diff --git a/anp_1d_regression.ipynb b/anp_1d_regression.ipynb index 38b12bf..c97c69b 100644 --- a/anp_1d_regression.ipynb +++ b/anp_1d_regression.ipynb @@ -2,11 +2,11 @@ "cells": [ { "cell_type": "code", - "execution_count": 31, + "execution_count": 54, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T08:07:37.153903Z", - "start_time": "2020-02-01T08:07:37.097190Z" + "end_time": "2020-02-01T13:01:09.259765Z", + "start_time": "2020-02-01T13:01:09.093578Z" } }, "outputs": [], @@ -17,11 +17,11 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 55, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T08:07:37.177010Z", - "start_time": "2020-02-01T08:07:37.157137Z" + "end_time": "2020-02-01T13:01:09.323260Z", + "start_time": "2020-02-01T13:01:09.272918Z" } }, "outputs": [ @@ -31,15 +31,6 @@ "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/wassname/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['test', 'plt']\n", - "`%matplotlib` prevents importing * from pylab and numpy\n", - " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" - ] } ], "source": [ @@ -56,11 +47,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 56, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T08:07:37.191180Z", - "start_time": "2020-02-01T08:07:37.181460Z" + "end_time": "2020-02-01T13:01:09.360522Z", + "start_time": "2020-02-01T13:01:09.336892Z" } }, "outputs": [], @@ -73,11 +64,11 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 57, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T08:07:37.204607Z", - "start_time": "2020-02-01T08:07:37.196576Z" + "end_time": "2020-02-01T13:01:09.398406Z", + "start_time": "2020-02-01T13:01:09.370332Z" } }, "outputs": [], @@ -95,11 +86,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 58, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T08:07:37.222137Z", - "start_time": "2020-02-01T08:07:37.211349Z" + "end_time": "2020-02-01T13:01:09.444284Z", + "start_time": "2020-02-01T13:01:09.416961Z" } }, "outputs": [], @@ -107,17 +98,17 @@ "def set_seed(n=42):\n", " np.random.seed(n)\n", " torch.manual_seed(n)\n", - " torch.backends.cudnn.deterministic = True\n", - " torch.backends.cudnn.benchmark = False" + "# torch.backends.cudnn.deterministic = True\n", + "# torch.backends.cudnn.benchmark = False" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 59, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T08:07:37.261948Z", - "start_time": "2020-02-01T08:07:37.226890Z" + "end_time": "2020-02-01T13:01:09.540329Z", + "start_time": "2020-02-01T13:01:09.453535Z" } }, "outputs": [], @@ -161,11 +152,11 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 60, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T08:07:37.296245Z", - "start_time": "2020-02-01T08:07:37.268603Z" + "end_time": "2020-02-01T13:01:09.608076Z", + "start_time": "2020-02-01T13:01:09.562004Z" } }, "outputs": [], @@ -227,11 +218,11 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 61, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T08:07:37.313674Z", - "start_time": "2020-02-01T08:07:37.301998Z" + "end_time": "2020-02-01T13:01:09.641395Z", + "start_time": "2020-02-01T13:01:09.616554Z" } }, "outputs": [], @@ -257,11 +248,11 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 62, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T08:07:37.333356Z", - "start_time": "2020-02-01T08:07:37.317664Z" + "end_time": "2020-02-01T13:01:09.665487Z", + "start_time": "2020-02-01T13:01:09.643995Z" } }, "outputs": [], @@ -273,11 +264,11 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 63, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T10:44:05.162964Z", - "start_time": "2020-02-01T08:07:37.337349Z" + "end_time": "2020-02-01T15:26:35.086938Z", + "start_time": "2020-02-01T13:01:09.668425Z" }, "scrolled": true }, @@ -286,13 +277,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "runs/Feb01_16-07-37_mjcdesktop-anp_1d_reg\n" + "runs/Feb01_21-01-09_mjcdesktop-anp_1d_reg\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9b548cecf6b64cabb8f98b700599c6a9", + "model_id": "7ab8d71f56ff46f8b5e012c78d883bec", "version_major": 2, "version_minor": 0 }, @@ -307,12 +298,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 0 loss= 1.022 val_loss= 1.164\n" + "train: 0 loss= 0.9901 val_loss= 1.203\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] @@ -326,21 +329,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 1000 loss= 0.5298 val_loss= 0.9961\n", - "train: 2000 loss= 0.4239 val_loss= 0.8271\n", - "train: 3000 loss= 0.04399 val_loss= 0.5867\n", - "train: 4000 loss=-0.3301 val_loss= 0.8107\n", - "train: 5000 loss= 0.4517 val_loss=-1.358\n", - "train: 6000 loss= 0.001537 val_loss= 0.1418\n", - "train: 7000 loss=-0.2426 val_loss=-0.9051\n", - "train: 8000 loss= 0.2109 val_loss= 0.4143\n", - "train: 9000 loss= 0.07544 val_loss= 0.7437\n", - "train: 10000 loss= 0.7867 val_loss=-0.3666\n" + "train: 1000 loss= 0.2283 val_loss=-0.5778\n", + "train: 2000 loss= 0.141 val_loss= 0.2598\n", + "train: 3000 loss=-0.02194 val_loss= 1.127\n", + "train: 4000 loss= 0.1633 val_loss= 0.2397\n", + "train: 5000 loss=-0.2981 val_loss= 1.3\n", + "train: 6000 loss=-0.2146 val_loss=-0.7948\n", + "train: 7000 loss= 0.4765 val_loss=-0.4249\n", + "train: 8000 loss=-0.4619 val_loss= 0.3319\n", + "train: 9000 loss= 0.2651 val_loss= 0.0496\n", + "train: 10000 loss=-0.3873 val_loss= 0.4204\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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AEri8peUV9pmrSXn2eUXbdt4X/pWyi3/l2cBvegbWYGq+bbe1UygUbfB7xGKxuI374zM2698p+9fHKXv/i5QtXd/8NpeU1lifbbez3tv0sY/XVtmbHy1vsR26dnLO2bLylB1x3AkZLxNNh/XDTz5j/3P+hW1u5siLx23Ou4ttj72+bYD96robbd6ST+3oE060YT/8kX1SlrL/LE/Zc2+m7J7HUnb26GcsEombcw1r+FGDXIPvGxSlP6eoQU765yKDsQbFm32m4bBng3b37AcjPPvN+JQ9/FzKFq9u4qguC+cOnHM2duxYM/MrKKlUKiv/D+trPPuqHbX3uqOuZ1+2b3xrz1b/naecMXKT9axpRdCbZSfsnf9cx3POzQJyzezQBvNfATCzI5pbfsiQITZ//vw2lT137twO77a0tapK+X3SW9P1/NNP4B+PwdPTHR99sLG7Yo9expHHwr5DjH4D4NKf9aSyMvMrNJsWBU4HegBTgHKgADgLuAzYtPeBc0Y8H+L5kF8AeXH/MZ4P+fmQl+9Rvv6f9NxmO3YcsDvxAvjTdT2prmp5W8PhMB9+Xc6+A/pk1OunI4XDUb439Hx2HTSM++48mVHnraJiw7Z8sdL4YmWSVZ9Hqaps2H20BJhA/fctGh1FvwGXsfNuA9mhP2zfD/rtaGy7A8Ri4Jw/eR6sXweflMAHCx0fvgdLPwbP27SMnJix/4FwxLHGSafCgF38HlgnHLRvmy4CaklRURHLli1jn332Yc899+TZZ58lHA63eX0Jz+ouCKxKQaqDIu22m25gwm+va9OykWiU4rV+F8vCiKN3rHXdgtuTYc65d8xsyGbzsxj2q4CnzOyCBvPvBEaYWd/mllfYt2xD0u9SmcknuKHcD/hHHnC8+/bGHa9nb2PYD+GkHxkHHga1PcJK163jt1f+kiceebDZLoDhcATPA7Nkk68JheJ8b+gC+vUfSGEPqK6C9aVQug7Ky/xt21C+8efKirb0lx8DTAKa667oAGPEWVfz2JQbIaN3rqPF8PtZG41dYFNYZGzfD3bYEXboDzv0Nz/Q+0O/9GNhUdtLr6qEJR/Ch+/BogWOt96Axe9vuh37DDG+/yOj1zYzueayH5Ood+VzR1m5ciXnnnsur776KgsWLGDQoEGAf6OOp59+mpdeeoltttlms+XM/OsRajy/olPtNd0Nsj3eeGUOPznpmHatY1l5qk1BD9kJ+2xeVNUbWNvI/DVAr8YWcM6NBkYDbLfddsydO7dNBZeXl7d52a4iZZnVYEpLozw6bQDPPt2Pykr/447FPqJP39+z+uvplK6t4KlH8ihbfQyJdT+mX7/+ADxw/308NvWBFmtckWiEMRf/nDsn3k4ykSCV2tiJPxwOE4lGuebaazngwBXAisz+thRUV4eprAxTVek/1v1clf65atPn1qw+i9deux/Pay6U8oB5PDZlMHAb0BFHLa1VzdBjPqNnL+jRo4aePRNs06eavn2r6dO3mvz8pi+C8NbD5+vbvwUxYN89/Gnk6f4+suDdnrz+zz7Me7MPC+aHWTDfAScxcNDr5Ob+maUlT1JZ2TFHQqFQiCVLlnD00Ufzxhtv8NBDD3Hfffexfv161qxZA8Dzzz9P//79N7aLmP/YWRdPXzXmvHavo+StVwm18Tq/bGRYNmv2NcAtZnZlg/m/Ba40s2a/aFSzb5xnxupq/wq+5qwvhUl/cdxzB2wo9/e4Aw429vvuc0z5+49JJDevrcVycznv4kuZ+dQTVFdXsfLT5Vx+zfXcdfMfNqvdRaJRotEod059lKOOG8bypSVMmngrT0ybyoaycvILCzj1jFGcd/Gl7Lxbli4SaWDOizMZM2rzmmg4HCUUinL0CY/h3DBWfAolS8ZSWdHSkUDHy4nFWPLfjm8a6SiVFTDnBXh2hmPW82zSrHTgYcbQYc8x4cYfU1NTQyrZ9NFcU5xznDbybP7813v9GV6KaDjEsQd9h2369GXnXXcjlpvHuD9NwDO/Oenuv9zCk488uMmV2ef/4vKs7Fdm8O+34LShbW9WAohGc6ipaXkcoqZ0tWacL4En1YzTcWo8Y3WVkWjmIzODRx+A313tKF3r/6MeeZzxy2uMoh6Zt8NectW1HHX8MPYd8t2tIsgzlem2ZrNNuimRaJQzzzm/yWEhtjYVG2DWTD/457wI1VX+/nTMicX06DWBZ2fcR1VlZavWmZubxwtvLdhsv1n1+UryCwopLNrYRtXUl3fDikZH+GoVzHgYHpviKFlSOwRg240cOZKpU6e2efmuFvazgRwzO6zB/LnpcnWCthUyaZ9f9TlcebFj7ov+jnrgYcYV1xoHHOI/f/WlY5k2+Z7m2+AjEY496Qf89cHHOnDrt05NhUm25MXjPD/v3U79gqwdqdQzf4iJtp68LFsPd9/m+NttfujnxY0xvzSOP7mEKZP8L9fy9WU0dx4kJxbjbw8/3mJAV1ZU8Pe/3MzEP9zY7LhK7X0/N5T7X2ZPPeqY+yKkUv7/TZ9tjdVftX0kmVgsxqJFi9o17EE2wj6bY+P8AzjIObdbvY3YBTg0/ZxkwMwfBXJ1C0H//FNw3Hf9oO/Ry7jtXo9pMzcGPcCTLZxsBUglk7w25+W630NALAQFEUfPqKNvzLFdrqN3jiOvfUe6W9xRxw3j+XnvcuY55xMvKMhaOZFolLx4nDunPprVoI84yI9Arxz/MxoQd/SLh9g2N8T2eSF2jIfYOT9EvzzHNjmO3FZ8foVFcPk1xsvvGCeeYlRWOG6+IcTPRgzikMNv572Va1lWnuSVhUs45YyRm4z9Eo3mcMrpI3np7fcyqol/vPgDJvz2uowG0PvjuP9j5PePZa9Gxm0C/wjukp+NYlCvXHYpCLNLQZiBPXI5eI+z2G+npfzinBCzZjqcgyOOWcFdD1by5kfGN761Z+ZvTppzjry8PJ544onsjW/TDtms2ecDC4BK4Gr8r/wbgEJgbzNrdiR/1ez9gbJWV/s9DpqSSsGfxzvuutmvlRx9gvH7243tdtj8tbsWRsjk83YuRGl1klgYclo4w5T0jPUJKE9m1itoaxJ2kJv+G3PDMOuF5zcb5bG9cnJyOOfc8xh7yWUM2HUgCc9vhkt67esLVDvmfzS97bGQf8+B1qpO+YOvtXQOqKE3X4Xrf+3qevIceJjx6+v9Lpwd4Ru980jU1LRp2XAkAmaEwuEW1hHjG3vM4MxzTmDHnV/lopHHkEqlGPfHW9lp1904d8QPWiwrLx6nuqqKgoICzjrrLC677LIOCfou1RvHzDY4545mYydhB8wCLm0p6AXK0+O6N5PzrFkNvzjH8docRzhsXHWjce5Yv491Y/ILCijP4M5GhYUFFEYzC45IyNE7Bj1zYH3CvwVbc+cUsins/ClEuq953aMjlP49nG7WiLrNw3HYsGEsXLiQCRMmMHnyZMrbcWch2Dhc7ab//BvL9My/UYxnG4O/YW+Tur8DNvkbOmo451jYsW3YUZ3y97fmKhb1HXw4PPOaMe1+4+bxjn+95jhtqOOo443Lrza+vV/7tqs9zWq1J47r9wxrXDWfLjuNw45+m9nP/6vu9Tf+7xUsXLmGy66+rtl+9teMu57x13XMWPOdIWs1+/YKas0+6W28CUJz3n8XLviJY+Wnjm36GBMfMA4+vPHXPnTv3yldt46Sjxbz+MNTMK/p/+hoNMro0aPbdZeihOffhq3G88cArw0wLx1s7fkyqA10v2briIYg2sq7Z2Wqdjz36urqDIJjo2j6BGJXHO+9IunfkKM1n1HpOr/n1713buz5dfzJxs+vNAbv07btGLxDz4wqJh1h/wMP4fFZ/+TrL7/kmccfpXTdWi79Xz/E33hlDtf96lKWfPB+3eu/tddgbr/tVoYOHZq1bcpGzT6rA6G1ZwricAllNZ592mAcjvoj69UOqnXBZS9bKHSRQaGBs3i+P//Ft9+zt4pX2LLylP3t4cfte0OPtTsemGYXXHqFAfaHO+9u08iQ2VCT8qwi6VlZjWfrqj1bW+3ZmvTjumr/cvfyhP+aqqRniZRnnte6S847QnFxsY0dO9YKGowVU1BQYGPHjrVZs2bZ2LFjmx2utqvxPM9KG+yLmUzvfJKy0Zd4FsvdOPTGwYd7du/0lofAaHS4hk4ahC8SiWa0TasqUlaT6px9sEsNl9BeQarZJ7zNbyrSdE+REODVe/RFolGcc5jn8dSr/6Lko8X84pyRXHHtDTz5yEOcfOpp3HDDeF55cSYjRozYrF26K9dGO1tX27/aKmX++ZiyROvOx3y1Cv52q2Pa/Rtr+oN2N877uXHKGZCb2/I6OrNrrHMhPilrutko5KBX1FGQYdNmR+hqvXGkBZ7V3sNy06BfvrSEMaN+TGUj923dGPCbNsUkEwkSNTUkk0nu/PNNnDz8dPY94EBGnHkmCxYu5Jbf30B+xHHiiSeycOFCRo8evcndnEaPHs3ChQsV9FIn7By9chz9444eUZdxz/Ntt4drbjLeWGxc9VuP7fsZxR85rrw4xKF7OK7/tePl56C0sevr03bebSB3Tn3Uv6tTJNrg2Ya/t09+YeM9sRzQI+ron9e5QZ8tugftFlKR9E+IJRupMt39l1va3BskFApR1KMHOSHH62+8QTyy+ff5wIEDmThxYrva5SU4ws7RM8fv1rm62j8fk4kePeGCS+FnY41nZxh3/8WxaIHjvjvhvjvTfdr7Grt9A/rv5A94l5PjX/29dg2s/upEYAHJ5K3UHwguFB5Fr97rWPvfx1oYHqNlzjlOPWPUZvMLIo4e0bb1cNpaKew7WY1nrK02qrymLwWf8fCUNvdG8DyPZx5/lAfv+XuXvgG3bH2iIcf2uVCWhLU1mTfsRKNwyunwwx8b78wzXn3Z8forsGgBrP7asfpr4I2mlh5Er963s/f+t/PdQ40DD4VvfwdWrSzhhIOepLKifWEfi/lDhNTqjiFfS2HfSVJmlNZAWboq31ibfO1Nutt7NeeG8nIFvWSFc46iKOSFW1fL95eFIQfDkIONy6/xh2D+YqXxSbF/9XdlBdTU+EcEPXtBr21g14HQu8/m66pt5mnPFdA5sRh3PfQYO+82kPyI32QT7YYhX0thn2VevZNctf8X9dvkG+qIy/YLsng1qAhsrOWXJqC0jX1pQyHoP8Cf2qL2Cuj6YyHFcmMkEgkckGxioLZoNIeTfjSCy/9vHHt9cxBF3bQm35BO0GaJH/LGykr/CsX6FaD2tMm3JBqNctZZZ2Vl3SL1OefomePYPtexpc5f7rzbQG645Xbe/3wtn5QlWPx1ObP//QFn/mw0BUVFOBeioKiIs0aP4ZWFS1hWnqJkXSX3PzCFQwYPonfMBSLoQTX7DueZUZ6E9QlrctCpTMaoaatoNMpll12WlXWLNCYWduyQ175afkeq/QJobHTRoqjfJt/RF+B1BQr7DuKZUZaA9cmWbxG4oRWX4Uei0U2+GELhMF4qRTgc3uSqzvr95LfGQZike3P1euysSXdA2FqEgPyIC0xzTVPUjNNOnhmlNX5zzbpEZveCzc+wTT1eUMCZ55y/yeHoyHMvYMbMl7ngggvUT162OtGQY7u8EH1ijvAWztWcEPROXycQpOaapqhm30bVKb+5ZkMrR3usrICB3xzJgnfuobm7JEWiUU77ydmbHI46/OFrC6OOU08Yyh133NGuv0EkW/IjjnjY76ZZ2sKAfh0p5CA/7CiItjxia9CoZt9KlSnji0qPVVXWqmF9Uyl4YhocvZ9jwTtX0NJVgNFodJP+v1EH2+e5jEejFNnS/G6ajh3y/ODPFr+ZBvrGHDvm+bV4Bf3mVLPPUI3nX/Fa1cpxv6urYcZD/lghy0oc4PGtwTuSSAxm+dJ3SSYTm4wxX/+Wa7U3uoiHYZuYC+RJJen6IiFH31znj6iZMBIdUM0PO8gLO+IRyA113JDP3Vm3qtmXlJQwZswYTjrppLq27DFjxlBSUtLmdabMvx1gw/FrWvLZcrh5vON7ezmu+nmIZSWOnr0mcPDhF3PlDXMp/ugtcmI5fOfAQ4jl5ta1yZ95zvk8P+/dujv69Mpx9M0NKeily4tHHP3yQmyX6yiItK5NP4R/IVevHEe/PMeO8RDbxBx5Yaegz0mSjqMAAAn/SURBVFC3qdnXjj1efzTHsrIyJk2axOTJk1s9mmPC89vkWzPiXyIBs56Dh+5z/HMWmPk74R57GaeesYg/jLuCf7+Vw/4H/Z6X3n6PtWv+y3cP/V6j68oJ+bV5HY5Kd5Mbrr0loqu790HCg2S9I9xQ+oYztfcriHbgDVuCqluEfUlJCcOHD6eikStSa8N/+PDhjdw1yGfm36GnOgUJM2pSrbvBxvKlMG2y47EpsPorf4fMifn36jzzHOO7h4Jze4L7PX23246CwsIm73FZO9JeUVQ7t3R/0ZB/Axqf9vds6hZhf/PNN2d0c+IJEyZsMtJjbe29PIO+8fVVV8M78+CNuf6ATv95a+NO+o09/IA/8riv6dnL0bvPxoE9Lrj0imbXG0vX5rvz+BwismV0i7CfOnVqRmE/ZcoUJk6cSGXKWF/Tugs/ystg7ovwwtOOOS9AednGQI7lGt8/DUaMqmbPvaso6lHEWT8YxckjzuCYYSfz8eIP2GPw3vTo2bPRdYcc9Iyqp42IZE+3CPtMbwxdXl7OV1Vei/d3BX9Evk+K4fU5MPsFxxuvQE31xjDefU/jsKPh0CP9ZpqCQvjZ8NN49eUXmfjANN58dS6fr1jBow/cx/w3X2fHnXfhtUWbnygO8uXbItJ5ukXYFxQUUJbBzYnD4QgbEh6hUIgVn8L8N+GVl5byysu3sGb1VGpvjhCNjsKFLqemelDdss4ZQw42TviBcfzJMGAXf76Z8eQjD9KzV2++/OILkskkBxx8GH/66z0sX7qUo44fxhUX/IzxDcbpCMKQqiKy9egWYT9q1CgmTZqUQVNODX+56SOe/8eeLH7fATOB4fhXstYuW0Yi8VfgLsARiRRwwCEj+fV1l7Pfdzc/uTv9wcn86sJzGfjNPXjhrQWsX7eO3n36bHL3m5fmv1f3s0JeRLaEbtHP/pe//CXRaPNXpIZCMXr1vpFbf7cXi993xPOLCYWHAxVsPmyB1T0mk2W8/eY9/OT7+zLnxZl1r/jtVVcw/jeXc9BhRwBw4eW/IhKJbHJCtq5s/OaafnmOPrGQgl5EOl23CPuBAwcyffp04vE44XBjNyeO43lPsHbN/7LTrtWc/4sn+c6BYwmFMhtmOJlIUFlRwZhRP2b50hJSqRSxWC5T776LcCRC8bpqRoz66SbLOPyLQPrE/IGYeuWoNi8iW063aMYBGDZsGAsXLuTmW25h8v33U1lZRSxWwJ77jOLgIy5lu+0GMmAXD8+bxbkjTq0bKrg1KisqGPn9Y3n5nUUsW1rM3vsfwNo1/6Xfjv6tdqIO8iL+BSOxkE66isjWo9uEPfg1/NsnTuSU00aw+4GHN/qaZPIY+u84gJUrPmtTGSs+Xc7Tjz3EHfc+QF4sh4hz5IQgNxzssbJFZOvWrcIeIJwO374xR7VH3cVShhF2joK8KP+a9ya77747GzZsaFMZQw8aws49cjtwq0VEsqtbtNk3Jh7x28m3iflTn1iort28f//+nH322S2e1G1MUVER++23Xxa2WEQke7pt2Lckkx48Delm3iLSVQU27Ov34Mk09HUzbxHpqgIb9rCxB8/o0aMpKiqqG2Wy4WiT0WiUeDyum3mLSJcV6LAHv4Y/ceJESktL8TyP4uJixowZo5t5i0i30u1647RXbfjXHwpZRKSrC3zNXkQkCBT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAMhK2Dvnvumcu805t9A5V+6c+8I59w/n3D7ZKE9ERJqXrZr9ccBRwGTgZGAM0BeY55zbP0tliohIEyJZWu804A4zs9oZzrnZwDLgEuDsLJUrIiKNyErYm9nqRuaVOueWAP2zUaaIiDSt007QOud6A4OBDzurTBER8WWrGacxtwMOuLWpFzjnRgOj07+WO+c+amNZfYDNji5EOoj2L8m29uxjOzc209VrVm+Sc+4Y4KUMCnnFzI5sZPmrgN8B55rZvRmsp12cc/PNbEi2y5Fg0v4l2ZaNfSzTmv0bwLcyeF1FwxnOuQvxg/7qzgh6ERHZXEZhb2YVwOLWrtw5dxZwJ3Czmd3Y2uVFRKRjZO0ErXPuVOA+YJKZXZGtcprw904uT4JF+5dkW4fvYxm12bd6pc4dDrwILAJ+Dnj1nq42s/90eKEiItKkbPXGORqIAd8BXm/w3HJglyyVKyIijchKzV5ERLYu3XrUSw3IJh3FOTfAOTfdOVfqnFvvnJvhnNtpS2+XdA/OueHOucedc8udc5XOuY+cc793zhV2WBnduWbvnLsY/yKtycC/gZ7Ar4F9gcPM7J0tuHnSRTjn4sACoBq4GjDgt0Ac2NvMNmzBzZNuwDk3D/gUeApYAewHXIffC/IQM/OaXjrDMrp52PcB/ttgQLYe+AOyPW1mGpBNWuScuwS4BdjdzIrT83YFPgZ+bWa3bMntk67POdfXzL5uMO9s/IrqUDOb3d4yunUzjpmttgbfZmZWCmhANmmNHwDzaoMewMw+we988MMttlXSbTQM+rS3048dklXdOuwbowHZpA32At5vZP4iYM9O3hYJjiPSjx2SVYELezIYkE2kgd7A2kbmrwF6dfK2SAA45/oD44GXzWx+R6yzS4W9c+4Y55xlMM1tYvmrgJ8AF9c/JBcR2Vo45wrwT9QmgXM6ar2dOcRxR9CAbLIlrKXxGnxTNX6RNnHO5QFPA7sBR5jZio5ad5cKew3IJlvIIvx2+4b2BD7o5G2Rbso5FwWmA0OAY83svY5cf5dqxmmLLTwgm3QP/wAOcs7tVjvDObcLcGj6OZF2cc6FgAfxh5o5xczmdXgZ3byfvQZkk3ZzzuXjX1RVycaLqm4ACvEvqirfgpsn3YBz7i7gQuBG4JkGT6/oiOac7h721wHjmnh6uZnt0nlbI11ZemiECcCx+L25ZgGXmtmyLbld0j0455bRxO0EgevN7Lp2l9Gdw15ERHzdvs1eREQU9iIigaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEwP8DYiaLy8G0oK8AAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -354,21 +369,34 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 11000 loss= 0.07031 val_loss= 0.03497\n", - "train: 12000 loss=-0.05091 val_loss= 0.2469\n", - "train: 13000 loss=-0.6072 val_loss=-0.1233\n", - "train: 14000 loss=-0.8565 val_loss= 0.6324\n", - "train: 15000 loss= 0.07174 val_loss=-1.635\n", - "train: 16000 loss=-0.4332 val_loss=-0.1369\n", - "train: 17000 loss=-0.4748 val_loss=-1.025\n", - "train: 18000 loss=-0.1203 val_loss=-0.06882\n", - "train: 19000 loss=-0.2705 val_loss= 1.093\n", - "train: 20000 loss= 0.6047 val_loss=-0.5318\n" + "train: 11000 loss=-0.6022 val_loss=-0.1339\n", + "train: 12000 loss=-0.7479 val_loss= 0.1351\n", + "train: 13000 loss=-0.8724 val_loss=-0.7456\n", + "train: 14000 loss=-0.319 val_loss=-0.617\n", + "train: 15000 loss=-0.6649 val_loss=-1.035\n", + "train: 16000 loss=-0.4514 val_loss=-0.1827\n", + "train: 17000 loss=-0.5549 val_loss= 0.06608\n", + "train: 18000 loss=-0.7057 val_loss=-1.228\n", + "train: 19000 loss=-0.4386 val_loss=-0.3513\n", + "train: 20000 loss=-0.6165 val_loss=-0.6527\n", + "\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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" ] @@ -382,21 +410,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 21000 loss= 0.2304 val_loss=-0.1315\n", - "train: 22000 loss=-0.1885 val_loss= 0.04099\n", - "train: 23000 loss=-0.8853 val_loss=-0.5017\n", - "train: 24000 loss=-0.9157 val_loss= 0.4445\n", - "train: 25000 loss=-0.03504 val_loss=-1.767\n", - "train: 26000 loss=-0.6069 val_loss=-0.3324\n", - "train: 27000 loss=-0.6874 val_loss=-1.327\n", - "train: 28000 loss=-0.2541 val_loss=-0.09209\n", - "train: 29000 loss=-0.4341 val_loss= 1.182\n", - "train: 30000 loss= 0.3092 val_loss=-0.7948\n" + "train: 21000 loss=-0.2358 val_loss=-0.1649\n", + "train: 22000 loss=-0.7763 val_loss=-0.8249\n", + "train: 23000 loss=-0.3989 val_loss= 0.07137\n", + "train: 24000 loss= 0.183 val_loss=-0.3059\n", + "train: 25000 loss=-1.005 val_loss= 0.5692\n", + "train: 26000 loss=-0.6361 val_loss=-1.653\n", + "train: 27000 loss=-0.7043 val_loss= 0.9915\n", + "train: 28000 loss=-1.054 val_loss=-1.052\n", + "train: 29000 loss=-0.5186 val_loss=-0.3443\n", + "train: 30000 loss=-0.4902 val_loss=-0.03693\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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" ] @@ -410,21 +450,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 31000 loss= 0.3467 val_loss=-0.147\n", - "train: 32000 loss=-0.3655 val_loss=-0.04438\n", - "train: 33000 loss=-1.062 val_loss=-0.5238\n", - "train: 34000 loss=-1.104 val_loss= 0.257\n", - "train: 35000 loss=-0.1402 val_loss=-1.82\n", - "train: 36000 loss=-0.7252 val_loss=-0.2135\n", - "train: 37000 loss=-0.8674 val_loss=-1.468\n", - "train: 38000 loss=-0.4853 val_loss=-0.1831\n", - "train: 39000 loss=-0.5404 val_loss= 1.302\n", - "train: 40000 loss= 0.1784 val_loss=-0.7937\n" + "train: 31000 loss=-1.075 val_loss=-0.7518\n", + "train: 32000 loss=-0.7325 val_loss=-1.555\n", + "train: 33000 loss=-0.8459 val_loss=-0.272\n", + "train: 34000 loss=-0.6167 val_loss=-0.4969\n", + "train: 35000 loss=-0.5839 val_loss=-1.162\n", + "train: 36000 loss=-0.9839 val_loss=-1.722\n", + "train: 37000 loss=-0.7776 val_loss= 0.1143\n", + "train: 38000 loss=-0.7039 val_loss=-0.9417\n", + "train: 39000 loss=-0.6321 val_loss=-1.303\n", + "train: 40000 loss=-0.8522 val_loss=-0.1387\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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" ] @@ -438,21 +490,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 41000 loss= 0.5599 val_loss=-0.1626\n", - "train: 42000 loss=-0.5496 val_loss=-0.1829\n", - "train: 43000 loss=-1.236 val_loss=-0.6471\n", - "train: 44000 loss=-1.201 val_loss= 0.1932\n", - "train: 45000 loss=-0.1587 val_loss=-1.955\n", - "train: 46000 loss=-0.8089 val_loss=-0.4458\n", - "train: 47000 loss=-0.9849 val_loss=-1.459\n", - "train: 48000 loss=-0.6127 val_loss=-0.1561\n", - "train: 49000 loss=-0.5869 val_loss= 1.431\n", - "train: 50000 loss= 0.05727 val_loss=-0.8966\n" + "train: 41000 loss=-1.062 val_loss=-0.05956\n", + "train: 42000 loss=-1.14 val_loss=-0.5668\n", + "train: 43000 loss=-0.7403 val_loss= 0.5438\n", + "train: 44000 loss=-0.9275 val_loss=-0.1802\n", + "train: 45000 loss=-0.8797 val_loss=-0.154\n", + "train: 46000 loss=-1.049 val_loss=-0.1875\n", + "train: 47000 loss=-1.019 val_loss=-1.753\n", + "train: 48000 loss=-1.31 val_loss=-0.4702\n", + "train: 49000 loss=-0.7908 val_loss=-0.814\n", + "train: 50000 loss=-1.019 val_loss=-0.3179\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] @@ -466,21 +530,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 51000 loss= 0.3433 val_loss=-0.2608\n", - "train: 52000 loss=-0.6517 val_loss=-0.3402\n", - "train: 53000 loss=-1.316 val_loss=-0.7089\n", - "train: 54000 loss=-1.252 val_loss= 0.1413\n", - "train: 55000 loss=-0.1212 val_loss=-2.049\n", - "train: 56000 loss=-0.911 val_loss=-0.5511\n", - "train: 57000 loss=-1.067 val_loss=-1.474\n", - "train: 58000 loss=-0.6328 val_loss=-0.1816\n", - "train: 59000 loss=-0.6415 val_loss= 1.425\n", - "train: 60000 loss=-0.03002 val_loss=-0.9892\n" + "train: 51000 loss=-0.796 val_loss=-0.3768\n", + "train: 52000 loss=-1.034 val_loss=-0.8259\n", + "train: 53000 loss=-0.5959 val_loss= 0.806\n", + "train: 54000 loss=-0.7591 val_loss= 0.3678\n", + "train: 55000 loss=-0.9368 val_loss=-0.1205\n", + "train: 56000 loss=-1.392 val_loss=-1.612\n", + "train: 57000 loss=-1.235 val_loss=-1.785\n", + "train: 58000 loss=-1.055 val_loss= 0.6461\n", + "train: 59000 loss=-1.266 val_loss= 0.6836\n", + "train: 60000 loss=-0.2273 val_loss=-0.9401\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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" ] @@ -494,21 +570,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 61000 loss= 0.1685 val_loss=-0.3074\n", - "train: 62000 loss=-0.6884 val_loss=-0.4832\n", - "train: 63000 loss=-1.371 val_loss=-0.7573\n", - "train: 64000 loss=-1.325 val_loss= 0.0732\n", - "train: 65000 loss=-0.2572 val_loss=-2.091\n", - "train: 66000 loss=-0.9498 val_loss=-0.5306\n", - "train: 67000 loss=-1.147 val_loss=-1.504\n", - "train: 68000 loss=-0.5728 val_loss=-0.2233\n", - "train: 69000 loss=-0.6582 val_loss= 1.293\n", - "train: 70000 loss=-0.08883 val_loss=-1.121\n" + "train: 61000 loss=-0.6909 val_loss=-0.2672\n", + "train: 62000 loss=-1.219 val_loss=-1.08\n", + "train: 63000 loss=-0.6516 val_loss=-0.1455\n", + "train: 64000 loss=-1.158 val_loss=-1.255\n", + "train: 65000 loss=-1.053 val_loss= 0.9945\n", + "train: 66000 loss=-1.304 val_loss=-1.819\n", + "train: 67000 loss=-0.7711 val_loss= 0.2355\n", + "train: 68000 loss=-1.272 val_loss=-1.704\n", + "train: 69000 loss=-1.325 val_loss=-0.1996\n", + "train: 70000 loss=-0.832 val_loss= 1.172\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] @@ -522,21 +610,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 71000 loss=-0.01866 val_loss=-0.4101\n", - "train: 72000 loss=-0.7331 val_loss=-0.4254\n", - "train: 73000 loss=-1.388 val_loss=-0.6802\n", - "train: 74000 loss=-1.333 val_loss= 0.07043\n", - "train: 75000 loss=-0.361 val_loss=-2.153\n", - "train: 76000 loss=-1.023 val_loss=-0.5553\n", - "train: 77000 loss=-1.163 val_loss=-1.52\n", - "train: 78000 loss=-0.5401 val_loss=-0.109\n", - "train: 79000 loss=-0.7097 val_loss= 1.312\n", - "train: 80000 loss=-0.1576 val_loss=-1.143\n" + "train: 71000 loss=-1.294 val_loss=-0.5367\n", + "train: 72000 loss=-0.9753 val_loss=-2.084\n", + "train: 73000 loss=-1.193 val_loss=-0.9146\n", + "train: 74000 loss=-1.119 val_loss=-0.4217\n", + "train: 75000 loss=-1.286 val_loss=-0.9784\n", + "train: 76000 loss=-0.7448 val_loss=-0.8317\n", + "train: 77000 loss=-1.421 val_loss=-1.213\n", + "train: 78000 loss=-0.6679 val_loss=-1.24\n", + "train: 79000 loss=-1.619 val_loss=-1.49\n", + "train: 80000 loss=-1.173 val_loss=-0.7005\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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x42WPXn2MnK8c550aYMJlju82wKZCY2uRR6jq0RuxZMkSBg8ezCmnnNJqLjWleaxZs4Zx48aRlZVFIBAgKyuLcePGsWbNmpYuWosqDBsbC43txZVD3/PgvtsdE68KEA47gimxq6EHg0GuueaamK2vKdpc8MdT+2S/GaZq98q4bzfo2C/dMfQU+NdHxrU3e6SmGfOecww50jH9UdhVCBsKaj4B9OzZky5dunDooYeSnp7erGWXlrNw4UL69+/PtGnTyM3N9XuqRIYD79+/PwsXLmzpIja7Es/4vtBjc6ER8irPKyqCq0c7pvzNkZRk3P2IxzkXXRD1utPS00lLz8C5YKXpzjlSU1MZPHgwRxxxRKs4ASv4o5CeBF3THHunupi+qashkgOOLmkBumU5rr4RFn1qDBlm5O52/Ol/Apx2nOPfCyG32D8BbCsySiIngAMOOIClS5cyffp0jfGTINasWVPWr7xqN8NQKER+fj4jRoxIuJr/90WVb96W2rkdLjzd8crzjnbtjbsn57Bi+XhefGZmVOtNTk5m1MWX8sZHnzHqt78lNS0LP16z6N7zVJwL8MYbb7SaE7CCvw7tkmG/dD9wm9pVM1ZKa/+H9IEnnzemPefRvafx5eeO0SMDDB7gXwFs2Gasr3AC6Nq1a9k4PsXFxdx55531PE0sP2STJk2Kul95osgNVa/lA3z3DZw1xPHx+4599zf+8KcF3HbdAObMeJL8PXuiWndKSgo3Xn8tP+97EPc++Ahfbd3BlJkhkpOX8d9v36KwsKBVnYAV/DVon+zYP92xT2qAlGZu1olGae1/n1THL4fDm58YN93l0e0AY+3X/hXA0T9y3HadY/lKY0OBsb3CFcCVV17JLbfcwsUXX9ykcmzYsIGioqJY7JLE2KxZs6IK/pkzo6vR/tD5PXeq3wP77FP49WDH1/9x/Lif8ciMHO65+TcU5OfXO5w6+DX9jIwM5s6dS58+fQgGHPumOTKTHaf+Go4bMglofSdgBX9EAL97Zrd0v0mnudvxG6NdsmO/NMdemTBmArz7uTH1GY+fH2fsyXPMmOoYcmSAi37tmL/QWLfH76c84ZprOPTQQ7nxxhtrXG80NwSHDh1Kt27dWLp0adm0OXPmcPLJJ/PKK6/Efd+lbtHexM/NrX/k2LZgV6jqa1X9EXbPHebYttVx3BDj+TeMec/eX+8Js1RWVhZXXHEF2dnZlcbgcc6xV6pj7xTHJx/MJprgb+4TcMIHf8BBx6CjW4ajU0psHsRqTqW1/86pjnYpcMppMGehsXCpx7mXGKlpxjtvOi75dYAhRzkeecRwnX7EkmXZHHHkkWXrKQ37jIwMDjroIB577LE62yN79uxJVlYWmzdvLlvHCy+8wKJFi1i7dm3ZtK1bt/LFF1/QWp8Qb6ui7S+eCDf7Q55V66M//VH43fmOwgLHORcb0+camVnw8rP1vzgJyp/AnTx5cq1j77QPOva01hOwmbXKz1FHHWUN9dZbb1mJ59m3eeF6P//dE7bdxZ6FPa/B22nNSjzPdhV7tiHf38//Wxu2P9wRtv26eeYPS2eWmeXZZeM9ezc7bDuKPPvL3XdbUlKSJScnl75FuNZPRkaG5eTkWG5uroXD4Urb3rp1q82YMcPWr19fNu2hhx4ywMaNG9fc/xRlcnJybOzYsZaZmWnOOcvMzLSxY8daTk5OTLfz1ltvxXR9TTF27FgLBoN1/i6Tk5Nt/PjxLV3UuPu+oPz//ZpdYbt0XPn/hetvDds3ueXznXP1/h8ALBAIRLXtzMzMqNYH2IIFCxq9jxWPPeBTqydfWzzga/vEK/jX54ctL+SZ18YCvybFYc92Fnm2Pj9sOTvDNmVm2H56TPlB75xnP/vFFwbRHeyABYPBBoXFpEmTrHPnzjZr1qyyacuXL7dLL73UVq5cGY/drmTBggWWkZFRLQSDwaBlZGQ06T9bVa0p+HNyciwjI6PO32V6Roat/s9/zMxs5cqVdvXVV1tJSUkLlzy2CkrK82DVlrD98lf+8R8Mevbgk5Wz4bu8cNRBnZWVFdX2ozkBV61UNYaCv5bg35gftj2hth/2tSkKe7a9yLP/7gnbq++FbcQoz1JSPIOxBvXX9Os66Eu8uq+cSkpKrLi4uOzvt956qwF21FFHxfUEHE34NeU/W1WtKfjNzE4++eSy2mmlmn4waOkZGfaPF1+1jflhKyoutoMPPtgAu/fee1u62DFVeuX7bV7Yxl3vh35WR8/mLKyeEfklXlRB3ZDKTzTHYGMrVRW1quAHegBzgV3AbuBF4IBolo1V8G8uCFtBSeIGfk0KSjzbWujZ/34TtpSU6C9FSz8uELAthWHbkO/Xkkr/rdfmhW3dHv8k+31B2LYV+lcceSHPCko8Kw77J4hVq1bZDTfcYNu2bYu6zI1promquSMYtCvGxqYZqjUFf2GJZ3++/xHL6tDRTh95rrXPzDLnApaWnmVHHz/OFi5dXalS9O6SJXb66afbnj17WrroMZNbXJ4Fy9eFrX2mH/xz36we+ruL/YyIR2VhwYIFja5URauhwR+3YZmdcxnAcqAIuDmyY3fiv26qv5nV2UG2qW/gapfs99Jpjd0xWwszIykpiYYeA+kZWTz+9A5CxRAqhpIS6NAJ9t0Puu4PWR3qHvHU4Q9lnZ7kaB+EUEE+O3bsoHv37jV+v7FvNsrKyorqplm7dlms3rKDzGRHu+T6h72uTWsZljk35A9FALB71x7mz23HA3c6tm4p36/hZxmPPlX+e08J+A8plu67mVFUVERaWlrzFj5GPPO7MZf25Jl8H/ztTwGOOcF4+rXKx3tW0O/YAf5+//Wvf+WOO+6I6Zu0AoFAVP/PAoEA4XANT5jVo6HDMseztj8BCAMHVZh2IFACXFvf8o2t8Yc9v2Yp0WnIzSf/EzQYb2C1fjLaedb7YM+OOcGzs87zbNz1nv1pUtiemBO2V94N28c5/k220trWFROutczMTJvz7LPVyhftpfIFF1xQVgsLe57tCXlR36iDgJ1zsWdLVvhXMNuLGncMtXSNP+x5tqUwbKu27rFv88L2z5fCdsih5fd0Dv2JZ6eN8CyjnT9tyszKtd4N+WELe/79rwkTJtjxxx9vu3fvbtF9aqwdReW1/S+/D9tee/v7PHt+uFqLQEUvvviiATZ06FAbP368ZWVlWSAQsKysLBs/fnyjmwVjfe+gqlbT1AP8G3i/hunvAO/Ut3xjg18apiE3nwALBDJswMD/2HEnenbiUM9OOc2zU8/0Q773weWhUt8nOdmzYwd59tD0kA09Y4QFAgGbv+Rj21zg33wvibT9R1s+55xlZGTYTX+eakf8vyusR8+XDKI9qWUZmCUlLbezztti739ZHgr5DWgmbInjr2oTWFp6uqWmtbODD32y7N+6Ry/PJs8o773y5wfCBmZ77+PZsm+qh//GTZusW7dulpKSYu+++26z71NThcKera2wT7fd5+/v4QO9Sj14Sk90Fc2cOdP22msve+SRR2JapljfO6iqNQX/JmBqDdOnAFvqW17B3zyirVEnJydbekaGPfXiq3X2mvomN2zZ68P2xsdhe2pe2O6bErZrbw7b+Zf5J4rD+ntlta/ST4dOnp02Itteebc8nM69ZLRdf/Pt1r7BVyQpkZ/HWjBlrDlXfxv/GeeMs9NG7DToZbCfJSevtFGXe/bhV5GeYHvCtiuKrr/NffzV1mOp9MosPeM1u+musH21rfLv6OvdYTvmBP93MPzX1TtDbMgP239ycuy1115r1v2JlS2F5fuyent5V+Yn5lTuzh2q5apu586dVlRUFNMyRdXLKr35evXEs42/GLjfzG6sMv1O4EYzq/YuAOfcGGAMQNeuXY+aM2dOg7ZZ+i5baZiPPvqI22+/nVAoVGP7YmpqKkOHDmXkyJF069atbHrpEYtV+DOROK9nm3l5ySxe1IXXF+5HTk5m2fReB+Zx7HErmf3Uz0hJSSEUCtGwYzRIRkYfLhl9N0cdmc/4saMprOPtSGlpafx92jSSg6nccvOf2bwJcnM/BlIJBj2GnrqRc89byz6di3H4D/wFnH+fovo+Nd/xt379ei6//PI69y01NY3Hp01j//27VZu3aVMav7t8IAUFyfzx1hUcf8KWSvOdg4qvj/7mm2/Iysr6QbzDubjCeDyvL9yX+//2Yw7ouYep0z4hEPB/d8mBmn+H8VT7/7MkIJUjj3yCSZOq/66iUfHYGzx4cIu28RcD99Qw/U6gpL7lVeNvXjk5OTFt0zTzL7kLS/xePbuKPdtW6NnmgkhvoD3lta8FH4btsvEVrwT2GDxvzt3egOaamttJo+3H73mebS8I2bI1G2zRp2E7bYRnkG/wuaWkenbJWM8+zikv86aC6t2Dm+v4y8nJsb59+9Z/lRYM2oVjxtnavLBtKfSvWjYXlPfEuvNBvwlkr709+/Tr6ldvpU0hq1evtq5du1qfPn1s3bp1zbKPjZUXKr+CWbMrbL0P9o+pB6ZV7rZZ1dSpU2327NnVHkqMtZr+n51z3jhLTl5kMNbS0hr3kGFraurZjJp6pA4FJf7NyLUVLssffzpsZ/zGswMOLD0JjDX/hnL0wV/1qcqGnNRKPL+r67d5YTv7/GssEEgx+IeBWWqaZ6Ov9OyTNeUhsq5CM1BzHH+lJ7KGnASrNlEVRh5q+iY3bMcO8v+dTz2z5udfNuSHbdP339uRRx5pJ510khUUFMR9H5tic4WndB99yj+xde/pWc5Of9qOouqhv2XLlrKbrx988EGzl3nBggWWkpJhVZ+nachDhq0p+BcD79Uw/W10c1cqCHue7a4wzETp5z87wvbGx6stLT36oKta42+sglDYLrlinCUnJ9uDT35oQ08vvy+Rlu7ZmAmVa8lr88K2aPFbce1R1pCHgWo7CZbaFAnI91aGrV17f98mz6j5vs2G/LBt3b7d8vLy4rZvsRCu8AzPN7lhO6y/v19/fqB8X0pquE8TCoXsySeftNGjRzd7mWP13EBDgz+eg7S9AvzcOde7dIJzrhdwbGSeCOD3m88MOvZLD7BfuiMr6EgLQFoK9O3Xh2lPP0d6RkZUL7WP1XtN05ID/OPxR1n2+Zecfe5Pefxp47UPPI4Z9CWFBY4nHnIc189x9y2O7Vv9/6Fh81+Cs7nAI78k9vfOohljv6ra7jl0jDTgdz8AbrrLL+ut1zq2fl/9u8UeFKd1IC0jA/ArixMnTuSzzz5rUFnireILVt5ZBCuzHft0MUZGDod2yZBUwzGUnJzMZZddxrRp05qppOVa7L0J9Z0ZGvsB2gE5wOfAGcDp+A90fQ20r2951filopycHBs1alS9NdxYDsFQKuz5w1288u5HlpycbIN+eYGdOLSk7AqgXXv/WYXnX1xSbSDAnUVejbXMxmjoMxf1dQ8srfV/kxu2Xwz2a8fDzqjc5bHqOFclnmfTpk0zwPbbbz/Lz8+Pyb7FQsVmntIxqSbeWT6tpif4Y917p6Fi1b+/1dT4zX8y90RgNTATmA18A5xosXx1vSSEPn36MHPmTBYsWEBGRgbBYOX3mgaDwUovxIilgPOf7Mxd/w3BlBR6H7wP0+c6Xn7bY9Av/XcfTPmb4+JRP2fSnxy7dvjLhQ12hoz1+f6b0IqrvAu5oaIdY79UfS/3Lq31Owf3PGq0zzQWznO8+kLN3w95sLnQOO+CCzjnnHP4+9//3mqGdfas/JWKH78PH3/gyOpoXDDanxYMUO0tesuWLaNXr15Mnz69mUtbLtrfaUN/9/WJ63j8ZvadmZ1tZllmlmlmZ5rZt/HcprRtw4YNIzs7mzFjxlR6UcyYMWOqvRAj1s4/9xyWf/YZf73nboIOBgyE+6Zs4NnXCzn+JCM/P5lH7nP8oq/jgbscu3b6yxmQV2JsLDA2FXjsKSm7Km6QhnQVjeYkmJrkSIu8grlqk8+WzTUvE/Jgp6Uw+5lnGD58eNn0urqVNof8kvI/T5nkB/wlV0D7SE/h9snVm3hmzpzJxo0bWblyZXMUsUbR/k5j3k24vkuClvqoqUdaM8/zbOueIvvJEUfZYf0H2JIVa+z+h5eVNZmAPwrkNX/0H2ir2mzSmGagnx8dXQ+nfv36Rd3cVVhS+YboccF6fMUAABB4SURBVCf65R96eu1NPhWbfczMVqxYYd26dbN58+Y16t8yFkqbeV77wO/Jk57h2f9+W37jvaaH7zzPs+eff75BgwXGWqye6G01TT0ibZlzjl2b1pG3czu5O3fQoWMn+vbdzaz5xnOvexx9vLF7p+OBuwIc188x+T7IqzBeXGkz0LpIM1BJhWagml59eerwcSz98GwgWL0wFWRkZPDyyy9H3dxVsdZfscnnX6845s+tfbnSZp+wGc8++yzr169n+vTpjbqSaaqKzTyP3+/X7M+/DPbax5/WLtnVOPCec44RI0aw1157NVdRq7nuuuuqNVtWVV+TXaPUd2ZoqY9q/PJDsGvXLvviiy+ssMSzNxa/ZV/vDtmybzbZt3lhe2ZB2H56bPkVQKe9PPvDHWFbsal6Dfq7PWHLLfbqGIYhaJBmPzv65pi/WKZirf/bvLDd/Ui4rLwVn1mosea/J2zFJWF74oknWuxGb+nwyx+vCVtysmeBgGcfrCovY2GVm7qffPJJi9byq4rFy4JU4xdpRllZWfTt25fUJEfQwZypD3PSwL78e+GrHH08PPsvY/Z8j4FHGzu2O+67LcBxfR1TH4T8CgOTewb/uyqHs0eMID8/v4YufiGgkI8+vJPbb789pvc4Ktb6Ac69BI4b4pf35qsddVXiQwZbiuDS0ZeX3ej1PI/33nuvweVorPzI2Mtz/gElJY6Th8P+kRG+UwL+/pUqLCxkxIgR9OnThxUrVjRbGevSEvetFPwiMWJmfPDOW+zYto0054eRc3DsYHj+DeOpeR5H/NTYvs1x980Bju/nmPYIFOT7y0998H6Ki+rvp3/TTTcxfPhwdu3aRTgcrvel39HoWGFgHufgnsl+k8/r8x2vPF/3siGD7wvLm6uuvvpqhgwZwpdfftno8kSrtJmnpASenu7vw4Vjys9UmVVu6m7fvp2DDjqI7t278+Mf/zju5YtWnz59mDx5ckx/p3VR8IvEiHOOefPmsWjRIs4/+wz2T/dr0rt27sQ5OH4IvPhv458veRx+lLF1i+POif4VwAn9HU9Pn004XH/wl5SUMGLECNasWROzslet9XfrATff7Qfobdc7vq+ll0+piuG/Z88egsFgswR/aW+eRQtg0wZH74ONY07wpwWAjCpDQe6///68+eabvPPOOyQlJZGoFPwiMRQIBBgyZAgAwYAjf+NaBv3kIB76yx14nodzMOhkePltY/pcj34D/BPA2q8dEH1f7Xg8zVmx1g9wzsV+k8/O7Y6bJ9Td5APl4X/vX//G559/zllnnRXT8tUkN/KE9Ky/+2UfdbkRiKRa6U3dzz//nN/97nd89NFHgH+Cbskbuq2Bgl8kjt5880127tzJd1+toGNKoGwoYOfgxKEwf4kxf4nHm594tGtAX+1QKMTMmTNjWtaqtf6KTT5vvFp/kw/44V+c1oEDevWKadlqsqfEKPZgzWp47y1HWrpx9gXl8zMjnWWefvpppk6dyuTJk+Neph8KBb9IHI0ZM4bFixczdepUOqUG2D/d4Yrzy7o9Ogc/OQIOPhR+fe4F9XbtqyjWT3NC9Vp/Q5t8wA//rYV+75HXXnuN888/H8/z6l+wATwzdkTeKzxrml/mM8+BwoIN3HXTDbz3xgKCkfdtX3HFFVx11VVMnDgxpmX4IVPwi8TZoEGDyl5gkuRg3IXnctUFZ5O7fWul791w3XUkJ1d7P1Gt4vHSl6q1fvCbfI4/yW/y+WMUTT4AhR78d8ceRo8ezTPPPMNzzz0XszKuXJ3DpVeM49B9O3JgZjL/mNIBGMeQYTk8dv99/P3h+3ny0YfKvt+rVy8efvhhDjvssJiV4Ycu+qNMRJosJyeHJUuWEAgE6OiK6ZDi2BUyOqU4ev74IJ5//nlOP/30emvIsRqFtCYdg45N4fJ0L23yOeWn8OarjnnPGWeeU/96LDWDByY/xoa1XzNy5Mgml8vMmDt/IRefN5JQKERJWZfXXGAav790Bg/9YzYpwSCXnf+bJm+vLVPwizSjgw8+mOzsbHJycuje3e9snmohPl76MT169GD48OG8+eabnHLKKZSUlNS6nrg8zRnh1/qNwgrDHO/f3W/y+Z/xjtuudxxzgtFl3/rXdcywM+ia5khKqv7kbEMUe8ayL3O4+LyRFOTn1/CNEAX5ISZcegHvfbqcIw89qEnba+vU1CPSzHr27FnW8wfg5Zdf5rjjjuPJJ58E4MQTT+SVV15p9lFIK6ra1g/wm4vghJONXTscN0XZ5AOwpcgIeUZeXh7vv/9+g8phZuwq9ge4m/Lg/VGNXT9tcozHrm+DFPwiLaj0Buixxx5Ljx49yqa35CikUHNbf2mTT2aWseg1x8vPRrcuz2Dl2k3069ePU089lXXr1kW1XMgzNhUaO0P+GeblZ2dXaN6pWUkoxOxZs6IrWAJT8Iu0IOccM2bM4L333uO3v/1tpXnN/TRnVTXV+vfrBrfc4wfx7Tc4vt8U3bo6dO7Cj3/Snz59+vDll19WG4Ru3LhxlR5I2x3ya/nFFW517GmhsevbIgW/iNSoplo/wMgLYdAvI00+v4+uycc5x32P/5MbbrmdM888k2nTppGbm4uZkZuby7Rp0+jfvz/zX1vApgKPHcXG+nX/5fEH/soLTz8FEPVzDvHo7dTWKPhFpFY11fqdg7sfMTI7GIsWOF6aE926dm7fxuhR59U4CF0oFCI/P5/fjBzB6hy/5r/qi2zuueVGZjz+KAAnD78AXP1DGMert1NbouAXkVrVVuuv2uSzeWP96/r7w/XfnC0qLGLa5AcBOOaEExl54SWMufoGnpoK/3rlOrAWGLu+DVLwi0idaqr1A4wcBYNP8V84E02TTzQ3Z808Xprj35xNS0/nd9c8yYzHRnLrdQEK8g9i4NHPk5aeQXIL9XZqKxT8IlKn2mr9FZt8/r3Q8eIzda8n2puze3LzCIVgyiQYdrTjkw8d+3QxHp/tMffNobz+0Wecd+lvaZ+VhXPN29uprVDwi0i9aqv177s/3HqvX9W/4w91N/lEe3M2PaM9Zw7yX1pTXOQYeaHx72XG0DP8+T179+HP9z/CFxt2sCk/1Oy9ndoCBb+I1Ku2Wj/AiAvgxKF+k8/Eq2pv8jnznAuqNdFU5QJB8veMYsVyR7cD/JfX/PUxo0On6t8NOOiU0rQnghOVgl9EolJbrd85+MvDfpPP4n85Xni65uV/+/tr6x191LwgcA2XjDXe+Ng4fkjt3+2c6spG4JSGUfCLSFTqqvXvuz/cdl95k8+mDdW/07N3H6bMeo70jOo3ZyEIZLBvt+d5YVFvbv+r0a6WlqGUAOyb5khr4vg/iUyDtIlI1KqO3FnR2efDgpf8Wv8vDoO9O0PnrrBPlwo/uwzjhts/48N3H2TJv2dRWJAHtMe5UYwafQ1/vKc3aWk1b9sBHVMcmcn+A2HSeAp+EYlaTSN3lirt5TN6JHzxmX+jt/rNXgccDDwa+UC/Aca9U4y+/WvfbnoS7JXiSFbTTkwo+EWkQeqq9XfdD159zygqMrZtgS2bYev3/k//z67sz3l5cMZvjMuvgtreP5Pk/MDPSFbgx5KCX0QapK5af9l3Uv0x/PfvXnVOlGM5A5nJjo4pEFCzTszp5q6INFhtPXxiofTm7V6pTqEfJ6rxi0iDRVPrbyjdvG0+qvGLSKPEstafngT7pzuygk6h3wxU4xeRRolFrV83b1uGavwi0mhNqfW3S/Zr+Qr95qfgF5FGq+tp3rq0S4Z9UgO6edtCFPwi0iQNrfWXhr60HP3ri0iTNKTWn5EEe2tEzRan4BeRJoum1p+eBPukqtdOa6DgF5Emq6/Wn57kD6Os0G8dFPwiEhO11frTVNNvdRT8IhITNdX60wJ+TV+9d1oXBb+IxEzFWn9qADqnKfRbIz25KyIxU/o0r2fQRaHfain4RSSm9kpxJDkNp9yaKfhFJKb0AvTWT238IiIJRsEvIpJgFPwiIglGwS8ikmAU/CIiCUbBLyKSYBT8IiIJRsEvIpJgFPwiIglGwS8ikmAU/CIiCUbBLyKSYBT8IiIJRsEvIpJgFPwiIglGwS8ikmAU/CIiCUbBLyKSYBT8IiIJRsEvIpJgFPwiIglGwS8ikmAU/CIiCUbBLyKSYBT8IiIJRsEvIpJgFPwiIglGwS8ikmAU/CIiCUbBLyKSYBT8IiIJRsEvIpJgFPwiIglGwS8ikmAU/CIiCUbBLyKSYBT8IiIJRsEvIpJgFPwiIglGwS8ikmAU/CIiCUbBLyKSYBT8IiIJRsEvIpJgFPwiIglGwS8ikmAU/CIiCUbBLyKSYBT8IiIJRsEvIpJgFPwiIglGwS8ikmDiEvzOuUOccw8557Kdc3nOuY3OuVecc4fHY3siIhK9eNX4fwkMBmYApwHjgM7AUufcUXHapoiIRCE5TuudAzxqZlY6wTm3GPgWmABcFKftiohIPeIS/Ga2tYZpu5xzq4Fu8dimiIhEp9lu7jrn9gL6AV821zZFRKS6eDX11OQRwAEP1vYF59wYYEzkr3nOua8auI19gGpXGyLNRMeftJSKx17P+r7sKjTD1/4l504C3oxi4++Y2aAalp8I/AUYbWbTo1hPozjnPjWzgfFav0hddPxJS2nosRdtjf8D4NAovpdfQ4F+hx/6N8cz9EVEJDpRBb+Z5QOrGrpy59yFwBRgkpnd1dDlRUQk9uJ2c9c592vgH8A0M7s+Xtup4olm2o5ITXT8SUtp0LEXVRt/QznnjgfeAFYAVwFehdlFZvZ/Md+oiIhEJV69ek4EUoEjgferzFsL9IrTdkVEpB5xqfGLiEjr1SZH59QgcdJcnHM9nHNznXO7nHO7nXMvOucOaOlySdvmnBvhnHvBObfWOVfgnPvKOXe3cy4zquXbYo3fOXcl/oNgM4D/BToCfwAGAL8ws2UtWDxpI5xzGcByoAi4GTDgTiAD6G9me1qweNKGOeeWAt8B84B1wBHA7fi9L48xM6/2pdtu8O8DbKsySFwH/EHi5puZBomTJnPOTQDuB35kZjmRaQcC/wH+YGb3t2T5pO1yznU2sy1Vpl2EX9kdYmaL61q+TTb1mNlWq3JGM7NdgAaJk1g6HVhaGvoAZvYNfoeGM1qsVNLmVQ39iE8iP+vNuDYZ/DXRIHESB32BL2qYvgI4rJnLInJC5Ge9GZcwwU8Ug8SJNNBewI4apm8HOjVzWSSBOee6AX8CFpnZp/V9/wcR/M65k5xzFsXn7VqWnwicD1xZ8bJcROSHzjnXHv8mbwlwaTTLNOewzE2hQeKkNdpBzTX72q4ERGLKOZcOzAd6AyeY2bpolvtBBL8GiZNWagV+O39VhwErm7kskmCcc0FgLjAQONnMPo922R9EU09jtNAgcZJYXgF+7pzrXTrBOdcLODYyTyQunHMBYDb+8DhnmtnSBi3fRvvxa5A4iTvnXDv8B7gKKH+A689AJv4DXHktWDxpw5xzjwG/A+4CXq0ye119TT5tNfhvB26rZfZaM+vVfKWRtiwyPMMDwMn4vcb+DVxtZt+2ZLmkbXPOfUvtr1i8w8xur3P5thj8IiJSuzbbxi8iIjVT8IuIJBgFv4hIglHwi4gkGAW/iEiCUfCLiCQYBb+ISIJR8IuIJJj/D7RgtdczmaBzAAAAAElFTkSuQmCC\n", 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" ] @@ -550,21 +650,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 81000 loss=-0.1231 val_loss=-0.441\n", - "train: 82000 loss=-0.7588 val_loss=-0.5596\n", - "train: 83000 loss=-1.447 val_loss=-0.7187\n", - "train: 84000 loss=-1.452 val_loss= 0.03446\n", - "train: 85000 loss=-0.4053 val_loss=-2.196\n", - "train: 86000 loss=-1.026 val_loss=-0.5255\n", - "train: 87000 loss=-1.18 val_loss=-1.591\n", - "train: 88000 loss=-0.6189 val_loss=-0.2184\n", - "train: 89000 loss=-0.7835 val_loss= 0.982\n", - "train: 90000 loss=-0.2503 val_loss=-1.158\n" + "train: 81000 loss=-1.338 val_loss= 0.01664\n", + "train: 82000 loss=-1.147 val_loss=-2.089\n", + "train: 83000 loss=-0.6598 val_loss=-0.5354\n", + "train: 84000 loss=-1.014 val_loss=-1.317\n", + "train: 85000 loss=-1.322 val_loss=-0.8638\n", + "train: 86000 loss=-0.9507 val_loss=-0.6958\n", + "train: 87000 loss=-1.516 val_loss=-0.1163\n", + "train: 88000 loss=-1.21 val_loss=-2.103\n", + "train: 89000 loss=-0.8139 val_loss=-1.801\n", + "train: 90000 loss=-1.155 val_loss=-1.002\n" ] }, { "data": { - "image/png": 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\n", 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s6pwAu4CQD/a5D2YrY8KECZXar3GEwlYko5OXNzxwguRNBkqdJOWXe3lsysM8mHBriceR1r0IZ16tSS2Qvnl8yt30bNeMtZ98zdihit9+VnTuqlm+TtO9Z+XO0ShCEWfPf7HGx8eXmrqNiIigSaRi27cbyUhfAJzJ9OdiOHi4co0yl0dzIMvHoWzzeYTho8wJ0qsq5IN9RR/M5rLZbEyePLlS57QoRdMS8ve5zugOI8aCx2Nn/f+WsWppEhnp6cW2y/TUvyf+QlQHn9YczS7czfL2yQ8QHRPDXTc8xM5foEs3zdsfmkXKKqNppMJpr1hRM7tF0aFZQ/oPGkKr1k1IT72Ldm0a5H0KSEhIICWl7Dr5Xq05nO3jiLv0kg/BEPLBvqIPZnO9+uqrJT6IDVSktewb6W+PaaJjOgDz+U/izyWO2vVhjhYUItT5tCbba36lG5oDWZpsn1mnasfWLQA0bnImp8YvJTNjNq3bwVsfaJo0q/i5rApaRilii378DtApLZpxxmkdOX5sPjAHwzDrXaWnpzNnzhx69OjBig9Wccyt2efycTDLx4kcTZbXHBC231X2ZCvBEpLBft++fSQkJOB0OkkvocVcFqvVyty5c7n55purfB0N7RRL5+Q6pQ3c/ZAGxjH96dZkZ5e8XUmToAsRSrzaDO6Hss2v4znmFIO//riDB+64hXFXXs7ieUe4/FwLP24bRNPmpzF7ceUCfYQFWkWrKpUpzsjI4M033sCdXXymOsMwcLlcXDfmWnb8uhOPNscGpBmaw9maVKPkQWE1IeSCfXJyMrfeeitz5sypcKCfNGkSv/zyS7UEegClFA0jSr+pbr0b4k/X7N6peOHfCrfbXWwbj5b5akXo0v50TUm3eJNmzbl69PW0aTeShya1IO2kot8gzcoNmq5nVvxcdgXNoxTWKk4WFEhq2DAM5iTOqNJ5qltIBfvch7HZ2dkVSt3Y7XYmTZpUah/6qoi1KSJK+V+OiIDnXtLAXl6eejr9zzqrxO2kdS9CVapBqb1PmjRrxhk93mD7llewWDSP/NvHG0s0rVpX/Dy2agr0EFhqOLfeVV0SUsG+sg9j7XZ7pR/GBqJo3/uCzukDNye0Av7gwL4/OX6seN/+bB8ywYkIOZkeM61Rmo3r4N//UICFGXM1t94NlYnVVgUtohS2koa4V0Kg428y06teKr06hVSwr+jD2KJ1boIlyqqILqNo0oNP2mjT/ge0TuWdN0ru23/ULT1zROjI9JiDpUri9XqZ+tTLTBz7CV5vBndO0Qy7tnLnqe5AD4GPv8mtd1VXhFSwr8iI19Lq3ARLWa37qGh4NvE0wM4r0xUnjxffxqPhWCkvDiHqE7e3cKD/cRvcOlpx7eWKB+5U3HuzhVnPTiYjfQjdzvosbwa5irJbzEBvr8ZADzB+/PhyS6CAnUsHjq/W81ZVSJU4djgcAT2UdTqdpKam1sAV5bNbFE67+VS+JH37w0X9NZ+v3c8DCZuYvWhEsW1cXnO0XVQ9nfBYCK01xwoMlPpiLdw6xkeW62agCd98+V/AClzDuRcOZ+57Qyin2niJIvyB3lINOfqipkyZwrx588rJIhjs+GESHg9UYMKsoAqpln0g77h2u73SI2OrqkEZXTEBbr/vCNCL/30wlrWffF3iNqW9WQhRH6QasHNnCo/cN4kuzRoy7iobWa5YbLblwAzumLyJZ1/0sXrz27z3yWicDSp+DodNBS3QgznKtqw6OgAWSxP2pHRl4eygXEKlhFSwnzJlCr5y6skE+2FsWSxK0aSMkbUXX9aUth3GAP1Y/eGpJW6T5UVq5oh6afsvO7lm2JVc2uN0Fs55heys3Em9c/DpTJRSpKXOZ8yN0KlL+cezKoi1mfWoGtoVjSMUraPN11iwAn2usuroLP90A489txbQTP2X4skHH+G6IZeVOEq+JqlgVVirqt69e+vNmzdXaJ/duzXx8S3Q+ghK2dA6f/ip3T8zTVJSUo3k6Mty1O0rddLiLZsNhvezERVt4fMdJQ8FbxRR8WHeovqsW7eOfv361fZl1CtLVq5i3OiRuEsbPegXHRPDR5u2FKoCW5BVQaTFDPBVGRgVTGmG5rhbc8PwHDZ8ugQwc/fDx1xPk2bN+b+nnytzJrzmUYqvNqyv9D2mlPpWa9276PKQatlbLIozzviJNm2f4vpbbiOunElHakujiJInOgHo2dvOwKEWsrMUr71Q8kZZMshK1BM5Ps1XO35jwnXXlhvooeTBSNFWM//eLkbRJsZCsyhLnQ30YF6vUpAw5SC5gf72yYksW/w2cxNn8PUXG2rlukIq2LdvDxs3NWZm4qU8MyORkydPljvpSG2wKoWzjOT90BHfACN57QUnp8bZ6N6qIY/cN4m9u8wCS9k+pBumqLNSUlLyypVE2axc1Ksb2VlZAe1bdDCS065oHmUhyqpQQU7NVBe7RWFXcMEl7Tj3wn8CCXy5/g6ef/l1/nrn3XTpVonhv9UgpII9gMMBsQ4vsbbg5+2qIs5OifPWrv0kmb/dfgHwPpCB1pqM9HQWzZvL4D49WftJMkCtFFISojzJycn06NEjr1yJ1hqPYVRoPoncwUhOe/HJgOqLaH9j7s33/0GLVols/c6Kz3cjTzw/g0ZNmtTKNYVcsM/lqCPdnUpjUeZDpYL27kohYfxofL7i48c9hkGWy8Ud149i764UqZcj6pzcciUul6tSI9lzxcU5aBtTfwM9QJQ/JR/rgP972nytPvtY/hia7ABSWtUtJIO9UtTpnF4uh71w3ZzZM6eV+yJxZ2fz5IOTyfYGb/oyISpj6tSp5OTkVOkYuV2j6/Kn8kBEFnhdD7sWzuurOX5Mcf9EuHP8GLo0jeXbTRsB+PKzdRzcvy/o1xSSwb4+/VKNC7Reli1+C08ALaI1H33I7l0pksoRdcqbb76Jx1O1CRhqs2t0dbIoRZQ/ECkFU1/VNGikWfORhR82RwPw49YfWP7u24y/ahD9e3bh8MEDAGQF+HyjwtcUlKPWsmoeHR1UBSc5yaxAuYc5iTMk2Is648dfd1Y5SEVHRwe9TlVNKjjSvW0HeD1JE+fU7P9zLmd0/4L+g+/g9K7dOffCi3nupTk0b9mKj5a/zz0Jd+L1Vv+LO+SCvVUp6lGsB/JH1sZWYILz9xa8gUumLRR1gOHT/OOxx6p0jCuvvJJt27bVia7R1SWqSFf6c86Htz/UNG9p46ftFzL0Qgt7dvZgUfKnXDVqDABtOpzKa6+/UWY//MoKuWBfH+WOrB0+ZlzA+2RnZUkqR9Q6n9YcydasXPJewPtERETkjX+ZNGkSO3fuZOXKlSHTos8VaS0+nubMXvDRJs3AoZq0k4o7x1t4/glFbp+M7mf1CloXUwn2dUSUVXHP5PsrtM+cxBlSK0fUGq01R9yaTz5OxluBXP2PP/5YJ8e/BENJpc0bN4XZizWPPuvDatW8+F/FxOsU6WnBvRYJ9nVIry6d6H/F0IC3X7poITk+sxKmEDUtzYBffjO7C1dEKAf3oqJL6RWoFNwyCeYtMx/crl6luPpSxY6twbsWCfZ1iM2ieG7aCwFvnzv4RFr3oqYZPs1JQzN75jTc2YF3t4yIiAjiVdU9ZU1aBHBRf1ixXtO5q2bXb4oR/RSJL0AwHsVJsK9jzuoST1R0dEDb5s6Ek+U1X3xC1JTciXSWLnoLny/wFM6111Zyyql6yqLKnqUOoH1HWLZOM+4WTU6O4sEpiiVL2lT/tVT7EUWV2C2K6ybciK2cGQ9sdjsjrsufCSejat2bhQhYmqFx+8Dnq1h34cjISJ588skgXlndVFoqp9A2MfD0C5pX3vZxfh/NX/5yoNqvQ4J9HfTAlCnYy/m4a7fbufWu+/L+nWFIN0wRXMePH+ePg4c54Z9p6p8PbQAC+xQKsHTp0rDK1+cqr2Vf0OBhsGYDREdLP/uw0PX0Tsx9+12iY2KwFZt5yw7E8OyL7xaq+e0D0itfjkSIMhmGQa+zz6bXmd3JzMhgRdJ63ny5H3A+VmvZs8MppRg/fnxI9aGvCJulcFmU8gSrUoQE+zrqmiuH8tGmLYy96TYcTidKKWx2O61aTwC2cvhQ8RdOmgyyEkHy7dYd/L53LxarlZhYB88+uhKA7j1HEhFZdrCPjo7miSeeqIGrrLsCSeUEmwT7OirSqji9UzxPTZvF9v0nuOCS/ngMg8FXDwTi+WBJ8ZvHp83ucEJUF6/WbN+9jyYdu7DjYCqJ897hgTteZt8f5+CI+4I337+Tlxa+W+p8rDExMSFVAqGyYutAFV4J9nVYbIEJTsbdMpGHn/oPY/96HtExmi3fKP7YW3yfdMndi2qQ7dUczvbx0cZvufqKAfh8PmIdDo4edpH01l3Aqzz2XB+aNocrBg/hhx9+KHE+1royO1xts1sU9lqOtnXg/UaUJtYGx/1dmP9yTX6XtcuGwAdL4MP34Y4iBQJ9QKbHnBxFiEAZPk22F7wa3P6fAd6a+xotWrXmw/ffZeT1N7B4HkBjmrfsyrX+zmBNIhWtOnUiMTGRxMTE2voV6rxYq+JkLXaRlpZ9HWZRqlgxJZ/PR+8LfgYoMZUDkCETm4gAebXmSLaP/Vma4zmaVEOT6nKTnpbGojfnAHDyxHHO7HkO81+Fzz69HKt1Gq8t+jdKmbNJRdSnMrO1qLZTOdKyr+NirCqvHILWmgu7dODg/n3ExB5g+5aW7N6pObVT4X1yfOZEz/IiFGXx+DSHszUFB2Cnp6Uxov+FXH7lMF6e+iwdT+vMmu9/5NUZ8O9HLICFx56dQM/e5rSaDeQTZMBsFkW0Vdda8UIJ9nVcwT66Sik6ntYZgM5dU1i/uiUfLIG7Hyq+X4YBjSNr6CJFvVNSoAdYPP91dv7yExGRkVw9eizNWpzCjGdgxjMWlNI8M1Mz9iZz24b2uj3Pc13ksCmyaqmWlQT7Os7so6vJ8ZdAnb88GZvNxtpPYP1qSHpLMekBjaVIQs7l1TSud5X9RU3w6ZIDPcCNt08iOtpB6smuOBwX8sESxdcbFUpp/jUjP9BHWMxpNUXFRFvNT0S1Ee8l2NcD0VZFjv/BTm4ZhUsug1PaaPbuUnyxTnPxgML7eLXZoyKqDvTvFXXLUXfxQO/1whfrIGlhBBs+vY0Tx/Pvm8ZNNDNe11xyWf729Xky8NqklCLOBidroXihPKCtB2JKeEu2WmHsTeYNM3tmyS88l9TLEUVkGIVzxkcPw00j36BTw0bccPV7rHjPy4njivYdNdf9VfPE8z7Wbikc6GNtSCOiCuLstRN4pWVfD0RYFDal8WhwZWYyftgVHDl0kOXrfuPlaZrPVit2bNV061F4P0nliFwpKSn8d+pUFi5cSGZGBrEOB/0HjePLDVM4elgDdqy2v3PPQyO5apSPDvEUSw0CKMxcvag8i1I47DVfmlxa9vVE7gCr6JgYUn79mVhHHDGx2Vz3V3P9K9OKvwC9mrz0jwhfycnJ9OjRg7lz5pCRno7Wmoz0dFYumc3Rw2fRqfMpPP7ce6zbspp7/26h42klB3qAppEKm/TyqjJnLbTuJdjXE7mDpJRS3PvwY8x9bzlR0dHcerfGatWsWgqHDxXfzy1z1Ia1lJQURo0ahcvlwjCK1tLwAi72/X4tAwa3oW2HDqUeRwEtohQxNgn01cGqVI0/4JZgX09YlcLhf6HdPOkeWrdtB8ApbcwRtV6vImlh8f1kysLwNnXq1BKCfGGGx2BO4oxS11swW/SSp69ecTWcRJdgX48UHcBiGAaZGRl5D2oXz1PFpjNz+2ro4kSdtHDhwnKDvccwWLoov6VgAaIsZhfBCAu0iJYWfTDYLPkNuJogwb4esVlU3pDrObOm062FkzmzpnPJQGjV2uyG+eVnhffxapmyMJxlBDiTVGZ6BpEWaB6laBtroUW0hTYxFlpFW2QkdhA5a3AEsgT7esbpz/M1a9ESwzCIjonBaoVrJ5jrF88r/sLMlrx9WEpJSUEHWAE1Ls5By2hLnai7Hk7sFkVMBWayqgoJ9vVMhMWcwPiKYSNIWr2BifdOAWD0DRqlNMnL4cSxwvu4pWUflp7771RUAOUMlFJMmDChBq5IlMRZQw9qJdjXQw6bIioqinPOvyBvWZt2cMlAyJKCkI4AAB+vSURBVHEr3nmz8PY5krcPOx6f5u23FgbUstdaM3ny5HK3E8ERaVUVmqe2siTY10PRViiYRs1ITwfgpgTzhT3/VUXBZ3KGD5nQJIz4tOaIW5MZYL5eKRX2M0nVtpooPyHBvh5S/m6YJ44do/eprbi4Wzxaay4dCKd10Rzcr1i1tPA+hrTuw4LHpzmYbRbOi3U4AtonLi4uyFclymO3qKCncyTY11MOGzRs3Bh3jpucHDepJ06gFNw8yWzBv/5S4RtHumCWzTAMTpw4UduXUWlaazIMzaYfd/LQPZPo3qph3ie+stjtdsnX1xEN7BDMnpgS7Ospu0URaVWs+e4ntu0/QcPGjQEYPgacDTU/bFbs2Jq/vQyuKi4tLY2MjAwOHDhA69atady4MStWrKjty6qwLK9mX5Ym6YNVDDq/J4vmzQ0o0IMZ7CVfXzdYlKJxZPCivQT7esxhUzRr0QJLgUIm0TFwzXXmz4veyL9xpGxCYS6Xi5YtW9KxY0fS09MZPXo0VquVoUOH5m0TaLfF2pRumLXpd6WkkDB+NFkuF55yBlGBGeRjYmJISkqSfH0dEm1VRAYpKkuwr8dibfl/QMMwyM7OBuC6v5pBatlicGWa632AW1r3eWJiYhg0aBBZWVns2LGDxMREDMPAZrPx+uuvo5TiwQcfrO3LLFOmx5w3FmD2zGnljpTN5XQ6mThxIlu3bmXIkCHBvERRCcGa/UuCfT1mUYpYm2L2zGmc3aEFS99ZAECX7nD2+Zr0NMWqZfnbh3vefs+ePQwbNow//vgDgKVLl5KWlsaIESMA8vqkR0aa8znu3LkTt9vNgw8+yG+//VY7F12KbK/mqDv/zXvZ4rcCatE7nU5SU1NJTEyUFn2YkWBfzznt4IiLIz01lY3r1+YtH3m9GQiWL85vJYR73v7hhx9m5cqVLFq0CDCDe26Ad3s1x92ag1k++o+4jiUfrWb2/Le45557eP7557njjjtq89ILMXxm18qCAu1mGWj5BBF6ZPKSes5mUVx//Tgu/8vVNGnWLG/5ldfAkw9oPl8Lx49C46Zm3l5rHdCoylDy+++/07ZtW6ZOncrhw4dp2rRp3jqf1hxza1yFnmkozrmoP5nArVP+j59//Y0bbriB+fPn8/PPPzNo0KCa/hXyGP6JwosOio51OAJ6KOsIsDumCD0S7ENAq4ax6MiYQssaNIJz+sCXnym++lwzZLg/b++DqBqqxVEXuFwu+vbtS9u2bVm2bBlr1qzJW5cbOD1lfOBp3rot8z9YTVbaSc6Ob0NWVhYtW7akX79+wb/4IrL8qZuSql9cOXIci96cjVmjvmTSzTK8SRonBNgtJT/Bv/BSMypsXJ/fks8Ks145W7duJTs7G7fbXahF79XlB/qCop0NeeSZ55k2M5EzzzwTgKysrGBccjFZXjO9VFKLHuCPvfD9N1OAyDKPI90sw5sE+xDx2oznuWH4ELZv+S5v2YWXmt83rs/fLivQ6BYi+vTpw969e0lKSirURfWYO/BAn2vcbXdyzc13kuP1MWnSJNq1a4fb7a7mK86X6dHs9wf50h6ur0yCoRcoftnRiSbN3yMqKgabvXDdXOlmKUCCfcjY/v13fLb6E377+ce8ZT3OgZhYTcqvioP7zWVGCNe3T0lJISEhAafTicViweFwkJCQwIEDBzj11FPztjvu1lX6hKMsVlavXcfRo0e56ZZbOXbsWPk7VUC2V3Mgy8dRty61zIVhwP/do7j7rxbS0xTde77B0k8v4OOvtzD2pttwOJ0oZZFuliKPBPsQce+99zD/vWX07XcZx48eBcBuh/P6musLTmri8tTCBQZZ7qTac+bMId0/qXZmZiavvPIKPXr0IDk5GTBby+nV8Onm6Rde5u0PV+P2wZArh+W18Iu+4TidThISEkhJSSn3mF6tOer2cchf26Y0hgH33qR4+3VFRKTm/kdS2L7lZgb3aUvDRo15atostu8/gcvwSDdLkUeCfYjo27cvrVu14LKzu3LH9aPylufm7b/6PD9v7wqxLphlTaqttcblcjFq1Ch++W1n3iCkqjr3wos465xz2fb9d2zd8h3rvv6+xDec9PR05syZU+gNpyjDZ3b73OfSZJbzRuzxwH23KFYtU8Q5NYuSNUOHZ3NOnwu57q+30qBRI8BfBlsmIhEFSLAPId07dyI9LY1DB/fnDfXvda657odv87fL8YVWKiegSbUNg/9MnV7iA87KinU4mDb7TVas/4rohk1KfcMxDCPvDadgC9+nNSdyNPuzzE8bZV2a1wtffQ7D+yk+fF8R6zhAg4Zd2fDpU8R37sKS1Rt47NlpANgVNIqovt9ThAYJ9iGkedOm/PTnYdZv/TWvL323s8Bq1fz6I2S58rcNpV45gUyqbRgGSe8sLHObyjiz1zl07tad2TOn4c7JKfcapk+fbqaYPJoDWZo0o/QQf/ggvPMGJIxXnN1BMWawhe1bFK3bap6avp/DB3cx/ekn+PqLDXn7KKBplArakHtRf0k/+xDTvmVTDmfnB5CYWDi9K/y0TbF9i+bcC83lLo+usenQgq0ik2pXp/1/wr7foVkLWLpoIV5P2TkYwzBYsGABf39uZqk9gbJc8MkHsORtxedrwOfL/xu17aC5ciTc9YAm1tGLiwbsZvnitznjzLPytmkUoWSCcFEiCfYhJtqqsCtNwQZjr3Php23w9Ubygr3bP3tVKLQAHQ4H6QGMHo2NK3306Ilj8MN38PN2+HOv4sA+OHkC0k5C6knIzoZGjc3pHxvEns6+Q4ofNhf8v8sM6FrT0zOKBfpDB+DTZPg0WfH5WnBnm8e12zUDhmj6Xa65eAC07wirliaRmXkRsY6WNG/RktvuuT//97NBXIi8gYvqJ8E+xGzZsoV77puMs0kzXpxv1oC58FLN268rNq5TTPpbfqTJ9kJMCNwB48ePZ86cOWWmcmx2OyOuG09OjvnG9/3XkPKrYt8fsPMX+H13+UEy7STs3QVwCgCxDs1pZ8CRg7DvDwdQ/htOTKyDP/bC/j/MHPynyYofvi187l7naa65zmzFN2qSv3zvrhQSJowhOiaGr377E2eDBnnrIizQuAamthP1Vwi81EVBrVq1YtPGL4iKjiYtNRVngwZccIm5bvMms4UaFWX+u74H+5SUFKZOncr8+fPLzdl7vXY2fDqZ7q0UOe7iQTEqWtO9J3Q/C9qdqjmlLTRpCs4GZumJyEg4dtQM9t+uT6HnRfFcPMCcPwDg/+4Zx+L5c/F6yroOG5kZ7bi4W0MgA3AA44mIvJ9LLotn4FDNgMHQvGXJe7ftcCp9Lu5H2w4dCgV6h03RKCJ4pXFFaKjHL3VRkhYtWrBs2TK6ntMH5TADQpNm0KW75uftiu++0nkja7N9GvORXv2TnJzMqFGjMAyjnEBvB+xoXxJ7UjoBEH+6ptd5cMaZmrbtoV0H6NQFbOW8Gho1gU6doU3jfXQ+v3C/9dvvu5+li+aTVWaw9wA/+78DpGO1zsFqmce4W9+l/6CyBz1ZLBZeWrAYZ8OGAERaoEmkwi45ehEACfYhaOjQoXi12W87N2nTt5+Zj/5yvcrre2/U07x9wX71ZbHZHJzT5wZGjruP07rEExXt45TWZku9urXvGM9rb73L7eNGF3sDstpsBR7eFn6I6/UaZGUZJIwfzUebttC+Y/HBTwtee5ke5/TmzF7n0Nhf3yfWBk0iVNhVMBWVJ10vQ5RVqUIpmtwA//m6wttl18MumIH0q7fZ7Yy9+QYWfzSL0RPi6XUunNE9OIEeIMoC1189lK1btzJx4kScTidKKeLi4jijS5dCdXlKYhgGcxJnFFv+x57dPHr/XYwZ3J8ctxu7PzffNNIigV5UiAT7EKS1JiEhgasvuzRvqsLzL4KISM2Wb+DIofxt6+PsVYH0q/cYBssWLcRhC25AzA2+zf192+Pj40lMTCQ1NRWfz0daWhp79+7F5yv7P9pjGCxdtBCrgpy040y5eRwdHFYm3zSWu++9l8GDhxDfOIZToi3S40ZUiqRxQpBSitWrV7N3716OH9zPKR064oiDiweYvT/+96Hm+pvNbc15aetX8Ai4X31GBk0iFQ4bHC6lDnxVNIlQOAIIvIGPA0gnzkhnxdJ3WfKu2ZNq7549fP3VV+Tk5GCT3LyoAmnZh6gJEyawadMmOnfqmLfsimFmtPtoRX7QyO1vX58EOttS7naRVkXzSFWtN3vjAAN9wesoj1KKnJwcRowYwbBhw3j88cfZt28fSqm8eXGFqKygBnulVFulVJJSKlUplaaUel8p1S6Y5xSmRx99lF69ehFTII0xcIhZOmHjOnOgUK6yKizWRePHj8depGZ7UUVnZYq0KppEVr1lbFFgVRUbvBTI9QJ06dKFRo0a0apVK5YtW8bjjz8e0H5CBCJowV4pFQOsAboANwITgNOAtUqp2GCdVxQWaQHDX7OlcVMzd+/xKNZ8lL9NfQv2U6ZMKTZBR1ElzcoUY1M0jVSVSlrZFDSNVLSJVlS0mOSUKVPKDdpRUVEsXLgQm7//Z8HJ0IWoDsFs2d8GdASGa62Xaa2XA8OA9sDtQTyv8NNa07NnT7q2cOLKNIfzD85N5SwvkMqpZyWP2596Kl3PvBzzkVPFZmWKtSlaRisCfW6rgIZ2xSnRilhb5QJwfHw8SUlJxMTEFAv6udf7/vvv06tXrwofW4hABTPYDwM2aa135i7QWu8GvgCuDuJ5hZ9SCp/Ph9frZc8u888w6Cpz3frV4PKXc6lvPXIOp2Xx845fAQ8tT+lZaKKQQGZlirAoWkQp7OXc/VEWaBWtaFAN/dmHDBlSqFtmRa5XiOoQzN443YDlJSzfAVwbxPOKAj788EOcTZqR6p+MuuUpZu2V779WfLZaM/hq8Grw+HS96O2htebPw9G4Mpej1L946pnR3HrjXyp8HJtF0TIKTuZARoFa8jYFUVZFtJVCzzuqQ263zMTExGo9rhCBCGawbwycKGH5caDEoS1KqYnARDCH/a9bt65SJ87IyKj0viFp165Ceflzerbl+6/jeff1I5za8icAUiz1o2uWD5g7twNan8Yl/Z6nU/sfa/xvLfeXCLZg3GNKB6nbnVIqB5imtX64yPJ/AQ9rrct8o+ndu7fevHlzpc69bt06+vXrV6l9Q9W+TA8Z2TlERUWxJwX6nWUhzqn5do8mIgKcdkWjelA18UCmj57xf3D4UDuWfqQZfkXNv0XJ/SWCrSr3mFLqW61176LLg/lKOUHJLfjSWvwiSGbOnEnnlo2Y/cJUADrEQ5dumvQ0xcb15jY59eAhrcenWbp0P4cPdcBiaUmvHsdr+5KEqDeCGex3YObti+oK/BjE84oinE4nmRkZ7Ptjb96yK4aZ3z/298px+yBYn/KqS6YH3ngpGVBc3P9R2rVsUu4+QghTMIP9CqCPUipvCKdSqgPQ179O1JCRI0dy6PBh/pP4Wt6ygUPNwP7Zp6A1aOpmf/uUlBQSEhJwOp00irKy+cspwM1MmnyF9EMXogKCGexnA3uA5Uqpq5VSwzB75/wBvBrE84oi4uLiaN6sGREF/trdzoJGjTX7/lDs9neOrWtdMJOTk+nRowdz5swhPT3d/8kjHZjPX0f3JDk5ubYvUYh6I2jBXmudCQwAfgUWAG8Bu4EBWuvqnflZBCS6wNBPiwX69jd//nyN+b0uDa4qWLO+eIVLA5fLxahRo0hJSamV6xOivglqVwat9e9a65Faa6fWOk5rPVxrvSeY5xQlW7FiBX8ZcAlzZk3PW3bxADO4b1hrvgnUpTROIDXrDcNg+vTpZW4jhDDVh67Vohq4XC42fvE5DRo485ZdNMD8vukz8HjAo8FbRx7SBlKz3jAMFixYUENXJET9JsE+TAwYMIDLL7+cW2+5NW9Z67bQ8TSzC+YP/iENdaV1H2gN+EC3EyLcSbAPE82bN+eDDz4gtshQtov8efsNeXn7mr2u0lS0Zr0QomwS7MNIREQEFu3j8L7f85Zd5M/bf56Xt68baZzK1KwXQpROgn0Y8fl8NGzYkPM6n5pX8rjPxeaEJt9/DelpdSeNE0gN+JJq1gshSibBPoxYLBZat25Nq1atOHrYnHXc2QB6ngter2LThvwKmLUtPj6e+YveIzomhorWrBdCFCfBPsxs27aNDRs2MHfmVLq3asipcTa2ftcASGDV0l1A3Wjdu91ubI4GJM7bAkxEKSdKSQ14ISormCWORR20evVqrrnmGtxud14tHCMnHXiFpYveYNjoJIb/ZSgxtXuZzF3wFpNuu4Uu3W8B5nDdjbN47TUCnuRbCFGYtOzDSEpKCiNGjCA7O7uEomcayGbidSP5ZefOknavMV6t2fPnfpq1aMm+3/sCMHKcJspaq5clRL0mwT6MPPbYY7jd7jK3MXLcPPvUk7VaAfNEjmbSA//HfxL/JD3tBjqepulzIfViJi0h6ioJ9mHkvffeC2i7lUverbW8fbqhyfSYP7+3wAJYGTVeV/sUgUKEG8nZh5Hyyg/k8hgGbh9E1nDaxOXRHM/R7N75G0p14H8fRmC1akZej6RwhKgiCfaiRFlejbMGH4a6vZqjbo3WmptGXsnB/al4vRu4evTptGwFUfIZVIgqkZdQGClvkFIuizUCtxd8NZS39/g0R9waDRw6sB+tLbizbUAnbrvXfDArE5UIUTUS7MPI6NGjA9quSdNrzb45NVQn54hbk1tKv+UprRl89c9ovZ2+/Sx0PwtirBLohagqCfZh5MknnyQyMrKcrSI5eeIJsrMg0xP8ln26ocnxz3+7d1cKW7/TzJkJSjViymPm+aMl2ShElUmwDyPx8fEsXbqU6OjoYmkRpRRRUdG0O/V9jJxOfPMluLzBrW/v8WlO5pjHX/vxKi7tcTpjhw7H64WbEuDs88wHs1ZJ4QhRZRLsw8yQIUPYtm1b3iTeFouFmJgYBl15NR9//QNDhpslCD5fYwbYjMA68FSY1ppjbk1uD8/eF1xGnPNCMjM+oFXr9fzN36p3SJdLIaqFBPswFB8fT2JiIqmpqezevRuXy8XHK5eR5XJxib/k8epVoDVkeHRQBlidyIFsf6T3+eAf90aTnjaDmNinWLDifGJizZszWrpcClEtJBsa5tq0acPo0aOxRkRxetdueL3QuIkm5VfFjq2a7mdBmgENIqrvnBmGJr3A84Abh7/BhjWZxDoSWPzxOXTqbC6PsSksksIRolpIyz7MWSwWFi9ezN+mTGZu4gx+2raZq0aZ65YtMgPtSUOTblRP6z7N0BzLyT/W6y9qNqxZA9xLr/NupvtZ+dvGBdZTVAgRAAn2AoDF77zD0//3AKs/XMnVY8xgvOI98Pq7Xx7P0ZzIqVpKx+01j5Fr5y/wn0ctwH00b9mZCy7unLcu2goRUgtHiGojaRwBwKBBgzh64iTnXHAhvc6F9h01e3cp/vehZvAwc5s0Q5PlheaRlStKVjDQ+3zw8F2KnBzFmBt78+yLP+atU0CjCAn0QlQnadkLAC677DJmv/oKlw68AqXgpjvNwPzMPxTZ2fnbGT44lK0r3CUz3dC4CxRXm/G0YvOXvxMT+zh/ezS70LaNIhR2adULUa0k2Is8FqWIwMuajz5kxNhMTj9D8/tuxZyZhbfzaDiUpQOevtAo0J8ezPTQzGcV8Ddcmf/k1Rf+kbcu1gZxMkGJENVOgr0o5LOPP+TmUcO475YxPP6cGaCnP614d4GZesllaDiYrcn0aNxe8wHuMbfmD5ePvZk+9rl8HHNrjrp9HMwy+9Pv3ZXC7WMncc9NDQELdvsqmjVvwRXDRgAQaYEmkr4RIigk2ItCTh45RItWp3DRgMvp2x/uuF/j9SoevNPCiP6KL9aa/e/BnJz8qFtzMNssTZzh0eQ29j3+PvqZHvABaz9JZtB5Pfl45VwgHdAYhosTJ45zw9WD2fBJMs2ilBQ8EyJIJNiLQm6//XZ+2vMnt0y6F4CHntQ8/4qP5i01P3yrGHeVhfFXKY4cCvyYe3elcOe40bizXUDhIbkewyDL5eL28aPZs2tXNf4mQoiCJNiLYuIK9NFSCq4dD2u3aKY86qNRY80X6xSjr1Ds+yOw482eOQ13dtl1FwzDYPr06VW4aiFEWSTYi2JsFoXVyGbav57gnw/dD0CsA+5+CD7+RtO1h2b3TsU1AxRffV7+8Za8/RZalx/sFyxYUA1XL4QoifSzFyU6sW83L/3333i9Xm5KuIe27TsA0LwFvLNKc9sY+PoLxZjBitbtNB07wQWXaqKjoUkz6HOJua3bDVmujIDOmZER2HZCiIqTYC9KdGa3bvx32nRad+5Om3btC61r0BAWrtS8+Dy8/iLs+12x73fYsCb34WoKMBWLZSE+XwYQWBdNh8NRrb+DECKfBHtRqnvvvgvDZ5Y4yCoya1VEBEz+hybhb/DHHs2OH+C7rxR/7k1m7SfX4vMZ+HyB10e22+1MmDChmn8DIUQuCfaiTHaLooHK4et1q+nbbwDYowp1sYyMhE6dza+evXcyuM+1+Hyuip/Hbmfy5MnVfPVCiFzygFaUa+DAgVx15ZWs/9/HNIpQtIpSRJRw58yeOQ3DqNhsJ3a7nZiYGJKSkoiPj6+mKxZCFCUte1Gu4cOHc+zYMWbPns37779PbGwsb731FhkZGcQ6HAwfM47b7rmfZYvfwhNgsLdYLDgcDiZMmMDkyZMl0AsRZBLsRbnuvvtu7r//fpo1a8axY8ew2Wx4PB4AMtLTWTxvLkvenk9WVlZAx7NYLHi93vI3FEJUGwn2olwRERGkpKSQlpYGkBfocxmGUaH0jfS6EaLmSc5eBGTq1KnVchzpdSNE7ZBgLwKycOHCCj98LYn0uhGidkgaRwSkIqNbo6Oj8Xg8hd4c7HY7drtdet0IUUukZS8CEmie3el0sm3bNiZOnIjT6cRiseB0Opk4cSJbt25lyJAhQb5SIURJJNiLgIwfPx673V7mNrn5+Pj4eBITE0lNTcXr9ZKamkpiYqK06IWoRRLsRUCmTJkSULCXfLwQdZMEexGQ+Ph4kpKSiImJKRb0ZRSsEHWfBHsRsCFDhrB161bJxwtRD0lvHFEhufn4xMTE2r4UIUQFSMteCCHCgAR7IYQIAxLshRAiDEiwF0KIMCDBXgghwoAEeyGECAMS7IUQIgxIsBdCiDAgwV4IIcKABHshhAgDEuyFECIMSLAXQogwIMFeCCHCgAR7IYQIAxLshRAiDEiwF0KIMCDBXgghwoAEeyGECAMS7IUQIgxIsBdCiDAgwV4IIcKABHshhAgDEuyFECIMSLAXQogwIMFeCCHCgAR7IYQIAxLshRAiDEiwF0KIMCDBXgghwoAEeyGECAMS7IUQIgxIsBdCiDAgwV4IIcKABHshhAgDEuyFECIMSLAXQogwIMFeCCHCgAR7IYQIAxLshRAiDEiwF0KIMCDBXgghwoAEeyGECAMS7IUQIgxIsBdCiDAgwV4IIcKABHshhAgDEuyFECIMSLAXQogwIMFeCCHCQFCCvVLqdKXUC0qprUqpDKXUAaXUCqXUWcE4nxBCiLIFq2U/COgPzAOuAhKAZsAmpdQ5QTqnEEKIUtiCdNxFwItaa527QCm1BtgD3AvcEKTzCiGEKEFQgr3W+mgJy1KVUr8CrYNxTiGEEKWrsQe0SqnGQHfgp5o6pxBCCFOw0jglmQUoYEZpGyilJgIT/f/MUEr9UslzNQWKfboQoprI/SWCrSr3WPuSFqoCafVSKaUGAv8L4CTrtdb9Stj/78AzwC1a69cDOE6VKKU2a617B/s8IjzJ/SWCLRj3WKAt+43AGQFs5yq6QCl1B2agf6QmAr0QQojiAgr2WmsX8HNFD66UmgC8BEzVWj9d0f2FEEJUj6A9oFVKjQDeAOZorf8WrPOU4rUaPp8IL3J/iWCr9nssoJx9hQ+q1CXAJ8AO4G7AV2C1W2v9fbWfVAghRKmC1RtnABAJnA18UWTdXqBDkM4rhBCiBEFp2QshhKhbQrrqpRRkE9VFKdVWKZWklEpVSqUppd5XSrWr7esSoUEpNUoptUQptVcplaWU+kUp9W+lVFy1nSOUW/ZKqbswB2nNA74DGgIPAj2Bi7TW39bi5Yl6QikVA/wAuIFHAA38C4gBemitM2vx8kQIUEptAn4HlgN/Ar2AJzB7QV6otfaVvneA5wjxYN8UOFakIFsDzIJsK7XWUpBNlEspdS8wDeistd7pX3Yq8BvwoNZ6Wm1en6j/lFLNtNZHiiy7AbOhepnWek1VzxHSaRyt9VFd5N1Ma50KSEE2URHDgE25gR5Aa70bs/PB1bV2VSJkFA30ft/4v1dLrArpYF8SKcgmKqEbsL2E5TuArjV8LSJ8XOr/Xi2xKuyCPQEUZBOiiMbAiRKWHwca1fC1iDCglGoN/BNYrbXeXB3HrFfBXik1UCmlA/haV8r+fweuB+4q+JFcCCHqCqWUA/NBrQe4qbqOW5MljquDFGQTteEEJbfgS2vxC1EpSqloYCXQEbhUa/1ndR27XgV7KcgmaskOzLx9UV2BH2v4WkSIUkrZgSSgN3C51npbdR6/XqVxKqOWC7KJ0LAC6KOU6pi7QCnVAejrXydElSilLMBbmKVmhmutN1X7OUK8n70UZBNVppSKxRxUlUX+oKqngDjMQVUZtXh5IgQopV4G7gCeBj4osvrP6kjnhHqwfwJ4vJTVe7XWHWruakR95i+NMB24HLM316fAfVrrPbV5XSI0KKX2UMp0gsCTWusnqnyOUA72QgghTCGfsxdCCCHBXgghwoIEeyGECAMS7IUQIgxIsBdCiDAgwV4IIcKABHshhAgDEuyFECIM/D9Be87nV0AGygAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -578,15 +690,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 91000 loss= 0.01111 val_loss=-0.5071\n", - "train: 92000 loss=-0.8187 val_loss=-0.5373\n", - "train: 93000 loss=-1.51 val_loss=-0.8606\n", - "train: 94000 loss=-1.489 val_loss=-0.04642\n", - "train: 95000 loss=-0.4914 val_loss=-2.129\n", - "train: 96000 loss=-1.122 val_loss=-0.6488\n", - "train: 97000 loss=-1.238 val_loss=-1.619\n", - "train: 98000 loss=-0.6839 val_loss=-0.2788\n", - "train: 99000 loss=-0.8457 val_loss= 0.7723\n", + "train: 91000 loss=-0.9485 val_loss=-1.883\n", + "train: 92000 loss=-0.7806 val_loss=-0.5944\n", + "train: 93000 loss=-1.427 val_loss=-1.137\n", + "train: 94000 loss=-1.471 val_loss= 0.6587\n", + "train: 95000 loss=-1.312 val_loss=-1.141\n", + "train: 96000 loss=-1.19 val_loss=-0.7824\n", + "train: 97000 loss=-0.6071 val_loss=-0.6734\n", + "train: 98000 loss=-1.387 val_loss=-0.2842\n", + "train: 99000 loss=-1.024 val_loss= 0.01523\n", "\n" ] } @@ -643,23 +755,35 @@ " if n_iter % PLOT_AFTER == 0:\n", " test(model, dataset_test, writer, plot=True, global_step=n_iter)\n", " \n", - " test(model, dataset_train, writer, plot=True, global_step=i, seed=n_iter)" + " test(model, dataset_train, writer, plot=True, global_step=n_iter, seed=n_iter)" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T10:44:06.538750Z", - "start_time": "2020-02-01T10:44:05.165756Z" + "end_time": "2020-02-01T12:41:13.300719Z", + "start_time": "2020-02-01T12:41:12.865025Z" + } + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-01T15:26:36.856203Z", + "start_time": "2020-02-01T15:26:35.090212Z" }, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -726,17 +826,17 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 65, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T10:44:07.754247Z", - "start_time": "2020-02-01T10:44:06.544009Z" + "end_time": "2020-02-01T15:26:37.977575Z", + "start_time": "2020-02-01T15:26:36.866251Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -802,11 +878,11 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 66, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T10:44:15.349154Z", - "start_time": "2020-02-01T10:44:07.756902Z" + "end_time": "2020-02-01T15:26:58.558046Z", + "start_time": "2020-02-01T15:26:37.981507Z" }, "scrolled": true }, @@ -814,7 +890,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "418cddc150874517b944c31c1b3bda31", + "model_id": "8a851f5254664951a99d41785630d676", "version_major": 2, "version_minor": 0 }, @@ -830,7 +906,7 @@ "output_type": "stream", "text": [ "\n", - "val loss (n=100) tensor(-0.9326)\n" + "val loss (n=100) tensor(-0.8646)\n" ] } ], @@ -873,11 +949,11 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 67, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T12:28:41.594690Z", - "start_time": "2020-02-01T10:44:15.353507Z" + "end_time": "2020-02-01T19:06:43.265129Z", + "start_time": "2020-02-01T15:26:58.561968Z" } }, "outputs": [ @@ -885,13 +961,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "runs/Feb01_18-44-15_mjcdesktop-anp_1d_impr\n" + "runs/Feb01_23-26-58_mjcdesktop-anp_1d_impr\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ddc127a913cc438a97eea8d5f67b9ce7", + "model_id": "98d420578cd340c6ba91496c588ae3ab", "version_major": 2, "version_minor": 0 }, @@ -906,12 +982,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 0 loss= 2.082 val_loss= 1.465\n" + "train: 0 loss= 1.66 val_loss= 1.457\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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" ] @@ -925,21 +1013,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 1000 loss= 0.0669 val_loss= 0.2721\n", - "train: 2000 loss= 0.03866 val_loss= 1.889\n", - "train: 3000 loss=-0.1742 val_loss= 0.1717\n", - "train: 4000 loss=-0.4161 val_loss= 0.5655\n", - "train: 5000 loss= 0.2036 val_loss=-1.208\n", - "train: 6000 loss=-0.2205 val_loss=-0.1958\n", - "train: 7000 loss=-0.4805 val_loss=-1.411\n", - "train: 8000 loss=-0.265 val_loss=-0.5896\n", - "train: 9000 loss=-0.3367 val_loss= 0.5671\n", - "train: 10000 loss= 0.1358 val_loss=-1.043\n" + "train: 1000 loss= 0.2346 val_loss=-0.6747\n", + "train: 2000 loss= 0.1635 val_loss= 0.315\n", + "train: 3000 loss= 0.06675 val_loss= 1.185\n", + "train: 4000 loss= 0.155 val_loss=-0.04905\n", + "train: 5000 loss=-0.1739 val_loss= 1.384\n", + "train: 6000 loss= 0.06595 val_loss=-0.3293\n", + "train: 7000 loss= 0.9722 val_loss=-0.1167\n", + "train: 8000 loss=-0.1602 val_loss= 0.5385\n", + "train: 9000 loss= 0.5204 val_loss= 0.2312\n", + "train: 10000 loss=-0.1201 val_loss= 0.5715\n" ] }, { "data": { - "image/png": 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nPT09yq+iYl634Si3fUM3YEHIsvsPBCwOas4Z54dX3xauPu9odu/8nj27LiMQCODz+dheYHe4itEbtlWiYa9UPRGyhO2FJfpwGB6661cglqSmefxjnBDnv4TVm7bRKsHuYVrT1S61LcZliDlQt2AHdl5YyA4LBSV6Bx99DLz6dlNuvCKLlT+7ef9ti4E3200+t2ngV5lW4yhVD4QsYVuBkJeXj2VZPPEg/JTZmRYtt/L2nHTi/NDSaw4EfWPljzG09tlVPb4S6dTzTHjyRTvQH7k7xHdf2+vDYvewFW2hUykNe6XqWEHEnlEqIvDSP5+mW7t2vPGyG/gNT724m5NOaUFTj3FUhyKv29A6zkWzEr1mBwyBwcMjhEIXcsOl3VmTtR+AgAV7Kx4NQqFhr1Sd2he0S/RF9xpjPCeTk+0FICGxNS1arSPODU0cOlRAkseUCvxTekwGviQczmHEoK84v+tv+PDd/7I/JORUMjOX02mdvVJ1wBLhxzUbSWzVhi8/XcSiT+bR66xrmfjSKUAyA4cu5elxLYhxGVp6nRn0RZI8hpBlT84yYMgQmjTryCN/PI6VP3cEYE3WKgB2BQW3C+Kq2r7TYTTslaplIUvYkhPixn5XEePx0LptWz6ZM4v32iaxd/cjnH3BfJ54QTDGrqfX4X2heSyELSiwDFdccwGt28ANly4gHI5h1/ZzELE7Ze0oEFr5NPDLo2GvVC0REbLD9giOK1asYMe2rcTFx/PAY39nw9purPz5Ktp3FF6aLHg80MRj8GloAfagbC19sDVfCAucdjq8+vYF3D7IMOkV2L9/Hj1Oz+KSq65B2h1Dax/6f1eGhr1StSA/Ys8sVdTx84QuXfli5Xq2bNzAu292ZuXPl+GPF16dJjRrAV4XNKl4hAPHcRvDUYWBbwF9LoeXpwq33rCfGW+N4KfM40g+4UTatjuGHQVCmzjwaJPMA/QGrVJRZBX29txeYAd9TnY2u3bsACA2NpZFHyXz4tMGl0t48XXhxK72m7Kl12C0+uYgHpehRYl7GBenQJ/LXwOE9b/+naPa9AHsMfi3FQhh7WV7gIa9UlFiiR3yRZOBBwIBRg4dyN/+dDcAr/wL/jrKfgs++YJwyZX2dk1jjXYSqoA/xh5Vs8jEjHu46re/kp93Jr+/zrB1s5Cbk0NEYHtAiGgbfCDKYW+MaW+MyTDG7DPG7DfGTDfGHBvNYypVH1hiN6kMWMXrXC4XP/+YyaKP/sfo+3P4+yMujBEef95i0DD7OT43JHo06CvTJNYQX1gJbQw887Jwai9h47oNXHTalaTeOBCwh2LYrsMiA1EMe2OMH5gPnAjcDAwBfgMsMIczDb1SDVDJeWJX/fwTqTdeR8aUNxj116fo1mMmb7ycREyM8PwEYcht9vMM0MKh7emro0WsIaGwo1l8ArzxrnBcZx95uYv4bOFc7r51OF3bNqVdfAxNmjThjrQ0Vq9eXcdnXXeiWbK/DegEXCsi74nI+0BfoAP2HGRKNUr7Q0J+ibFdli75jJ9+/IGPZy9i8r9v5tP55xKfIEx8V7h2YPHzmmn1zWExxq6/Lwr8Zi1g2pyWNGvxBODjvbcnkZOdjYiQk53NhAkT6NatG3PmzKnbE68j0Qz7vsASEckqWiEivwKfAf2ieNxGLWQJuWFhf8hecsNCIKJjg9QXBRFhT+HkGnt37yYnO5sr+l5HfPzx/N8nfVj2vaF9R+HtucIFFxdvp9U31dc8FmILk6wgfzX5eY8CBdi3aYuFQyHy8vLo37+/I0v40Qz7LsCyctYvB06O4nEbnYgI2SFhS77F5nxhZ8AOlD1B+99bC4T1ecKmPIvtBRZ7g0KBfgDUulVZWaTekUbXtk05LjGG0zu3o2vbpgz97d/55aeHCQWH8dsbhdmfC127F2/nMlp9cySMMbTy2hOjvPriGMLhigfKCYZCPDdmTC2dXf1hohUIxpggMEZE/lxm/RPAn0XkoDb+xphUIBWgdevWPadNm1atY+fk5Bz25Mn1kWCP713d1mMG++ZVyd9dpmgwWVVd5V1fX375JY+OHk04FCISiZTZwovL9S53/rEzV1695aD9xbi0WVxNEODqq64iLy+v0uf6/X4+nDWr3r4XjiTD+vTp842I9Cq7vl6FfUm9evWSpUuXVuvYCxcupHfv3tXatj4IW8LuYOl63yL5efD5otW8M3kMiz6eSkF+DvEJCVw78CZuu+teOnSqfIxznwuaeQ2xWj9cLWWvr/nz53P55ZcTDocPuU2s189HX39/0N+nWawhSatvaozL5arSN1pjXKzLCXGU1+Cthz1tjyTDjDHlhn00CxR7gGblrG9e+JgqwxK7Hn5LfumgDwZhwTwYOdRwytFzufWG7sz94DXy84pvPk157TUuOq0rE8e9j2Ud+hgABZbdCzFP5/E8YnPmzOGyyy6rMOgBLCvEhPR/lVqX5NGgr2lVLQ3HJyZgFU5+ku2Q0TKjGfbLsevtyzoZ+CmKx21wpLBOfnO+XQ9flNXfLFnNlef+geObN2XYdTHMmp5IONwPyAPK1EtKiEgkyGMPDOS0Y9cwcojhrddh395DHBPYEXDOhR4Nq1evpn///uVU2xwsHAoxY9qUA78nxpQeulfVjMGDBx80qfrBPKT0GwzY74PdQbuXc2Nvix/NsP8AOMsY06lohTGmI3Bu4WMKyA3bJfndQTkw/+be3TB8wFyuv6Q7P/0wAcjGvixzgYpLkBBh396rmDXjMx68M8ipx7g4tb3h/K6GkUMNXy6Gktf07mBx6xF1eJ577jlCoarPmpGbnQPYA5w1d/iwxdEyatSoKoS9i88XDWPzxuI1OWFha77dsKGximbYvwqsBd43xvQzxvQF3gc2AJXPjtyIWUUl+TyLnQGhqHAdicCUCXDBKWv4ePYNlFuCr3zvwEqu6f8DzVoMAQz79ixhw1rDrOmGgVcs5+rzgsx46xc2b9wA2O3CdwUa70UeLVOmTDmssI9PTKCl19BUS/RRk5ycTEZGBn6//6DQd7vdhf8KsGl9Fv0vMaxeWfx4qLBaZ3uBRaARhn7Uwl5EcoGLgJXAZGAq8CtwkYjkROu49ZWIXUe+M2CxMc8uyZesQflyMVx9nuGRuz9h/75RHH7Il2AMDz/VF7f7UwBOP/sR/jl+PhenvIbL1Z/lP7zHPbedyX/+XVy0yQnbozKqqsvJqfplHOPxcNNNgx01tWBdSUlJITMzk9TUVJKSkjAuFwmJSaWapp12egqbNxpuuNTw7Velt8+PwNaCxle1E9UWXyKyXkSuF5EkEUkUkWtFZG00j1kf5RTWx+8ICLlhu0KmyMb19o3XgVe4+PlH8Me/DczkSMI+ITGRNke345mXXiXO7+frL+azetU84vzzcLt/Jfn46YBh/Ji3+fcLYfbu3g1AdmFnLVW5QESIP4ymcbEeD/ePujeKZ6RKSk5OJj09nX379mFFImzZtYdTe55OQmIib876mDdnJdL7MmH3LsOAywzpz9jfrEvKCdt9WIKNZORMbd4bRXlhYXO+xa5g8TjmRXKy4bnHDBf3sKtXfHHCPQ8Lp5+zhdIfB4fH4/Ew8HeDiXXBRVdcxazPvuG0M87itNPP5Nsvv+CsC3rzn/ef4fJrHgZSeOrhs+jRsS1vvJwOwJ6gkN8Iv8LWtJ0B4dqBN1GVXgsxMTFkZGSQnFx5s1gVHQkeFx99/Alfr97MORf2Ic4P/54m9L/pF8Jh+OdjLm68wrBuTentQhb2PbVGUMrXsI+C3MKQ3xEQQmWaQebnwaTx0LubYewzhkCB4crf5jHktsdJajKWoam34/X5qn1sj8fDg/fdS9s4F619hq4nHs/MBZ9x2dX9WPTjKibNmE279sfyylv38egzlwODsaww+/edwCN3j6Rr26bEe9wkJSWR5vCBow4lIhAWuKLfdVT2wex2u/nf//5HSkpK7ZycOqTmCXF0aB6PAYLBIKk3XkXG1BO5pv9DHNVG+PoLwyU9DaPvM+zcXnrb7LCwKT/6rdeq0iGsujTsa1BeuMRN1zIhv2sHjHnccM6Jhkfvc7Fzh6Fj53cY9PvHeWGim3btm/Li04+zd89uBg0eWuJmUtV4PB78fn+pEqTPbWjlc9HO7+JYv+HohFh8McV/8mFp8If77wHeYswT1/HW668dGDgqWweOKldeuLjV1JnnXcDQ1GcBL1D6ZmBM4d9j5syZXHTRRbV+nqp8cW5Da5/B543l2oG/o227Y7g45WTmLhGuv0kIh+GN8YbepxrG/RMCgeJtLbFbr23Jj94N3M8//5zPPvssKvtGROrl0rNnT6muBQsWVHvb6ghGLNmaH5G1OQcvK3ZE5P7REYlPsMRu9CjS/XRLxr8ZkZ5nniOxXq98/M1y+Xr1Zrn48iukS5cusnTpUvH7/YJdbCx3cbvdkpCQIC6XS5KSkmTkyJGSlZVVpfPdH7RkXeH5LfxhpbhjKj6W3++v8r4bs2DEkvW5EfnfJwtkbU5Elm2JyLHHWQJZ0uXUNElIShJjXJKQlCTDbk/T/7N6LBixZGNuRFbtKSj1fp27JCJ9Li9+r55xjiXfry//vb2jICKhiFXj57Z48eIjyjBgqZSTqToH7REIW8K+EAdmIiopEoEP3oF//s2waYNdr9v7MiFtlHD6OQBC1ooUMNDu6KPp2KoJH88tLkFnZGTQv39/QqFQqeZ9Ho8Hj8dDRkZGtasGEj0Gj8ue1GHC2DEYU/HN4FAoxPPPP096enq1jtcYhCx7MhJLYOnXX/HfGe+zYd0w1v/ajZNO6cSMBWOJjR0L2F+X28bpcMX1mcdlaBMHO4yHgAXbtmzmh2++5pgOHZmY0Y3PFhruu93w1eeG6y6Gf74i9Dij9D5yw/Y3vSQPJMRwRH/vbdu20bp1awDOPfdcFi5ceASv7hDK+wSoD0t9LtlHLEv2BIpLx2WX19+NyG9OLC4dnHSKJVNnlv/cPQFLIlb5pYOsrCwZOXKkJCUlVasEX5m8sCUJiYkVluqLlqSkpBo5ZkNUELZL9Gv2h2TVngI5/4ILC/9fnhWvz5L/fVn6b5oTqvnSnooOy7JkzZad4nK5Dlzrk96bLWtzIvL5ioic2MV+H7tcltx2lyUrdpT/Pl6bE5Ht+REpCB/e337Tpk1y5513CiBffPHFgfXRKNlrnf1hyivs8bovJAfdmtuwDm670TDseherVhjaHSs887LFh4uFc/sUP2/+3FnMn/U+iZE8msYaXIeYWLpk87FIJMK+fftIT0+vsVYdcW5DbhXbimdnZ9O3b18eeOCBGjl2Q1EQsUv0wVCYS3p25fe/vYrfXn8PMTHXAYP5y9PCCSUGBUmIMdqWvgExxnBcmxacdfY5B9YFCgoAOPoYeG+hcPs99jv91RcNKWcbvv68/H3lFbbP35xvsT9kN9ksb/5bEXsi9EBEGHLz7xk71v5GOPKP97Ahz4paazitxqmioGU3vwqUM8hYQQH8+1+Q/swagsExwBQgh727E8j85iY6Hz+Yd9+cjBWJ8MTz6TyQNpwd27fz/vvv07dv39p+KaUkJCSQnZ1d6fP8CQn8kJnJzJkzueOOO+jYsWP0T66O5YXtvhEAm9avY82qX7Asi1fH9yYc7sfl1wg33Vr8xowx0Cy2rs5WHYnPFn/KsmXLmD3vY849/8ID631x8ODjQko/uH8ErFphGHA53DwC/jRa8JczwWrIoswQJILLAFJ2OhVo1a49AKl/HEWvs8+t9nDmVRG1IY6PVH0a4nhv0C7Jl2fB/2D0/YZ1a+YC/TEmhEhxHbgxBq8vjqQmSWzfupWZH37IlMmTWblyJYsXL8bv99fYeVZHWloaEyZMqHK3/7PPPY9xY1/ktNNOi/KZ1a2ckLArKKxbs5pXXxzDjGlTyM3Jwe32EoncQqvW9/LR151o2rx4m9Y+g68eDperDo+IsDxrLU2OPharRD+KQADGPm14eQxEIoZjjxP+MU44+4IjO14kEsEYg8tlV7Qc5TN8+emiBjXEcYNniT1ORnlBX7LKZt2aNRjTH8grFfRgXzgF+Xns37uX8ePHc/VVVzFt2jS+/fbbOg96qNrAUUUXYaffHM/UOQvo2KV7hc9v6PYXBv2CeXO44qzuTJv02hH2V10AABSySURBVIHqrkgkAExg/95T+W5p8Q31+Bg06BsBEeHSSy/llOM7sXXFD8QY+HlZJgBeL9z3qPD+IuHErsL6Xw2DrnTxyN2Gvburf0y3233gPRZNGvaHELbsrtJlJxAJBiH9Gbikp+GjDw3xCULPM/+JO6biknEkEuHHH3+M4hlXT0UDR9ltx/3cdtcHLN+6j/nf/YzL5WJ/yB7jp75+K6wuS+zxUPYUlujTBg8gPy+P8EHfekIEAnmkDR7AujWriTHQXAc3axSMMQwfPhyXy8VL6WOZP/0tbu5XutVb1+7wwf8Jdz9kERMjTJlgjyo75gnDvr2wbs3qAx0Uj0uMoWvbpjxy90jWrVmNiLBn1y5ysrOZPSOjdt9D5d21rQ9LdVvjWJYl8xcsOGQLl6ooCFuyIffgu+0ZH5VuZdP3Bku+XBVpFC1ailr+JJZoK97r7DSBLImNteSt2cX/D1+t3iTpk96SnzftkGAU2hnXhVDEks15xa9x8PAREuPxVPj3jPF4ZEhq2mG3wFD136ZNmyQYDMrTTz8t8fHxMnvBp7Jsy165+faR8vyESQeukzlLInL+RcWZEOefJTEev8TElL523G63uN1uGTQsVWJjY8VTeG0NGDrsoJzJC1tRaY1T56F+qKW6YR+2rAOdXjbl2R0f9gYsyQ1ZVQqmkh2OipYfNkbkpluL/6DHdbbkzQ+LHzfGVCnsXS5XtV5TbYpYdjPDtTkR+TU7Ir8fYb/uxCRL5iyJyCNPPyeAeDwe+fib5bIoc6UMS71DEhMTxRgjiYmJcscddzSoDkV54eLXXLRU9QM8sR5/gKsj99RTT8nw4cMlHA7LB7PmCCB3/fkvBwX0O/Mi0uOMVQKVdIaMiSmVB+/MW1RrYd+oW+OELAqHLSh9Z9xj7Eme3caekV6wq23CAkGLAzfl3nt7Kjk5ORgSEBlMTMy93HFvMiP/JJQcviY+IYGcKrRoaQiToLuMoZkHdgUFY+Av/xB2bINZMww3Xwv//V8aoWAQt9vNhnW/kjZ4AKFQ6EBVR9EwC5MmTTqijl+1JTtkDzddVlWbpFb1eaphevDBBw/8+8vPF9O5c2duGjr0oOedfg6c3O05fvgmdNDomSVZEcOJXW6m92V306QZ5OV1Y+kXEBcP8fEQnwCtjo3GK6Fxl+yrs7w+/UOJ8/vL+QrvEa/PL69P//CgbYal3nHga9mhFo/HIyNHjqzWa6oLW0pUaazYGZGzzrdL+J1+Y1ddLcpcKb64uAY9zMKegHXI6yDO3/Cr5lT07AtaMvPTr2TA0GHy1epNMvrZFyqt9itekg7UEpS3xMdb8sQTmdU+Nxp7NU5WVpb87ne/KxW6Ho9H+g34nSzKXFmloF+UuVLiKhmTJs7vP7C/9TlhyQ1ZkpWVVelYNvU9+MoKRkpXZ/2wobg3YYdOllw3aIS43e4G+wG3q+DQQT9nSURivXcINK4PcFVzNm/eLF6vVwA5tefpVQz5osUlQ1MtufJaS86/yJKeZ1lyYldLOnSypGlz+z02btw31T63Rh32s2fPPvAfX94S6/WWWyIvuxzOTbkdBRFJS0uTHj16yIwZM+TGG28Un893UAnf4/GI3++X2bNnH+7frM7tD5YOxO/WRaTLqUXdxxtmydeyLNlZTtAvylwpg4ePKCzRG4E4wcRU+Noa2ge4qllffPGFvDt9hmzNC8vDTz0rXp+vSu+JhKSkCnNowzZL5s1bWO3zarRhn5WVJb4q/Cf7fHEVlvAXZa6s8tewhIQEWbx4sXi9XmnRooW0b99eADnhhBOiOpZNXShbAv5+fUQ6n2AVBmLl/1f16aZ0xLJkWzmjkxZV3bndnoPOHTjoG4zb7W6wH+AqOnJDlgy5reqFxYrCPlo3aBt8D9q0tDTGjx9P5a/D0PmEO0jpl85RbYXWbaF1W2jaDGbPmMOYJwYQClV94oClS5eyc+dOevbsSSQSYcSIEYwYMYLLL7+8yvtoCETsIQNK9jfYvBHOPakpIpXflE5KSmLfvn1RPMOqsTvIHTzcxbo1q7nirO7kVzBphNvtxhcXR15uHomJCfTp04fnnntOZ55SpazKyqL7qadWOAFJnN/P3CXf06HToa+daPWgrfMS/KGWqpbsE6vYRM5eyt4Y2SkwXiprLlV2SUhIONwP2wYtYpVug742JyLX9B8hldVpu91uOe+CC8U6gj4PNXX+W/LKL0XddOsIMa7KS2O33p52YH+1PV+Cajhmz54t/nIaeMR4PBLnL7+BR22V7Bt8D9qcw2r6ls21A+cyYEgBF6cIiUm3ACOAgirvwePxcPPNNx/uaTZoLmNo5bWbqRa576/34oureJgFARb/3yLmfrIguidYAUuEHeWU6MEe6+TtSVMRq+Lez+FQiHfemhKlM1SNSUpKCpmZmdyemkpSUhLGuEhISmLQsNuYu+R7+lxWd02RG3zYH07b9VhvLO+9nYJxjeS1d4RuPXILHyknCQ4hJiaGe+655zDPsuGLcdmBX5T3HTol8/LU/xLn9+NylQ79oikVrUgEt9vNNz/+TEEdTGIuIuwMCAXl/Hn37YGh/QzhcNUKC4dXqFBOVnJocsuK2ONijUun6/Gd8dRh4jb4sB88eDDmEOPBl2SMoVsPuxrrnAsvIvPbpbwwcUqVti25j2nTpjm2rtbrNrT0Fv9/9bkshblLvuem4bcR603CvpySuCjldtq2OwaAt2Z/wpDUO+zSdS0H/u4gB41tBLBmFVx3seHLxQZjqlZYaAgd4lT9ZIzBH2No7jUcHefiGL/9PkqMMcTWYgI3+LAfNWoUXq+30ud5vT6ee+V11uwP0ek3xzN8wLXEer3EV/FN7PF4+Oabb+p8/Pm65o8xNPUUB36HTsk8PmYsv+zcw9DUMLCPLxal8/jzC1ixI4czzj0fsL87bQ8IoWgO2F3CnqCUO13k/LnQ70LD6pWG408Srh14EzGVjPrp8XgYMmRItE5VOYzb2BPcNPca2sa5ONZvaOMzNIs1+KKYyA0+7JOTk5k+fXqFgR/r9fLym+/QoVMyLpeLSa+MIz4hgbcnvVblN3tqamqjH8O9qprEGnzu0uuMgUefFa66TsjJNvx5ZDJbN8cdeDwnOxtL7Hlvw1EMfBF75Mr9ZYaltiwY+w+49QZD9n7DFX2F6fOFux+6t9Ihnj0ejyOr7lTtMMbgdRuSPIbWcS7iojRUdoMPe7BviixfvpzBgweXeuN6PLFcO/AmPvr6x1I3Rm79w92cdd6FXHpVX267S9/s1dEitvQNWwC3G8a8KpzXR9i5wzCkn2HZ91s4o/MxXNzjZADCAtsKolPCjxQ2ryxbog8G4a5hhucety/3+/5q8dIUISHRbgrX94ZBeH2+gz70PR4Pfr+fjIwMx1bdqUakvCY69WGpyQnHLcue1DsUsUe+DEQsKQhbkh+2f344a5b4/f5G1fu1NgQi5Q8FvWxLRLr1KBpaISy+OL/EJyTIj5v3HHjO+ly7iVlNCUYs2VTOuazYGZFLrrTPJSHRkokZ9vqsvQH5NTssL0ycLICcdf4FcnNqWpU6xGnTSxVt2vSymoyxJ/WOcRk8LkOsy/7a5HPbP6+68koyMzNJLWwu5XK5SEpKIjU1lczMzHo/cmNdiXUZ2sYZvGWuooRE+M97Qtfuwro1bpq1+IU5S/YAcP8dt7I88/sDVTo7A9YRlfIjIuwLClvzhbITiuXnwW0DDR/PNjRtLrw1W7joCvuxF59+gusuPo9tW7Yw8OZbuG7QYP79cvQmd1eqzpX3CVAflpos2avoiliWbC2n09IPGyJyak+7VN3uWEuGpj4kgJx/0SUHDVVx820jJKFwTPyExES5+bYR8tmPK2VTXkS25Udkd8A6MElIxLIkO3jojlJF3y7OPM8+dstW9lj8RY+t2R+Sdu2PFUDenrtANuZGDmsSFr2+VLRpyV7VSy5jaOUzxJSpw2/SDCZ/IJx2hrBpvWHeh6NI6fd77n7oUdauzmLzxg28PWkil55+ClPfeI2c7GxEhJzsbKa+8RqXnNmdeXPnkB+x54XdWiBsyLXYkGfPEVteRymAfXthSD+7aWXrtsK0ucJJXSEYDPLs6EfYtGE9877+kVfeepfzzj+fNnH2Nz6lGjMNe1UjigK/bGQmNbGrdHqdLWzd3Jxvv5pIJNKRK8/pwT3Dh/LQXSMIBgIHzfMaDoXIzyue57VIZd3ftm2Bm642fPeVoV174b//EzqfYD82M2MaE9KfJ1BQQHxCAtf99lraxLlwH0ZfC6UaKg17VWNiXYYW3oODMzEJJs0QzjhX2LbFMOz6qeTl5rJr504sq+L4DoVCTEj/V5WO/93XcM35hmXfGzp0Ev47T+jQqfjxTevXEygoYNFHc2kea2jpdeHSoFcOoWGvalR8mU5XB9YnwBvThbMvEHJz7icx6QM2/LoOu4rx0MKhEDOmVT4uzcvPr+b6i//A9q1NABc7tzfh5edGlvpWcNefHyFr217uSr2FxHLOUanGTMNe1bgmseUHvj8eJmYIF1xiyN5/DYFA1YaUzs0+9Lg0K3+CIf3m8o+/dMeyJgDZgJCbk820Sa9xxVnd+WTOh+zdtYtmsYbko5rQslnTar4ypRouDXsVFU1i7YHTyorzw+vvCg89aQFVHW/GzfEtmnJcYgxd2zblz38Yyfh/rab/pYbLzviVTz+5AcgDDlHvP2Qg3TscxbAb+x/py1KqwYqp6xNQjZc/xnCUgR0FQsnKGrcbUv8IPy+7ifemvYZIxUMMi4QJBuyJUnKys5n2xmvAf4AMYmJmEomEqKg2KBwK4XK5aN269RG/JqUaKi3Zq6iKcxuO8plyL7S7H6x8THxb2SQPYZfkryQcfrnSD4tIJEJCQgKPPfZY1U5aqUZIw15Fnc9taBN3cDv8Dp2SeWmKPSZ+ZYPRHamcnBxatmwZ1WMoVZ9p2Kta4XHZgV/2vm3RmPiDht1GQomZfSobnO5w6Xj0yuk07FWtcRu7SqfshA1FY+Iv27yHX7NDLNu8h3A4XGPH1fHoldKwV7UsxmVo7bPH7q5IVSeVqQodolopDXtVB1zGnpXn6DhDfAwHDbEAVGlSmcroePRKFdOwV3XG47KHLDjGb7fJb+qxPwSO8hn+8sAoYo8g7HWIaqVK03b2qs65jMFf5ko8vnNnMjIy6N+/P6FQiFCo4uaVJXk8Hvbt21fDZ6lUw6Yle1VvpaSklJpUpqoGDhwYxbNSqmHSsFf1WnJyMunp9gxSWVlZFU4sD+D1ehk9enTtnJxSDYiGvWowkpOTmTFjBj6fD1NmaGJjDD6fjxkzZujNWKXKoWGvGpSUlBSWLVtGWlpaqfmC09LSWLZsmd6MVeoQ9AatanCKqnbS09Pr+lSUajC0ZK+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg6gYa+UUg4QlbA3xhxvjHnBGJNpjMkxxmwxxnxgjDk1GsdTSilVsWiV7C8D+gCTgGuANKAVsMQY0zNKx1RKKXUIMVHa7zRgnIhI0QpjzHxgLfBHYGiUjquUUqocUQl7EdlZzrp9xpiVQLtoHFMppdSh1doNWmNMc6Ar8HNtHVMppZQtWtU45RkLGOBfh3qCMSYVSC38NccY80s1j9USOOjbhVI1RK8vFW1Hco11KG+lKVGtfkjGmEuAj6pwkEUi0ruc7R8EngJuFZGJVdjPETHGLBWRXtE+jnImvb5UtEXjGqtqyf5z4KQqPC+v7ApjzAjsoH+kNoJeKaXUwaoU9iKSB6w43J0bY4YALwHPiciTh7u9UkqpmhG1G7TGmN8CrwMTROS+aB3nEP5dy8dTzqLXl4q2Gr/GqlRnf9g7NeYCYB6wHLgTsEo8HBCR72r8oEoppQ4pWq1xLgK8QA/gszKPrQM6Rum4SimlyhGVkr1SSqn6pVGPeqkDsqmaYoxpb4zJMMbsM8bsN8ZMN8YcW9fnpRoHY0x/Y8y7xph1xph8Y8wvxpi/G2MSa+wYjblkb4z5A3YnrUnAt0BT4E9Ad+A8EfmmDk9PNRDGGD/wAxAAHgEEeALwA91EJLcOT081AsaYJcB64H1gI3AaMBq7FeQ5ImIdeusqHqORh31LYFeZAdmaYA/INlNEdEA2VSljzB+BMcAJIpJVuO44YBXwJxEZU5fnpxo+Y0wrEdlRZt1Q7ILqxSIy/0iP0aircURkp5T5NBORfYAOyKYOR19gSVHQA4jIr9iND/rV2VmpRqNs0Bf6uvBnjWRVow778uiAbKoaugDLylm/HDi5ls9FOceFhT9rJKscF/ZUYUA2pcpoDuwpZ/1uoFktn4tyAGNMO+Ax4GMRWVoT+2xQYW+MucQYI1VYFh5i+weB3wF/KPmVXCml6gtjTAL2jdowMKym9lubQxzXBB2QTdWFPZRfgj9UiV+pajHGxAEzgU7AhSKysab23aDCXgdkU3VkOXa9fVknAz/V8rmoRsoY4wEygF7ApSLyY03uv0FV41RHHQ/IphqHD4CzjDGdilYYYzoC5xY+ptQRMca4gKnYQ81cKyJLavwYjbydvQ7Ipo6YMSYeu1NVPsWdqh4HErE7VeXU4empRsAY8zIwAngS+LDMwxtrojqnsYf9aODRQzy8TkQ61t7ZqIascGiE54FLsVtzfQLcLSJr6/K8VONgjFnLIaYTBP4mIqOP+BiNOeyVUkrZGn2dvVJKKQ17pZRyBA17pZRyAA17pZRyAA17pZRyAA17pZRyAA17pZRyAA17pZRygP8Hb9FZbk68zugAAAAASUVORK5CYII=\n", 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C5/fv0ZL0+nwEAoGaEGyuaDTKdw7tRywa5Z8FG9n2v62ccMSAZtXVGMN/SyJcOvZMXn/l780qUzusly15gScefbhVRzQZwSBL3voXV04cz9o1H/LzW+7g/Isn8/+uvoK0tHTuX/iXPd6/4uWlDbbAvV4vJw4fyTtvvUHprhJ8fh8GQyQS3ivco1Gnn7myAirij5WVUFUBVZVO11Jdj943jeUvzyMWTe65A2MMky6/kttmz60ZBurxNDxOxFqnjqUl8aUUdmyH7V/B9m2w/Svj/PyV0yLfshG2b2t6eGOPnpZ+A+OB3h/6DbA14d67L/jj50/fem0FM6+/ms8/+bhFn/PcCydy17wFLSoD4DPQI83w9n4W9suAdGvtiXXWvwZgrT25sfIK+44TtZbyCBx0QBdKk9Cy9/n9nHX+BLKyuzTYkmyJWCzGO2++QY9eBzLo8CMAyO3dtVl19Xq9fPJVKUP69aC8DaN+WsPn93PRjy5n+KjR/GT8GF55dwvBUC8qyi1lZREiYT9VdQJ504ZCXn/1Lj74Vz7VVaX4AyEGDppEzmEz8PlyqKhwQjvx/sRjRbkTkpUVEA43f2z3boXAYKBtJ97r4/Fkc/hR/6XgsyGkZxxF/4EvEI16iYQhGoVIBCJhKCuDshKIRFpWf5/PcuBBcFAfJ7h794WD+lj6xoO9b38IZja9nbt/extzbr+lVZ/R5/dTsKP+oz+PAb8Bv8fg9zgBn3hMnEBvS4Z1RNh/CTxvrf1pnfX3AeOttT0bK6+wb3+VUecilfIoFO/cye2/uI5nn1rYaL+x1+ec9ok2MnqkoW6aZLpp+rSm+7iNAWu5+sabuOd3d9Axg/rSgMr4vlsTwi1njCU9A9LTIT0DMoKQFv85LQ0aaljv2L6UTz8eTywWBpI9DHQT8BPgdZze3sQIlpnA34BXgAMACKRZQiHIzILMEHTrDgf0hB494YCelgN6Os97Hgh9+kGPXhAfN9Bqb722govPPLVN29hQFsXvAb9xQj2xeJtxYVUqwj6VJ2i7AzvqWf810K2+AsaYKcAUgAMPPJCVK1e2aselpaWtLusGmzZt4umnn+bVV1+loqKCjIwMRp56KmPHT+Cgg/oAsODPj/KX/AU1o20a4vP5mHrVz7gvby6RcHiP7g2v14vP7+f/brqZsi838fanX1G8009xcXzZ6WfXLj+VFV4qKxOLh6oqL+GwIRbbvUSjhlgMYlFDNGacC22swcac2AyHpxGNLKDRULIZdO32Ggvn5QJ345xUa29VQJi0NA+BQIy0tBhpaVECac7PgUDUeUyLkZ5YH4jFX9/9WlqgdpkY6enRmu0F0qJ7lPH7bYMjPxoXZPPmh3hm0V9Y9sorbR5em2CMh7n3bebDD84if8HbXHjxsyx58QHKyorZVbwdgD/OWU7//r3JCDr1bxYLO79wlrb65dTL2ryNgndeb3XZVGRYKlv21cBsa+0v6qy/HfiFtbbRPzRq2adGQ2PRwRmWd9lV01n6/LNUVVWy6Ysirv3VLO6/83cNjtxI9LcXrStk3ty7eOaJfMrLSgkEQvTPmUTXbjPY9r8cNhY1flIsSZ8OGIcT+LU/mz++LMIZ8wwwFZhH8lusjQukpfHptvJWhm/HS5xHqK6ubvRoriHGGM6feAl/fOARwDn/4vF4GP29b3NAj54cPPAQ0jMymPn7OYBzIvnhe2bz3FMLmz26KRkGhNp2aBAIBJo1D1FD9rdunK3Ac+rG2Xc0Z9x8wjW/vJkRp49myNDjGxy5ce6E6WzZlMPqtw1r3odPP4FdOxtOse4HWLr3gO494ID4Y7fukJllychw+lEzgs6jPwBeD3i8ziG51xd/9DrrPB6n79PUWjCwZWMhixbexSsv5lNRXkowM8RpZ03igkun07d/Ts17N20oZPLZQ6isSH6fdEMSffa3zZ7bbvtMhcT34S+PPUplE8Nd62poNM6XmzeRGcoiKzu7Zl1jJ6hrNzRSoa1hP3HiRPLz81tdfn8L++VAwFo7rM76lfH96gRtO4pay5Qrp7HgkXlN9sGPOvNsHqgzMgSgeCe89gq89qrh3bec8cl1de1uOfwoOOxIGDDI0n8gHDyg+SfF2lNDYZIq7XHuor3VbgiU7iqhsfMggbS0Zo2zrygv56F77iTvd3c0ep1HMn6fHhJ96YZAvE894AFvIyOEmpKWlsaaNWvaNEX0/hb204E/AodZa9fF1w3AGXr5C2vtnY2VV9gnRzhm2RWGsojl6GaOWEmMRQcn4Jc8Cy8+Y1j1xp4jI0JZlm9/B477nmXIcXD40dCzV8NXBu6LEmG1+PEFlKdgXDm0T0t0X1G0rpA5v57FC4ufrvkD6vcHOHPseGb838xmBfMH/1rN2Sd9p8n3+fx+Tj/rXHbu2M5/3nuX8nq6eYrWFTL79pm8+OyiWvXxM3bceGbNmsXhhw6q2d6mTZvo0aMHaWlp5ObmsmbNmhZ9dmMM6enpLF68uM3TcuxvYZ+Jc5q9gt0XVd0GZOFcVNXo/yyFfdvUHlmTMDDL18yx6B4efzFM/sOGV5ZAdZWT3l6v5bgT4NQfWL57EhxxNPg60bypqWjp+/0BLv7RZVz+s+kMzMmpGX8T73UCw57rDJj4msTzxM/UeV/t5y1RM8tkgzNO2pppHmrPPFl3eodUOrR7BuHq6laV9fp8YC1er5fqRraRlpbGs88+y+jRo3n99dc55ZRTiEaj3H333RxyyCGMGTOmyX0Fg0EqKysJhUJMnjyZGTNmJOWmL/vVaBxrbZkx5hSc6RIew/lOLsOZLiE1TSiXs9YJ911hS3U9F5NmhkLNatkbT4iLfuAcxhpjOXG45dwLLaN+AF27J7vW+44Rp43mpVX/SVpLv765ePYPjf/5qD1xW+JuTYnpJGrfFKT2e6It/CPRlj+2iRPHTV34VlVVxdixY3nvvfdYtWpVzfuvu+46du7cyaxZs5g5c2aD5WfNmpW0uebbQ0rbZfE5cM5P5T4EIjFLaQRKI7be/1SPP/IQxTt3csbZY1n8xGPYRqcV8BOLTqZrd8sPr7BMuAQO6puyqu/Fg9Nq9cRbvInH2q3e+lq8zV1HzXZqPU/s28BBRw/ihPvzePSBPF5aupQJ48dTVVXVoitma8+yuf8FfdM8xuBp8nBi7zfErK05Skio/XWtXSIUCrXLVB2VlZVcfvnlvPnmm1x66aU89dRT7Nixg8zMTG6++WaGDRvGNddcw0cffVRTJjc3l7vvvjspd49qV4lLlve15dhjj7WttWLFilaX3ZcUFBTYK6+80mZlZVljjM3KyrJXXnmlXbZs2R7rQ1lZdtJlV9iX3/3QvlOw0a4vjdoHn1hsvz9ylL13wZP2p9Ovt4D93X0P2/SMjMS9IRpYgvaKGZ/Zj7ZE7frS5C1FpVG7qTxqt1ZE7fbKmC2ujtnScMxWRGK2Ohqz0Viso3/d9SooKLDTpk2zoVBoj99TKBSy06ZNs8uWLbPTpk2z2dnZ1uPx2OzsbDtt2jRbUFDQ0VXfr1155ZXW7wywT/ni9/s7+uPupS0ZBqy29WRqh4d6Q4vbw37JkiU2GAzu9YX3eDx7PCYWn99v/YGA9fl89sW33rP3PLrQAvb6m2+zgw4/0l594012fWnUPvrMCzYjGLQeb93/SH7r9wftQ0+80OZg31DmhPqOqpgtC8dsOLpvBnlrdYbv176uoKDABoPBdgl7j8fT0R93L6kIe92pah/U2P1HEzM71p3hMRIOE66uJhKJcN8ff8uYcRcw5LjvcM6Ei/j7O+9z7a9mUVUFm74YTXaX94lFpwDZgIe09Gwm/uRyXn3vP5w2puWjCHwGQj5DjzRDnwxD36CHXukeugYMQZ/B1/Qxv8gecnJyWLRoEcFgEL9/z7s61X3eVqFQKKnb21d1orEUnUdb7j/q8XjI7tIFYwzPLn8TYwwV5fD4o/DQXYatWwwwiEMOncu0n9/D2eN3z/DXEukeyPAZMrzOGGWRZBs9ejQffPABc+bM4bHHHqu5SczkyZPZuXMnTz/9dJtv3WiMYfLkyUmq8b5NLfsOVN/9Un9yxVTmL1jQ6i9xLBbjb4udG1Ts/Npwz29h2FGG2270sHWL4YhcS978GK+stpx/ccuCPuCB7gFD36DhwAwP2X6joJeUysnJIS8vj+LiYqLRKMXFxeTl5TFr1qyktPDT09OZMWNGEmq671PLvoO88OISLpgwfo85akpKSpq8wrU5ykpKmXmd4enHoKLcCeNvHWu56gbLyNENz3LYkEwfZPkMaV4Fu+wbEt08Dc3z1BxpaWksXry4U46Yqo9a9u0gErOURyw7qy3/q4zxj48+Z8KE8fX2ySfjYh5rQ8x/0FBRbjh5lGXh32I8t9Iy6szmB70Bsv1OH3yPNI+CXvY5iW6eKVOm1BwdZ2Rk4PP58DVytV8gEGDixImsWbMmKTeg318o7JMoZi1V8StXd1RbtlbG2FAeY1OF5asqS3HYUhGFB++e3ea+xob5MWYSYy+2vLQqxvxnLSeOaNkUBlk+Q5+goVtAJ1dl31a3m6e8vJy1a9fy05/+dI/u0WnTplFQUIC1lqqqKvLz813Tok9QN04LRWLOhUsRC5EYhK2NPzb/UvLnmrghSFv4/H7+8vfpHHN8y69rz/RBV78CXvZviT8AeXl5HV2VfYrCHqdFvvsy71qPOJd9R2LUBHwytORGznXv22qMF2ujgBeofaMQP4E0Z7KtY45vWYslwwtdA4aAQl6k0+p0YW+tJQaUhG3NRE67J3WqM6cH7TexU23NnaMmmBli+KhLeHVJPtXVpUAIaycDY8kMLSZcnU843Pr7uQY80C1gSFd/vEin1+nCPobTvfJ1dQekeDOde8HEJu+Xaowfay9hyXP3AvcC0KWb5bSz4PyLLcefOByPp3U3wfB7nO6aoE8hL+IWnS7s9weXX30tix9f0GjYW+unovxaevdxAv70MZbjTmzdBVAJPuN012Qq5EVcR2Hfjqqq4NOPY7y3qh/pGd+kovzfOPdArX0U4sfj8XPeRU/zwysGkjuktTeL3s1roIvfEPI5VwyKiPt0qrAvLCzkj3feyYL586moqGi3mxPXZS1s3QJr18Daj2DtR4ZPPoTP195FLFYAnAv8EwhhzHHAe1hbTUZGiHMvnMQVM1rW994Qn3HGyivkRaTThP3SpUv3upqutKSEJ+f/icWPL0j6LeHCYfhqKxStc5b16wxFhbA+/ry8rG64fgxcjzEBRp/7GwbmfEi/Ads5f+L329Q1U580jxPy6pMXkYROEfa1Z4msKxK/xdzUSRMavTlxJAIlxc49VxPLrvjjV1th6xbD/750WuxfbobtX4G1DYdpl27OjbePzIUjci1H5B7BP5b/hj4HH8jYi0LAUcn6+IBzxWumz5DlR0MoRWQvnSLsmzNLZGVFmEvPu4tDj8yjogzKy6G8bHfAl5a0LCCNsfToZTl4IAw4BPofYhmQA/0PcZ5Ho19hjKF7jx41ZY457vpWfb7GBDzO9MKZPucOQiIi9ekUYZ+fn99k2FsbZn1hPusL7633dWMs2V0huwt06bp7ye4KPXtBr96WA3vDgb2h1zegR6+9R8ZUV1dTVVlJVnY2k8+exJjxF3Lq6DF8vvZjjsgdTJeuXZPyeX0Ggj6nL16zTopIc3SKsC9t5hWpxpRy/8IYwUwIBiE9CF26OIGeld3y2SDruuLi83n91ZfJW/Akb7++ks0bN/L0gkdZ/fab9O0/gH+sKWz1thMBH/SiSclEpMU6Rdg39+bEPp+P086K4amV6kXrCvnDLbN57qmFlJWWtngEj7WW555aSNdu3dm6ZQuRSITjvjeMPzzwJ4rWrWPE6aO5/qc/5tbZLbsAygBpXsjw6gYhItJ2nSLsJ02axLx585rsygmHq1n32acMOuJIAFa8vJSpkyYQjp/EBWcEz8I/PUj+vAfAGEJNhP+ihfP5+RU/IeewI/j7O++za+dOuvfowXkXTqp5zyurP2zW5wh4IN1rSPc6I2rUBy8iydIppji+7rrrmrxrTSAQ4IZbbq8J+qJ1hUydNIGK8vK9rmR17tkLWFszfPOM7w5hxctLa95z+y+v59Ybr+W7w04G4Iprf47P59vjhMYKBN8AAAc+SURBVGxjPDi39uviN/RKN/QLGnpneOgWMGR4jYJeRJKqU4R9Yzcn9vn8ZASDPPjkM0y9/pdUV1fzyot/5VfXXtXsOeUj4TAV5eVMnTSBonWFRKNR0tLSyX/4frw+HwU7qxg/6YcNlvcYJ9izfIYDAobeGYZ+mR4OzHBuyq1wF5FU6xRhD7vvWnPZ5ZcTDAYxxkMoO5uLfnw5L636T80FVW+9tpzLLziPf6xY1uI55SvKy5l41ijC1dWsX1fA4GOPY8fX2/H5fHhwumGCXueCpu4Bw4Hpzv1a+wWdYO+eZgj5NZWwiLS/TtFnn5CTk8PcvDzOPX88h3/npHrfM2zEqRzUtx+bN25o1T42flHEy4ufYP6CxwimB/AaZ6SMWuYisi/rVGEPzigWr3G6TBL5axKLARPws+KNt/h27hGUlZW1ah/Djj+WAzLTklVlEZGU6zTdOAkeY/Aa6J7m3EO1W8DQNWDoEjBk+w1ZfsNhA/pyySWXNHlStz7Z2dkcc8wxKai5iEjqdLqwb67mjOCpy+/3M3ny5BTVSEQkdVwb9o2N4GmI3+9nxowZKa6ZiEjyuTbsYfcInilTppCdnV0z53vdud/9fj/BYJBFixaRk9N+8+KLiCSLq8MenBZ+Xl4excXFxGIxCgoKmDp1KtnZ2Xg8HrKzs5kyZQoffPABo0cnbz58EZH21OlG47RVIvzz8vI6uioiIknj+pa9iIgbKOxFRFxAYS8i4gIKexERF1DYi4i4gMJeRMQFFPYiIi6gsBcRcQGFvYiICyjsRURcQGEvIuICCnsRERdQ2IuIuIDCXkTEBRT2IiIuoLAXEXEBhb2IiAso7EVEXEBhLyLiAgp7EREXUNiLiLiAwl5ExAUU9iIiLqCwFxFxAYW9iIgLKOxFRFxAYS8i4gIKexERF1DYi4i4gMJeRMQFFPYiIi6gsBcRcQGFvYiICyjsRURcQGEvIuICCnsRERdQ2IuIuIDCXkTEBRT2IiIuoLAXEXEBhb2IiAso7EVEXEBhLyLiAgp7EREXUNiLiLiAwl5ExAUU9iIiLqCwFxFxAYW9iIgLKOxFRFxAYS8i4gIKexERF1DYi4i4gMJeRMQFFPYiIi6gsBcRcQGFvYiICyjsRURcQGEvIuICCnsRERdQ2IuIuIDCXkTEBRT2IiIukJKwN8YcZoy52xjzgTGm1BizxRjzV2PMt1KxPxERaVyqWvanASOA+cAYYCrQE1hljDk2RfsUEZEG+FK03SeBe621NrHCGLMcWA9cA1ySov2KiEg9UhL21tpt9awrNsZ8BvRJxT5FRKRh7XaC1hjTHcgFPmmvfYqIiCNV3Tj1mQsY4K6G3mCMmQJMiT8tNcZ82sp99QD2OroQSRJ9vyTV2vId61/fSlOrW71BxphTgVeasZPXrLXD6yn/S+DXwE+stY80YzttYoxZba0dmur9iDvp+yWplorvWHNb9m8BRzbjfeV1VxhjrsAJ+pvaI+hFRGRvzQp7a205sLalGzfGTAbuA+601t7R0vIiIpIcKTtBa4w5D3gUmGetvT5V+2nAQ+28P3EXfb8k1ZL+HWtWn32LN2rMScDLwBrgZ0Cs1stV1tp/J32nIiLSoFSNxjkFSAO+DbxZ57UiYECK9isiIvVIScteRET2LZ161ktNyCbJYozpZ4xZZIwpNsbsMsY8Y4w5uKPrJZ2DMWacMWaxMabIGFNhjPnUGPMbY0xW0vbRmVv2xpircC7Smg/8C+gK3AAMAYZZa9/rwOrJfsIYEwTeB6qAmwAL3A4EgcHW2rIOrJ50AsaYVcAXwPPARuAY4BacUZAnWGtjDZdu5j46edj3ALbXmZCtC86EbH+z1mpCNmmSMeYaYDZwuLW2IL5uIPA5cIO1dnZH1k/2f8aYntbar+qsuwSnoTrSWru8rfvo1N041tptts5fM2ttMaAJ2aQlzgZWJYIewFr7X5zBB+d0WK2k06gb9HHvxh+TklWdOuzrownZpBWOBj6qZ/0a4Kh2rou4x8nxx6RklevCnmZMyCZSR3dgRz3rvwa6tXNdxAWMMX2AW4FXrbWrk7HN/SrsjTGnGmNsM5aVDZT/JXAxcFXtQ3IRkX2FMSaEc6I2AvwoWdttzymOk0ETsklH2EH9LfiGWvwirWKMyQD+BhwCnGyt3Zisbe9XYa8J2aSDrMHpt6/rKODjdq6LdFLGGD+wCBgKjLLWfpjM7e9X3Tit0cETsknn8Ffgu8aYQxIrjDEDgBPjr4m0iTHGAyzEmWrmXGvtqqTvo5OPs9eEbNJmxphMnIuqKth9UdVtQBbORVWlHVg96QSMMfcDVwB3AC/UeXljMrpzOnvY3wLMbODlImvtgParjezP4lMjzAFG4YzmWgZMt9au78h6SedgjFlPA7cTBGZZa29p8z46c9iLiIij0/fZi4iIwl5ExBUU9iIiLqCwFxFxAYW9iIgLKOxFRFxAYS8i4gIKexERF/j/ke7o/V55JUsAAAAASUVORK5CYII=\n", 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+5fXFWut8lv1Q6geftZT6nYD3W+duvC7j2Ydf/ktmTn0qotempqaCMQd12zbGkJSUxM/OGshJJ59MQaAAvuyq0dw88Vays7PxGKeC2AQmh4z331+T69VTW6+KUn/5B8X5sDg/lzXAP4O1kLsWPl8Eyz4zfL4Itm6q+B+elGQ5sQ/0DdwVnNIfmjWP/lg7d+ygZevWFaaDqEmyB5JVEESlMfXqiaQ3SlpaWqPpVx4pay3FfigshSK/c0EXD5u+zeWZRyfz2qwZFBYU1Pr6xMRErrxmPNfeeMtB3bb7nXEmixZ8SGlZabXjeAadV14At0kxpCZE9/cWba8e1wV/dfxhdwVOwWADVxCH9HaH7IfvYeki545g6SJYuwqsDR+8ZTmuJ/Q7A049w9JvALRtF90xSkpK+NeUv3PtTRNJTUuLaB+vgaQEZ1BZUmBCOhUGFTWm4J8wYQJTp06tsW+51+tl/PjxjaJfeU381oY6LhwordsVfCQ++u+8Kgdc1iQ1LY13F3950JicSEfuh+9bH8Hf5Kp6DpXHBAZHherXnX94a22o2qjEDyV+54rDH6cCoV17uHgUXDzKOcC+n+CLJZbPAwVBzhew5hvDmm/g+aedc+zQ2akW6tPf6Uba7XhIrOF/9k+33sSs56ay+uuveGLmKxGdl1M1VN59FGDX9u9p06olmakpJIYWunFuVTWtdMOKZjrwxhj8pf6wsC+rv+Nu+jaXCaMvqzGowyUmJuJNSuKJma8cFPoAzzw6OaL/h6mP/4P7Jz92SOd8KBT8tTDGBObgB+fa2Ak0n99S4ofiMmea5ni1HzQ7AgYPgcFDytsJvvrCsnQRfL7IsHwJbNlo2LIRXnvRObe0dKd66OR+cEo/y0l9oVVYV/5f3TSRpZ99yg233VHlMYO3uW+8/AIF+fmkZ2RwyeW/5Lrf3Br6cI+9ZCifvP9fXpr3IaedeRYAb736Eq88P42rr7+RIRdeHFYYmND3dVnURiIXzXTgjYXPbykshcIy52+rIUQS1EEZWVnVjr4PeuPlF2q9ayj1+Xj9pZkK/sNBcDGW9EQAg7U2cEcARWXOXUE82g1SUqH/z5wHWMrKYPU3lmWLYMVSw/LPnYLgs0/gs0+ccwNnyolT+gXGFPTrzjuffkVKSnn3oWDYz35hOkUHDlQ4Zn5eHi899yxzXnw+VB/ZvkMnMrOy2PXjjtDr3n3zNf730Qecc8HFoYVtfvhxFzt3bKdbj54V7gI8YSueeXAKB0+oUAg8cBq7PBDW+KUCIxKR9kZJDTT2N5TiMkthGRwotfVerVqVSIIanND/ZttPtb6uIMICOH9//RbACv4YMWFVRZne8ruCosAdQXGZ09Mo1hISoNeJzuP/3eAcYOcOy5fLAgXBEshZXj76+I2XnXNLTjH0Ptm5K/hx+4O8NfsPGGMoq2awSmmpj9JSHxNGX8a7i7/k7r8+zF8eeaJCY/FfHnmSsy+4kJ8NOie07c1XZnHv7bcw5robuH9KeZWC3zqP8j+xyP5xDBYTKASCBYOhvEdE+VcT+n5jbi7/fGQyr7xY3qXxil+O5paJt9L92OwmefcxevToWuv4ExMTGTduXD2elaPEb51R56W2QTpV1CTSoC7Ii+x16RkZ5Ed0V2X5xwPz6NF7KBkJMPhMaNs2okMcEgV/HAXvCjIDV92lgfaBojLnSideVzit28K5w+DcYc4BSkth3WrL8iVOYbDic/h2vWHpZ7D0s1XAXUQavDXVRx7RsiWXXjW2wrayslJatmpNn9NOD21b/U0O0/75CL+++bcc0/34qH43i9MbCqAsuKHaV1bdUJeXl8e/n53KzOen8+TMVxg6dChpCYa0xKZTBXXbbbcxffr0GoM/KSkp1K989erVPP300zz88MNxWd2t1O9c2eeXxq8nTixEGtSJ3gx+f6MhP4/yx34oLIQDhU6V7IFCKC0dDUwl/BKnOv944DIgB8hm3jwYMqSuv00N5x+/t5bKEj2GxLDqoTLr3BEUhbUTxOW4iTjzCJ0Ao691AvGn3ZYvv4DJ9z/O1ysSgMiGpZf6fLz24kzum/RYRCOOr71pIuMm/KbC6mDz3niNV2c8x5pvvuatT5bErfqmpoa60kBBcEPgDqZT12x2lzjzHaUlGFITDu/RzdnZ2QwYMID58+fj8Xgq/PuHzw+fnZ1NaWkpw4cPZ/369bRr147bb789Jufgt06dfUGZ8zlvLKx1JmncsQ1+2Bb4+j1s32Zo1nw0+Xm1BbUXX8mY0CDMmt0KTK/l/RzG+GjfYTInn/w4rVvH97MX1+A3xnQApgDn4tyFvw/cYq3VMlE49drpiRULguKwgiCeDVxHtIRB58FNV88k0tAPKsjPp3trw9EdAwvddIK27SwtWkHL1tCqNaHvM7MgISGhwlXk8MuupLjoADfcekfEoR9Jg3Nlh9KjwimIncIx2WNJSzSkHaaFwPDhw1m6dClDhw5l7ty5oWquMWPGMHHixFD//cTERP7973/z0EMPceONN9bpmKWBz21hmRP6DVmTU3QActfD+tWwfrVh3Rr4dp0T8oUF1f1/3kZtQZ2Y6OW639xMh85+0jOcz3h6BqRnQno6pKVDaprTHuf1dmXB/FcYN+LCWs/XWh97987k5TmPkxrnJbXj1o/fGJMGfAUUA3fjfAb+jNM5pre1tsZREfXdj78x8ttgG4ETRvEoCLpkJhL1Z8BkgY1satmkpPICoUWr8ELB0qy5M2ldYmIBfvsTHTsfTXo6pKY7o5WTUyApGT79aB4TxtS8kE34AJigXu2aR3TbnpGZxTc/1NxQl+QhVB1U3YR3jfHzV1BQQHp6etT7WWspLi4mpZZh4/XRjhWJ/fvgqy9g+RL45ivD+tXOFOt+f9X/V2npNjQR45Htna/tjrK0aWdZ9PHfeXn6/U67VhSft5pE+ndmjIcCX+lh3Y//OqArcJy1dkPghHKA9cCvgck17Cs49c1pieXdSONREETe+ORI9Hq5ctxobr/Hz9bNziI3WzfBzh8Ne3bB7p2wO/h1JxTkG7Zvg+3bKr9T+Af7XuBp4FlgVKXX5QKXAdVX14wbcSGZWVfR5sh7SU3LJiEBEhIhP8IGuEga9IJjOPb6wGucO4HUBGd0c2NTVFQUCuxDDf2JEyeyYsUK3nnnHTIzM0Pbi8O6MMdzPEtttm6GxQudEe/LlzhTpocPdARISLB0PdaZGLHb8XBMd8uxx0P7Ds5VelU3m+++9QbTn7qTs849n45dsiNaOCkSkf6dpWfWz+yd8Qz+i4HFwdAHsNZ+Z4z5FBiOgj9qVRUEFRqL/dGParzk8l/y0vRnIx6h6PV6ufbGW8jMguN7OQ9H1QlQdMCyexfs2QW7dlJeOOw07N8H+/f5WbpoMz9uL+CY7l3wl1kKC6C4CIqL4UDhJKyt/dzy9s8ib/8bwD+A5cAQIAOo/Y/N2gyuGWk4pX8Ow0cdRYfONa9a5rOwz2fZ54PEsEKgIVSehC0lJQWPx8Ojjz7KNddcc0jvuXPnTmbPns3OnTtZ/MUK+p5xJsWBLsoNxeeDZZ/BR+8ZPnwXNqytmNper6XnSU6X5RP7WI7rAV2OheTk6I5zoLCA5i1aMPj8YVx9/f/FrG99JH9niV4vv7hidEyOV5t4VvVsB9601v660vYngFHW2tY17a+qnkPjCzQSl/jLv6+p91AkQ8qh4gjFaG9zI7F25Tcc1zNUivD7G8fTrn0Hnnl0UnR3JIlJlJaW0L3nADp2OYEP5j1LWVkNBYfxgr0O+CtwIlDMgIEfcPnVx3HOBU59baTWLfmEUwacRXqiM79RvMccVLe4NzgF9JtvvhnVJGy+QHVNsR/Wbchl7do1DDr/glifdsR27oAF82HBe4ZPPoS8feX/nplZlv5nQv8BzvxVPU+s+2SGQfv37SMlNZWkpKTYvCHRTd1wao9jDt+5eowxJcBka+3vK23/M/B7a+1BdxvGmPHAeIC2bdv2eemll6I6ZrDxSg4W7AZpK30PsHTJEu6/7x5KfT7Kyg7ufpGcnMx5Q4YwYuQojjqqfdzPde9PP3H5yBEkJSXh8/miaoNISEjg6A4duesPf8Sb5OX6666luIbVkZJTUnjo4emsWNGOV2b9jsJCH/AZkERychn9TtvNWQN/pF//PSQn13zJW1SQT0q68/kLjiEIDkSLte+//55rr722xpWfUlJSmDp1Ku3bV/1/Fvwc+Kn4eajKxo3fkZmZFdc1nP1+2LA+k8+XtGDJ4pasW1txceuOHQvod9pu+vXfQ89e+0hMbGSDAGpR3d+Zx5OAN8nLH/90D/379w8NVoxGePYNGjTo8Ar+cLrij7/wmUrXrt/APx/9B3NmxaZOsy4OFBby0Xv/Yf2a1VFf8UPFUZXVTbhVVUNdWVkZa1ftYsnCtrw9x7B8STGwAehFeoblnAvgwkstPz+n6iqEtUs+4bj+Pz9ouwdITYTUQDfRuo4VyM3NZfjw4axcubLG13m9Xn513XVMefRxSv1Ow2tpYNrikiimGPluw3pGnXcW6RkZvPzuRxwZw8I/bz8s/AA+fM+w4L/O4kVBScmW038Og8+3DB7i9CCLlxenPU16RgYXjbwi4hlsaxIcle5MUWKc7z3Olf9jj0zhxbD1EcaMGcOIESOYPXv2Ia+b0Jiu+HcAb6iq5/ASnJSu1BIKi7JAWASnYajP66y7b/m/qNogwOkZ8V1e+es3fZt70FS5kRRqv7/xt7w6458cdfRTbNlUPsI1s5nlvAudQuBng5xV2aD64K9wbjgL3xzqgLFg9U5ti38HRTq1QE327NrF2EuG0vyII5j66lu19vSpSUmJM9HgZ5/Aoo+diQdLS8v/DY462jLofGduqjPOcrpFxtueXbv4+QnHkJ+Xx5wP/kef/qfXuo8nEOpeDyRWMRdVNNV8wf/TkpKSCss8ho+3qK3KrjH16lkJ9Kxiew9gVRyPK3UQmpQOoNJMpUF+6wy19wcKAn+gMDj4qz2oOiH8aySu+82tzHnx+aiCv3LPiE5ds7l/8mNRNdRZa0lKKsYYP49NP54WLf288xq8M8ewKscw5wWY84KheQvLkIudQqBFcu1/7OFrI4cPGDOUV8OF/zuGrxyVm5vLpSNHRjxzJEQ+tUBNWrRqxQvvzMfr9UYd+j6fM2XI4oWw+BPDssVwoLD83ykhwdLvDMugIZZB58FxPeOzFGlNspo3549/m8wXSz47KPQ9BpJM+Sh8r8fp2hurEd65ubnVFuTBtpuRI0fGfN2EeAb/W8DDxpiu1tpvAYwxnYEBwO9r2E8aOU9gQrXa1fwiGygYQj9TPh1DUPuex/DKK69y+WWjOHDgQK31/V6vl7GjR9MhLWwNg8rHpTxci8uqHllqjOG+yY/xq7C7ggm3wXkXrsaY7swNFALrVhtees5ZSrN589O5cKThwkudabIjmfkgfMBYbf71SOQzRwbFqntgs+blq/9Ya3nonru48NLL6Nn7pLDtsOtH2JgLyxbD4oXOKnMF+RX/B47tbjntTDj955YBA50ZaBtSYmIil429hsvGXkOSx1lzIjmBwLoT8S2FJk2aFNEgwylTpsR0+ux4VvWk4wzgOkD5AK77gUycAVw1XoqoqkfC5ebmcs899zBz5swaX3eoq0oF55IpKK1+fETO8mWMGDyAi0ZezqSnn8Pj8bBulVMAvPOaM/9RUJsjLRf8Ai661FkjIQbVxhEPSAtyxlxcF9PpfouK4JlHnmXS/ePJyGrHiCs3sG1rKlu+g80bK17NB3U91qmrP+1MJ/Bbx3HysWgkGjBlJWSkJJMcuJKv79lfs7KyIppFNSsri337qh802Wiqeqy1BcaYwThTNszAufD6AGfKhtgtXS+ukJ2dzYwZM7jqqquq7MJYef6ZaCV6DFkeyPIafGGzR4aPRN383bd4k5I4omWrUANgtx5waw/LxLth3otf8PW6Prwzx5ka+7kn4bknDUcdbRk2wqkO6n3KoVdlRDpzZFBwzEU0glftmzc6g/M2fwebvjOhYN++zQBjgQ/I3z+G5/9VsRK+eQtLx87Qszec9nMn6KNdIS5ekjxOA3uSx5lF98vly7nooov485//fMhjHuoq0nUTIn1dpOI6V09gTvG2NusAAA1PSURBVJ5L43kMcZehQ4eSk5PDlClTmDFjRrXzz9SF12NongTNkwxFZU4hUFhmnaqNE0+m3dEdQq/9cfsPNG/RkqSkJLKPyeeCX1puvwdyllvemWOY+xps22p45lF45lFDxy7lhUCPE6IrBKIZZZ2allbtqlBFRc5o62Cwb95o2LwRNn9b/VV7UGKipX3HJDp2nkWHztCxi59OXaDtUUVkd0s5pPWg4yXBOEGfkkCVvalmzJjBDz/8wKpVDdfkGOm6CbHupq41d0UiYAPrvhaUOl8tTt3riMEDKCsr41+z5lC4ffNBvXr8fljxObw9x/Cf1+HH7eXh0/VYy4UjYNgIy9Gdyl9fVupMpV1a6jSO+kqgpBge+ev/8d93ahmQBjQ7ohf9f/Y6hmwK8iE/HwoCUwfv21vTBGXB/Z2r9o5dAo/O5T+3O/rgZT3Xr17FmOFDuH/K45w77OII/0VjL9hjKhj2tdXPW2uZM2cOgwcPpkWLFvVzkpXEam3kRlPVI9KUmOB0GYkmNN3wqk1b2PvTHvx+P82aH0Hh9oMnnfV4oM9p0Oc0yx8ehKWLnDuBeW84bQKP/g0e/VvlgMoFJgEzgXycqSdG48xj9Dw1T/Gbxr6f3uC/b1d/55OQYGnfETp2JnDVbukUCPkOnaJvbH17zits3/Y9r8z4N+dccFG91pMnBq7qUwOjpaPpbWOMYeTIkXE8u9pFsm6C1+sNrZsQKwp+kSh5jCHDC/16HMOXK1awfuMWWh3RjB8Av9/PT7t307L1wcNUEhLgtDOdRs57HobFC51C4IN5UBCowi0rnUdx8SiccA+GQR4wFWP+Tdt2v+XH7ZPxWx+EzWFkjJeEBC8Xj3qFE07uQnqmn4wMyAhMGZwRmDa4WXPn51g0NgdNvOtPtGvfnl9cMTruoe/BqZ+P9Kq+KsuWLaNr164NdpUfLjs7m9mzZ8el3aomquoRiZGPFixg0dLlTPrbAzz81DTOHlr7HOzhIp036ff3P8j3WzbHbObIWPP7/XyxeBGnnvGzmLxfsFE2JaHucyAVFRXRvXt39u3bx//+9z969qxqqFH9y83NrVO7lap6RBqKtSz+5CN+2r2brERLRqKhsNRGPFgtkoVjAP5+791MfeWNmHbTjKX7bp/Ii9Oe5j+Llke9tCbU3ihbF3v27OGYY45hx44ddO/ePWbvW1fZ2dk8/vjjMe2rX5N4zB8l4krGGN58803ef/99Rl4ynJbJhqPTDN4D+0hLqH3irTdefiGiEcplpaVMGH0Zm77Njc2Jx1hhYQGJXi8b1q6O6PUenIBvkWQ4KtVwdJqHlsmG9EQT8zWQjzrqKObPn8/HH38cl7WFDxcKfpEY8ng8nH322aGfN27cSK9u2fzzwfs4KsXSIsmQUs1fXTT99INLRjZGdz3wMO8t+Yohw0cc9JzHOFU36YnQzGtom+IUjm1SPGR6TVxGyn799ddcf/31LFmyBHAK6MZQv9+QVNUjEkfz589n7969fPPNNyR4PGQmGDK9JjRSOL/UWTMBouunX+rz8fpLMxtVdU9wKuoWRzSndYvmoQnMvJ7yCc1ifQUfiRdffJF//etfFBQU0L9//3o/fmOk4BeJo/Hjx9OtWzdOOOGEUKNkYWEhqampZHlNaKRwqYUrrxrNc9Nq7tMdriAvn8xEE5rvKHzmo2CfjcpzIQUZyoPaUD73koHQfPDlz4d9rfR96LXVBPrcuXN54YUXmDlzJh4T/wqGbdu2MXnyZAYPHswFFziLyPz617+moKCA66+/Pu7HP2xYaxvlo0+fPjZaH330UdT7iMRKJJ8/v99vhw0bZocPH2537txZ4bkNGzbY1NTU0Fo5tT2ysrLi9JvERn5+vm3btq0F7KxZs2L2vhs2bLA33HCDzczMtMYYm5mZaW+44Qa7YcMG+5vf/MYC9pxzzonZ8Q4H4Z89YJmtJV91xS9SjzZs2MDChQvxeDwHrZ6VnZ3Nq6++ysUXX4zfX3NfIK/Xy5gxY+J5qnWWnp7OU089RW5uLqNGjYrJe1a13GReXh5Tp05l+vTpzJo1C6/Xy2WXXRaT4zVVCn6RenTssceSk5PDhg0bOProowGnoXbJkiV06NCBYcOGMX/+fM4///wKi3JUFo/RnPFwySWXxOy9Ipm7/sorr4z53PVNkXr1iNSzTp06Vej58/rrr3PmmWfy7LPPAjB48GDeeust0tLS8AaX9wrwer2kpaXFZTRnvOXn5/Ppp58e8v7RzF0vNVPwizQgay1z585lwIABdOhQPutncBbS8ePHk5WVhcfjISsri/Hjx5OTk1PrUnyNzY4dO+jVqxcXXHABW7duPaT3mDlzZkTBP2PGjEN6fzdRVY9IAzLGMH369Cqfq+/RnPHUpk0bTjzxRLZs2cLq1at54IEHol5YvKHmrm+KFPwiEnfBAm7hwoVccskl1TbOhi8svmXLFmbNmsWRRx7J2LFjG2zu+qZIVT0iUi92797NFVdcQWFh4UFVNj6fj8LCQi699FJyc52pKHJycrjjjjt47DFnkNro0aMPavOo7HDo7dQYKPhFpF5E0jhbXFwcapwdPHgw48aN44477gCcuesjCf7DobdTQ1Pwi0i9iKRx1u/3hxpnU1NTmTZtWmixlODc9U2tt1NDUPCLSL2IReNsU+vt1FDUuCsi9SJWjbNNqbdTQ9EVv4jUCzXONh4KfhGpF2qcbTwU/CJSL9Q423go+EWk3qhxtnFQ466I1Cs1zjY8XfGLiLiMgl9ExGUU/CIiLqPgFxFxGQW/iIjLKPhFRFxGwS8i4jIKfhERl1Hwi4i4jIJfRMRlFPwiIi6j4BcRcRkFv4iIyyj4RURcRsEvIuIyCn4REZdR8IuIuIyCX0TEZRT8IiIuo+AXEXEZBb+IiMso+EVEXEbBLyLiMgp+ERGXUfCLiLiMgl9ExGUU/CIiLqPgFxFxGQW/iIjLKPhFRFxGwS8i4jIKfhERl1Hwi4i4jIJfRMRlFPwiIi6j4BcRcRkFv4iIyyj4RURcRsEvIuIyCn4REZdR8IuIuIyCX0TEZRT8IiIuo+AXEXEZBb+IiMso+EVEXEbBLyLiMgp+ERGXUfCLiLiMgl9ExGUU/CIiLqPgFxFxGQW/iIjLKPhFRFxGwS8i4jIKfhERl1Hwi4i4jIJfRMRlFPwiIi6j4BcRcRkFv4iIyyj4RURcRsEvIuIyCn4REZdR8IuIuIyCX0TEZRT8IiIuo+AXEXEZBb+IiMso+EVEXCYuwW+M6WaMecQYk2OMyTfG/GCMecsYc2I8jiciIpGL1xX/ecAgYDpwETABaA0sNsb0idMxRUQkAolxet+XgH9aa21wgzHmQ2AjcDMwNk7HFRGRWsQl+K21u6rYts8Ysw5oH49jiohIZOqtcdcY0wLoBayur2OKiMjB4lXVU5XHAAP8o7oXGGPGA+MDP+YbY9ZGeYxWwEF3GyL1RJ8/aSjhn71Otb3YhFXDV/8iY84B5kdw8I+ttQOr2P9O4AHgV9baaRG8zyExxiyz1vaN1/uL1ESfP2ko0X72Ir3iXwQcH8HrCqs4oetxQv/ueIa+iIhEJqLgt9YWAmuifXNjzBjgCWCStfYv0e4vIiKxF7fGXWPML4B/A1Ottb+N13EqebqejiNSFX3+pKFE9dmLqI4/WsaYnwP/BVYCNwH+sKeLrbUrYn5QERGJSLx69QwGkoFTgE8rPbcJ6Byn44qISC3icsUvIiKNV5OcnVOTxEl9McZ0MMbMNsbsM8bsN8a8Zozp2NDnJU2bMWakMWaOMWaTMeaAMWatMeavxpjMiPZvilf8xpgbcQaCTQeWA82B24GTgJ9Za79owNOTJsIYkwZ8BRQDdwMW+DOQBvS21hY04OlJE2aMWQxsBt4EtgInA/fg9L48w1rrr37vphv8rYDdlSaJa4YzSdzb1lpNEid1Zoy5GZgMHGet3RDY1gVYD9xurZ3ckOcnTZcxprW1dmelbWNxLnbPttZ+WNP+TbKqx1q7y1Yq0ay1+wBNEiexdDGwOBj6ANba73A6NAxvsLOSJq9y6AcsDXytNeOaZPBXRZPESRz0BL6pYvtKoEc9n4vIWYGvtWaca4KfCCaJE4lSC+CnKrbvAY6o53MRFzPGtAfuA9631i6r7fWHRfAbY84xxtgIHguq2f9O4CrgxvDbchGRw50xJgOnkbcUGBfJPvU5LXNdaJI4aYx+ouor++ruBERiyhiTCrwNdAXOstZujWS/wyL4NUmcNFIrcer5K+sBrKrncxGXMcZ4gdlAX+Bca+3Xke57WFT1HIoGmiRO3OUt4DRjTNfgBmNMZ2BA4DmRuDDGeIAXcKbHucRauziq/ZtoP35NEidxZ4xJxxnAdYDyAVz3A5k4A7jyG/D0pAkzxjwJXA/8BXin0tNba6vyaarBfw/wp2qe3mSt7Vx/ZyNNWWB6hinAuTi9xj4AbrHWbmzI85KmzRizkeqXWLzXWntPjfs3xeAXEZHqNdk6fhERqZqCX0TEZRT8IiIuo+AXEXEZBb+IiMso+EVEXEbBLyLiMgp+ERGX+f/6ZOSoNH2GWgAAAABJRU5ErkJggg==\n", 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" ] @@ -953,21 +1053,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 