "execution_count": 24, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, @@ -685,7 +685,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -723,33 +723,29 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CG coordinates are not caculated. Only connectivities are calculated\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "**ERROR**: angle.*: Invalid angle type 0! The number of types is 0\n" - ] - }, - { - "ename": "RuntimeError", - "evalue": "Error adding angle", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0msnapshot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdihedrals\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md_ids\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0msnapshot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdihedrals\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroup\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0md_ids\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m \u001b[0msystem\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_snapshot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msnapshot\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/.conda/envs/hoomd-tf2/lib/python3.7/site-packages/hoomd/init.py\u001b[0m in \u001b[0;36mread_snapshot\u001b[0;34m(snapshot)\u001b[0m\n\u001b[1;32m 243\u001b[0m \u001b[0mhoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurrent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem_definition\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_hoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSystemDefinition\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msnapshot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexec_conf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmy_domain_decomposition\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 244\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 245\u001b[0;31m \u001b[0mhoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurrent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem_definition\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_hoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSystemDefinition\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msnapshot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhoomd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexec_conf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 246\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 247\u001b[0m \u001b[0;31m# initialize the system\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mRuntimeError\u001b[0m: Error adding angle" + "HOOMD-blue v2.9.0 CUDA (10.1) DOUBLE HPMC_MIXED SSE SSE2 SSE3 SSE4_1 SSE4_2 AVX AVX2 \n", + "Compiled: 03/03/2021\n", + "Copyright (c) 2009-2019 The Regents of the University of Michigan.\n", + "-----\n", + "You are using HOOMD-blue. Please cite the following:\n", + "* J A Anderson, C D Lorenz, and A Travesset. \"General purpose molecular dynamics\n", + " simulations fully implemented on graphics processing units\", Journal of\n", + " Computational Physics 227 (2008) 5342--5359\n", + "* J Glaser, T D Nguyen, J A Anderson, P Lui, F Spiga, J A Millan, D C Morse, and\n", + " S C Glotzer. \"Strong scaling of general-purpose molecular dynamics simulations\n", + " on GPUs\", Computer Physics Communications 192 (2015) 97--107\n", + "-----\n", + "CUDA driver version is insufficient for CUDA runtime version\n", + "HOOMD-blue is running on the CPU\n", + "CG coordinates are not caculated. Only connectivities are calculated\n", + "notice(2): Group \"all\" created containing 160 particles\n" ] } ], @@ -760,7 +756,9 @@ "snapshot = hoomd.data.make_snapshot(N=N_CG_particles,\n", " box=hoomd.data.boxdim(*box_size),\n", " particle_types=[str(i) for i in range(n_bead_types)],\n", - " bond_types=['bonded-interaction'])\n", + " bond_types=['bonded-interaction'],\n", + " angle_types=[str(i) for i in range(n_bead_types)],\n", + " dihedral_types=[str(i) for i in range(n_bead_types)])\n", "snapshot.particles.position[:] = mapped_possition_t0[:,0:3]\n", "snapshot.particles.typeid[:] = mapped_possition_t0[:,-1]\n", "bonds_group = htf.gen_bonds_group(mapped_exclusion_list)\n", @@ -780,6 +778,304 @@ "system = hoomd.init.read_snapshot(snapshot)" ] }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 1, 2],\n", + " [ 0, 1, 3],\n", + " [ 1, 3, 4],\n", + " [ 2, 1, 3],\n", + " [ 3, 4, 5],\n", + " [ 4, 5, 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Starting TensorflowCompute \n", + "notice(2): completed reallocate\n", + "notice(2): Setting flag indicating virial modification will occur\n", + "notice(2): -- Neighborlist exclusion statistics -- :\n", + "notice(2): Particles with 1 exclusions : 80\n", + "notice(2): Particles with 2 exclusions : 40\n", + "notice(2): Particles with 3 exclusions : 40\n", + "notice(2): Neighbors included by diameter : no\n", + "notice(2): Neighbors excluded when in the same body: no\n", + "** starting run **\n", + "Time 00:00:10 | Step 200 / 2000 | TPS 19.9911 | ETA 00:01:30\n", + "Time 00:00:20 | Step 1094 / 2000 | TPS 89.2973 | ETA 00:00:10\n", + "Time 00:00:30 | Step 1818 / 2000 | TPS 72.3369 | ETA 00:00:02\n", + "Time 00:00:32 | Step 2000 / 2000 | TPS 64.6108 | ETA 00:00:00\n", + "Average TPS: 60.894\n", + "---------\n", + "-- Neighborlist stats:\n", + "259 normal updates / 20 forced updates / 0 dangerous updates\n", + "n_neigh_min: 7 / n_neigh_max: 56 / n_neigh_avg: 28.925\n", + "shortest rebuild period: 7\n", + "-- Cell list stats:\n", + "Dimension: 3, 3, 3\n", + "n_min : 0 / n_max: 15 / n_avg: 5.92593\n", + "** run complete **\n" + ] + } + ], + "source": [ + "group_all = hoomd.group.all()\n", + "kT = 1.9872/1000\n", + "\n", + "#NVT Simulation in Hoomd\n", + "#dt=0.002ps\n", + "im = hoomd.md.integrate.mode_standard(dt=5.0/489.0)\n", + "nvt = hoomd.md.integrate.nvt(group=group_all, kT=298.15 * kT, tau=350 / 489.)\n", + "nvt.randomize_velocities(1234)\n", + "\n", + "#simulation\n", + "nvt_dump = hoomd.dump.gsd(filename='Molecules_CG_Mapping/CG_inference.gsd', period=10, group=group_all, phase=0, overwrite=True)\n", + "nlist = hoomd.md.nlist.cell()\n", + "tfcompute.attach(nlist, r_cut=r_cut,\n", + " save_output_period=100, train=False)\n", + "hoomd.run(2000)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "e = tf.reduce_sum(tfcompute.outputs[0], axis=1)\n", + "plt.plot(e)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 160)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfcompute.outputs[0].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(tfcompute.outputs)" + ] + }, { "cell_type": "code", "execution_count": null, From 98cef8462df0965076e5944cbf98b3c31412cc29 Mon Sep 17 00:00:00 2001 From: Mehrad Ansari Date: Fri, 3 Sep 2021 13:43:06 -0400 Subject: [PATCH 24/24] added potential comparison, fit it poor --- examples/07. Molecules CG Mapping.ipynb | 249 +++--------------------- 1 file changed, 31 insertions(+), 218 deletions(-) diff --git a/examples/07. Molecules CG Mapping.ipynb b/examples/07. Molecules CG Mapping.ipynb index fc301e49..0af79494 100644 --- a/examples/07. Molecules CG Mapping.ipynb +++ b/examples/07. Molecules CG Mapping.ipynb @@ -538,7 +538,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 16, @@ -780,186 +780,7 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0, 1, 2],\n", - " [ 0, 1, 3],\n", - " [ 1, 3, 4],\n", - " [ 2, 1, 3],\n", - " [ 3, 4, 5],\n", - " [ 4, 5, 6],\n", - " [ 4, 5, 7],\n", - " [ 6, 5, 7],\n", - " [ 8, 9, 10],\n", - " [ 8, 9, 11],\n", - " [ 9, 11, 12],\n", - " [ 10, 9, 11],\n", - " [ 11, 12, 13],\n", - " [ 12, 13, 14],\n", - " [ 12, 13, 15],\n", - " [ 14, 13, 15],\n", - " [ 16, 17, 18],\n", - " [ 16, 17, 19],\n", - " [ 17, 19, 20],\n", - " [ 18, 17, 19],\n", - " [ 19, 20, 21],\n", - " [ 20, 21, 22],\n", - " [ 20, 21, 23],\n", - " [ 22, 21, 23],\n", - " [ 24, 25, 26],\n", - " [ 24, 25, 27],\n", - " [ 25, 27, 28],\n", - " [ 26, 25, 27],\n", - " [ 27, 28, 29],\n", - " [ 28, 29, 30],\n", - " [ 28, 29, 31],\n", - " [ 30, 29, 31],\n", - " [ 32, 33, 34],\n", - " [ 32, 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157, 159],\n", - " [158, 157, 159]])" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a_ids" - ] - }, - { - "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -977,19 +798,18 @@ "notice(2): Neighbors included by diameter : no\n", "notice(2): Neighbors excluded when in the same body: no\n", "** starting run **\n", - "Time 00:00:10 | Step 200 / 2000 | TPS 19.9911 | ETA 00:01:30\n", - "Time 00:00:20 | Step 1094 / 2000 | TPS 89.2973 | ETA 00:00:10\n", - "Time 00:00:30 | Step 1818 / 2000 | TPS 72.3369 | ETA 00:00:02\n", - "Time 00:00:32 | Step 2000 / 2000 | TPS 64.6108 | ETA 00:00:00\n", - "Average TPS: 60.894\n", + "Time 00:00:10 | Step 479 / 2000 | TPS 47.8893 | ETA 00:00:31\n", + "Time 00:00:20 | Step 1481 / 2000 | TPS 100.135 | ETA 00:00:05\n", + "Time 00:00:25 | Step 2000 / 2000 | TPS 97.3588 | ETA 00:00:00\n", + "Average TPS: 78.9228\n", "---------\n", "-- Neighborlist stats:\n", - "259 normal updates / 20 forced updates / 0 dangerous updates\n", - "n_neigh_min: 7 / n_neigh_max: 56 / n_neigh_avg: 28.925\n", + "257 normal updates / 20 forced updates / 0 dangerous updates\n", + "n_neigh_min: 6 / n_neigh_max: 55 / n_neigh_avg: 28.9625\n", "shortest rebuild period: 7\n", "-- Cell list stats:\n", "Dimension: 3, 3, 3\n", - "n_min : 0 / n_max: 15 / n_avg: 5.92593\n", + "n_min : 0 / n_max: 16 / n_avg: 5.92593\n", "** run complete **\n" ] } @@ -1014,12 +834,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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      " ] @@ -1031,9 +851,18 @@ } ], "source": [ - "e = tf.reduce_sum(tfcompute.outputs[0], axis=1)\n", - "plt.plot(e)\n", - "plt.show()" + "output_forces, potential_energy = htf.compute_pairwise(new_model, r, type_i=1, type_j=1)\n", + "output_forces_hoomd, potential_energy_hoomd= hoomd.htf.compute_pairwise(model, r, type_i=1, type_j=1)\n", + "plt.plot(r, potential_energy[:,0] - potential_energy[-1,0], label=f'pair 1-1 mapped', color=f'C0')\n", + "plt.plot(r, potential_energy_hoomd[:,0] - potential_energy_hoomd[-1,0], label=f'pair 1-1 CG', color=f'C3')\n", + "# plt.figure(figsize=(5,3), dpi = 150)\n", + "# plt.plot(r, potential_energy[:,0] - potential_energy[-1,0], label='Mapped Potential Energy', color='C0')\n", + "plt.axhline(y=0, color='k', linestyle='--')\n", + "plt.xlabel(r'r')\n", + "plt.ylabel(r'U(r)')\n", + "plt.legend(bbox_to_anchor=(1, 1),title='Pair types:')\n", + "plt.title(f'Pair Mapped Potentials. lr:{lr}, l1:{l1}')\n", + "plt.tight_layout()" ] }, { @@ -1043,37 +872,21 @@ "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "(20, 160)" + "
      " ] }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tfcompute.outputs[0].shape" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1" - ] + "metadata": { + "needs_background": "light" }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "len(tfcompute.outputs)" + "e = tf.reduce_sum(tfcompute.outputs[0], axis=1)\n", + "plt.plot(e)\n", + "plt.show()" ] }, {

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