11000 loss=-0.4013 val_loss=-0.3997\n", - "train: 12000 loss=-0.6028 val_loss= 0.1656\n", - "train: 13000 loss=-0.8203 val_loss=-0.6262\n", - "train: 14000 loss=-0.964 val_loss= 0.03497\n", - "train: 15000 loss=-0.134 val_loss=-1.76\n", - "train: 16000 loss=-0.6873 val_loss=-0.2673\n", - "train: 17000 loss=-0.9001 val_loss=-1.782\n", - "train: 18000 loss=-0.5137 val_loss=-0.9692\n", - "train: 19000 loss=-0.6706 val_loss= 0.4089\n", - "train: 20000 loss= 0.02585 val_loss=-0.9062\n" + "train: 11000 loss=-0.246 val_loss= 0.2482\n", + "train: 12000 loss=-0.3654 val_loss= 0.8571\n", + "train: 13000 loss=-0.3429 val_loss=-0.3089\n", + "train: 14000 loss= 0.1667 val_loss=-0.5312\n", + "train: 15000 loss=-0.05928 val_loss= 0.236\n", + "train: 16000 loss=-0.03568 val_loss= 0.002041\n", + "train: 17000 loss=-0.06225 val_loss= 0.1638\n", + "train: 18000 loss=-0.2034 val_loss=-0.5371\n", + "train: 19000 loss=-0.06715 val_loss= 0.2504\n", + "train: 20000 loss=-0.1886 val_loss=-0.2158\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] @@ -981,21 +1093,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 21000 loss=-0.4756 val_loss=-0.7886\n", - "train: 22000 loss=-0.804 val_loss= 0.01887\n", - "train: 23000 loss=-1.075 val_loss=-0.601\n", - "train: 24000 loss=-1.189 val_loss=-0.1606\n", - "train: 25000 loss=-0.4006 val_loss=-1.998\n", - "train: 26000 loss=-0.8637 val_loss=-0.4377\n", - "train: 27000 loss=-1.054 val_loss=-1.729\n", - "train: 28000 loss=-0.7242 val_loss=-0.946\n", - "train: 29000 loss=-0.7902 val_loss= 0.3754\n", - "train: 30000 loss=-0.09739 val_loss=-0.9359\n" + "train: 21000 loss=-0.1663 val_loss=-0.3638\n", + "train: 22000 loss=-0.3555 val_loss=-0.02034\n", + "train: 23000 loss=-0.003735 val_loss= 0.4405\n", + "train: 24000 loss=-0.01453 val_loss= 0.02991\n", + "train: 25000 loss=-0.5452 val_loss= 0.5273\n", + "train: 26000 loss=-0.4023 val_loss=-1.654\n", + "train: 27000 loss=-0.3546 val_loss= 1.217\n", + "train: 28000 loss=-0.8688 val_loss=-1.209\n", + "train: 29000 loss=-0.3726 val_loss=-0.247\n", + "train: 30000 loss=-0.3504 val_loss=-0.1419\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] @@ -1009,21 +1133,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 31000 loss=-0.5755 val_loss=-0.9449\n", - "train: 32000 loss=-0.841 val_loss=-0.3225\n", - "train: 33000 loss=-1.172 val_loss=-0.6508\n", - "train: 34000 loss=-1.359 val_loss=-0.2052\n", - "train: 35000 loss=-0.5233 val_loss=-2.012\n", - "train: 36000 loss=-0.861 val_loss=-0.4675\n", - "train: 37000 loss=-1.173 val_loss=-1.794\n", - "train: 38000 loss=-0.828 val_loss=-0.9717\n", - "train: 39000 loss=-0.8202 val_loss= 0.2912\n", - "train: 40000 loss=-0.192 val_loss=-1.109\n" + "train: 31000 loss=-1.07 val_loss=-1.122\n", + "train: 32000 loss=-0.7569 val_loss=-1.905\n", + "train: 33000 loss=-0.8855 val_loss=-0.1284\n", + "train: 34000 loss=-0.744 val_loss=-0.7068\n", + "train: 35000 loss=-0.6671 val_loss=-1.456\n", + "train: 36000 loss=-1.196 val_loss=-2.031\n", + "train: 37000 loss=-1.076 val_loss=-0.02586\n", + "train: 38000 loss=-0.9341 val_loss=-1.009\n", + "train: 39000 loss=-0.6252 val_loss=-1.563\n", + "train: 40000 loss=-0.9949 val_loss=-0.7833\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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" ] @@ -1037,21 +1173,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 41000 loss=-0.8205 val_loss=-1.016\n", - "train: 42000 loss=-0.952 val_loss=-0.6836\n", - "train: 43000 loss=-1.283 val_loss=-0.6939\n", - "train: 44000 loss=-1.436 val_loss=-0.298\n", - "train: 45000 loss=-0.6037 val_loss=-2.021\n", - "train: 46000 loss=-0.9512 val_loss=-0.5059\n", - "train: 47000 loss=-1.29 val_loss=-1.786\n", - "train: 48000 loss=-0.857 val_loss=-1.17\n", - "train: 49000 loss=-0.8692 val_loss= 0.3089\n", - "train: 50000 loss=-0.2524 val_loss=-1.184\n" + "train: 41000 loss=-1.376 val_loss=-0.1559\n", + "train: 42000 loss=-1.452 val_loss=-1.198\n", + "train: 43000 loss=-0.8674 val_loss= 0.3678\n", + "train: 44000 loss=-1.239 val_loss=-0.7432\n", + "train: 45000 loss=-0.9778 val_loss=-1.205\n", + "train: 46000 loss=-1.355 val_loss=-1.026\n", + "train: 47000 loss=-1.237 val_loss=-1.892\n", + "train: 48000 loss=-1.548 val_loss=-1.017\n", + "train: 49000 loss=-1.155 val_loss=-1.373\n", + "train: 50000 loss=-1.267 val_loss=-0.9196\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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" ] @@ -1065,21 +1213,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 51000 loss=-0.9286 val_loss=-1.034\n", - "train: 52000 loss=-0.9744 val_loss=-0.8707\n", - "train: 53000 loss=-1.309 val_loss=-0.7361\n", - "train: 54000 loss=-1.478 val_loss=-0.3777\n", - "train: 55000 loss=-0.659 val_loss=-1.942\n", - "train: 56000 loss=-0.9757 val_loss=-0.6741\n", - "train: 57000 loss=-1.356 val_loss=-1.75\n", - "train: 58000 loss=-0.9549 val_loss=-1.217\n", - "train: 59000 loss=-0.9542 val_loss= 0.2796\n", - "train: 60000 loss=-0.3208 val_loss=-1.304\n" + "train: 51000 loss=-1.049 val_loss=-0.8146\n", + "train: 52000 loss=-1.309 val_loss=-1.071\n", + "train: 53000 loss=-0.9399 val_loss= 0.8218\n", + "train: 54000 loss=-1.08 val_loss=-0.05891\n", + "train: 55000 loss=-1.319 val_loss=-0.7948\n", + "train: 56000 loss=-1.765 val_loss=-1.974\n", + "train: 57000 loss=-1.632 val_loss=-2.255\n", + "train: 58000 loss=-1.441 val_loss= 0.002214\n", + "train: 59000 loss=-1.627 val_loss= 0.1506\n", + "train: 60000 loss=-0.7349 val_loss=-1.395\n" ] }, { "data": { - "image/png": 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+ "image/png": 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\n", 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" ] @@ -1093,19 +1253,136 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 61000 loss=-1.005 val_loss=-1.002\n", - "train: 62000 loss=-1.013 val_loss=-0.8435\n" + "train: 61000 loss=-1.107 val_loss=-1.13\n", + "train: 62000 loss=-1.726 val_loss=-1.811\n", + "train: 63000 loss=-1.163 val_loss=-0.176\n", + "train: 64000 loss=-1.494 val_loss=-1.848\n", + "train: 65000 loss=-1.399 val_loss= 0.7774\n", + "train: 66000 loss=-1.596 val_loss=-1.886\n", + "train: 67000 loss=-0.9347 val_loss=-0.5104\n", + "train: 68000 loss=-1.317 val_loss=-1.838\n", + "train: 69000 loss=-1.682 val_loss=-0.4937\n", + "train: 70000 loss=-0.9635 val_loss= 0.3594\n" ] }, { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train: 91000 loss=-1.484 val_loss=-2.06\n", + "train: 92000 loss=-1.242 val_loss=-1.477\n", + "train: 93000 loss=-1.907 val_loss=-1.68\n", + "train: 94000 loss=-1.732 val_loss= 0.3016\n", + "train: 95000 loss=-1.754 val_loss=-1.611\n", + "train: 96000 loss=-1.7 val_loss=-1.685\n", + "train: 97000 loss=-1.062 val_loss=-1.34\n", + "train: 98000 loss=-1.787 val_loss=-0.3952\n", + "train: 99000 loss=-1.542 val_loss=-0.3366\n", + "\n" ] } ], @@ -1126,7 +1403,7 @@ " use_self_attn=True,\n", "# attention_dropout=0.3,\n", "# dropout=0.3,\n", - " batchnorm=True,\n", + "# batchnorm=True,\n", ")\n", "model = LatentModel(**hparams).cuda()\n", "\n", @@ -1165,23 +1442,23 @@ "\n", " if n_iter % PLOT_AFTER == 0:\n", " test(model, dataset_test, writer, plot=True, global_step=n_iter)\n", - " test(model, dataset_train, writer, plot=True, global_step=i, seed=n_iter)" + " test(model, dataset_train, writer, plot=True, global_step=n_iter, seed=n_iter)" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 68, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T12:28:44.769365Z", - "start_time": "2020-02-01T12:28:42.637334Z" + "end_time": "2020-02-01T19:06:44.533260Z", + "start_time": "2020-02-01T19:06:43.268317Z" }, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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WOfgZFxfg5Gn/4rMTX+AVV1xBy1KfOo0hWnX20diWFfYuLV68mIVlNg8U29xZEBnun2/+lkvXbXbavM6yePIpTtCfdLLNT9ZU1LvWN2Brupjp8/kYHx/PyZMn8x9vT2VcXLyrDSclGOTOguoPPCtXruStt97KAwcO1Htd1aZhpR0/nWqqK2hM7VVBzanaoqAssopm0SqLbVKcbWXMXRsjLsaWWvXbVqo2wWuTEiQwhgmJm/jJmv08vuMJBFDvezOkbtxVswU47JYnGRd/5P4bHx8ftbNUhb0LZbYd0Q666jD6nvsJgGf98EkCzhro1dvmsg3O6/uKGl6Krq4d7ZgxY9i/f3+mpKTwwgsvdB2Yxvi4Jde5blBSKVSmTZtW/p4FCxY0eJmrKrZs7sy3eH7/0Q0u6bgdmssFyTLb5tuz53PdrkPMybOYtd/i985ygn7wtTY/+Khi+6pLK6raFJTZ7H+ZM5/hd9h85Z8zOWXqu6rKaURz585lYmJijQWXex6czW35Ftdt3FTtPh6ts9MWF/YAOgOYBuAQgMMAZgDo4mbaaIR9uLok3NIlKTmVxxx7HgEfgX8zIcHm/eMtbjrg7Lj7Xda71odt2zz33HMJgFu2bKmxb5QjhyCHXGeX3425p8gJ/cLCQo4aNYrLli1r8LJVd+H06hvTeN6Fm+jcS1Ddxh/9obk0NczetY9tUlKYGgxy9Td7mXG/E8Bdutlcs6Oinf3eKBQMKrNtmws+txgX53S7MG+585vnR/GAIrXLzs7myNFpTEkNhrIiSGMy+MTELH6bH1noipUWFfYAAgA2AVgLYCiAqwCsAbAZQJvapm9o2E+Z4bR/P7LjIT+BZJ7+vTlcsLKixB/tHbcmO3fuJEn27du39vCL8zM+PoMAec6PbH61LbKJX33b8FZW2x2DcfFXcNjwv9f5XoL6DMmBAMeMGcNFixY1+HvVV2GZzaVrs5nati0HX/sLTv/I6QrBGJvTFljl7ey350dn/Vf1XaHFEWnOwaXfT2xuyXUaCridV0tr8VSTxv4eO3bs4I4dO0iSB4udKry7H3B+h7g4my+95dwAWVOz2mhraWH/KwAWgJ6VxnUDUAbg3tqmr2/YF5XYfOR/ZzI+/uh1b8mBQHnLke8K619HX1+zZs1yFX6vzchip87ORte5q80nn7e4YU/FhUHLtllWVsbPPvuszsvgtilgUnIy//7KKxwzZkxMw/6U7j0IgI888kgM1njtLMvitwUWNx8q4bvzl3DV1kKe0t1Z92n3VtThf7hwccxK23mlNld/Y/GY9s58H3oyi9cNH8Gbfjmi1mlbw81vq1ev5oQJExr9e9xzzz1MTU3lW9NmMifP4tiHrPKgf/EN54Bb32sz9dHSwn4hgH9XM34JgCW1TV+fsF+7lgwGbQK191kTbgJ5MIZVN7WZM+fozRGnvj+HOXkWP9to8YzvV9zs1f5Ym3eNs/nF1xZ35pexRw8nJL/55ps6zX/k6HTXpfVwC4No3mUYORiO/+NzvH/873n2D/ty4sSJXLlyJbdt2xajtX+kWR9+xE6duzD9vgeYk2fx2puddX5GL5sb91WcVS1YtDhmy2DZNrflWXz6RSds2qTsZWJSMo0xzM6peV001c1v0SyBv/jiiwRq7v45Vt/Dtm0OGDCAAPj+ki/Km9f6fDYnvmpxeyNV3VTW0sJ+F4CXqxn/FwB7apu+PmFfVEQmJ9s0puX0M1/Txdzwxpxf6uz8mw5YnPiqxV69K0L/uOOdet3LrhjMY445hkOHDuWDDz5Y6zwt2+aeIottUureMVd9+g/x+/0cPHhwDdVF4RY77/GaG23+6aV3Il5/6qmnYv0TlK+Th574IwFw+B3pnPiqE7ZJyXZEdd+2fCvmj73cV+RU31wxNHRGd8qbnPvZuqNWHbm9+S1aLZ6+/PJLjh07Nqol8MzMTJ588sm1NveNRcut/FKby7N28OdDnHWekGDz+SmNX6IPi0XYG+e16DPGlAB4luRvqox/HMBvSMZXM80oAKMAoGPHjn2mTp1a5/keOuTH1Vf/BG6+lzEGixYtqvM8GhsBlNmhLZ3A2jVtMWVyN6xb2w4pKaV45NHPcdJJ2zH8phuQmJiI9957D8nJyUf9rC1b2mD0yPNCY9wJBAKYM2cOVqxYgUcffRSlpaWwLKvW6ZKSkvDKK68AAN59910sWLAAhYWFSE5OxqUDfoZAm7swc0Z/lJTE4fQzDuO00+/Avr07sGvnDgwZMgRXXXWV62WsL4tAqWVj+/btOLAvgEfHD0VBQTx+NXYjrhi8s/x98T6gIC8PKSkxeppQSIkN5OXFI2N0H+zelYyrr/0GaRmbEWeAOHPk+wcNGoSCgtofZRf+DevDtm34fM7D7b766iuMHTv2qO8P/+6dOnVyPY/G+B5VEUCJBfx5wun4YN6JSEkpxWNPrEGvXocR7wOqWd0xl9eAbeySSy75D8m+R7xQ3REgGgOAEgBPVTP+cQBltU3fkAu0bkuezaFk71ZZqDQeLmFu2FvxFJykZJu/fdziuN89zb++8TYPHs6tdvoDoQtPf3rZYlKyTafbZvcl9MqtZSqfkYRLYlVLZLWV8EqsipvcPl5dcc/Dj/tX9ElUWIc7mOurxKqoj88+aLH3uc5yDLzKjuj8bk+Rc3NTYzzQfm+Rs0wzP7ZCXWuQr/yz5uaebm9+a0iLp/PPP5+XXHIJ9+zZw379+rk+G6yLxvgelb3+jzf5zrxFvOPuin1p2gLnDK64CUr0YS2tGmc3Grkah3RCbfCVQ2qti25uN/G4VWY7/c/sLHCCqXLHbWf0sjnzY2dD/fK/mzhydHp5s9OU1FTeeGsaB129qfz9nTpfV6c7ZI92cKytOqomlm1zd2FF4B93vPN9fjbY5uZDFt/+1wfMzMyM9mqMMPrusbz+f27jolXry/unP+lk50Jp5e6Kw1UojRH2ZaG6+5w8iw8+YRGYQAC89+GJ1TbHdHvzm9/vr1f9em5uLtu3b8+4uDh++eWXTElJcTW/1GCwvJvnmsybN48jR47k/PnzG/VRnx/MXxA6cPgJrKXfb3PKdOe3bsqgJ1te2C8C8Gk14z9GjC7QZmdnMy093VXfI83x9vy6CjcRe32mxc5dKy4qDfnFazU0lfQTiGdc/At87NmD7NDxBNft/WN9cDxU4nyXD5ZbDLZzvsvPhyxjsF07ntX7nJh1GXCgoJjHdTieAPjOB2uZGowsRYeHyuHaGGFPOi1zcvIsfn3YYmrwXALn8YzvL2T2wYrmwuEQdXvhvK5nX+FWarZtc+nSpVy+fDlJ9yVwY3zl63B7vsVdBc79LHmlNnNLbB4stnlHxp0EwIcefYyj0hrn2kOJZXP9roO8aMDvCfyePp/Nv/zDaV7ZFHX0VbW0sL8HTjPL7pXGdQVQCuC+2qava9i7fcJMS2qG5sbhUEiu/84KnYpOIXD0rhji4xO4YMUqXnLppezevXuzOTiGD17//NBiQqJN4GoC4JTps2LSGsKybX6Tb/GTNZt478O/49U3OEE/YGBkVwm7CyMPNI0V9iTLq97emv0FU1InEijhDbdm8W9TZ5Qv365Ci6v+u6lBD94IBAJcuHDhES1rOnXqxDfeeOOI5XJ9JpEQ5HOvWFy5ufo72j9csZqzP13Jh558hvOWr+KSzNj3o1RiOb/7YxOcszhjbD7796a7GFudlhb2bQBkw7mR6ioAQwCsBvA1gJTapq9L2LttIZKSkhLVW5qbi2LL5q5QVUj3Uy+odT3Ex8czPSODJSUl3L59+1E75mrsg2O4Sue5VywC3zEpeROXZDrdRUTThAkTmJm9rTx03vnA2fETk2wuXRv5IJKqAdCYYU+y/FrN23Mt+nybCAx1fp9Q9dwtI9P44YrVnDJ9VrVndG5K4b64OMbFx1db/WmM4fT3ZzGv1ObeIico3XTk55xJjiFC1YZn/sDmdcNtjn/a4tR5Fie9sdPZL1NP4F0PlPGRp53+ql5+u/oHAkVjWywoc6rHnnmp4uEzT0x0gr6xm1ceTYsKe2ee6AJgOpyuEnIBzATQ1c20dQn7xm521lzll9qun3NaXZ1nfevdoylc2s7Js3jlMKek3aefzS9z9nLRss85YsSIBt9hu27dOgLgCSd14sZ9Bczab/H07znzGvtQZMmzuj7qGzvsLdvmjgKLU2bMDnWL7Ys8ePv99MXF8eQuXTnx1Tc5fFQGU4JBGuNjSmqQ8fENvy8ifBNi9kGLs5ZaHHlXFn2+oxewEhICHHl3FvtfZjMxqeLaUsWwkkA3ApdGjE9Mstnvok288NIMpqQ63yM1GGRGRkaDtsX8ULXYHybtI/BzAn/lg0+UcHszKtGHtbiwb8hQl7BvzIs6zV1jt2aIhcJQj5NfbbPY8USbQBbbtusasfwNueN59br1vPLaX3BE+l3MybN4a4YTRKd0j3wyWdXqm7DGDnuS3JC1qdbqDQA8u8+ved1wm5dcbvOMXjYTEmxWdD1d/8EYPzuemBF69nI4mEMP36mmR9OkpGROmTG7ovXYHovvzneqTobdYvPsvjZ/3N/m5VfavGFEPu/+jc2bb7f5g3MiDwondrL5hxecxghb8yx+m1vMdRs3uVpn2dnZvOmmmyIKgr44P4HeBMCTu1zc7Er0YQr7GrSGgIuW1nLgC1+LeON9i0ABge/xlO4/YJ/zzueceR/U6zPLbOeZBuEA2pJbxkmvh/uot/ne4oqgP9oNTE0R9u4uwEZWm4QHtzcZ1j4ECTjddtw4wukvZs6/syLOJFKDQY5My+BX6zfxcInT3HdXwZF19V8fLuWGvfnV1uN/nu0cFHqcVhH8p55h85m/bmbXHqexS7fu3Hqw8KhdVrw3aw4Tqu29MpwF8XzkqQnNMuhJhX2NWkvARUNrqtIKtzV3Ogbbzw4dna4j6tM07lCJU1c7//NM/nf3YebkWfzoi4o+6n/3p8jAKTpK+/6mCHu323hCYpB/eMHi399x2uiv2eG2ft1N6d5X7YXWXYVOddfROmuzbOcRnodKnKa2F148gEnJydy8P5+7C52WRXuLnCbFW8sPCBafn2KV908ElNKYM9gmpQdfe29D+UF5T5HFg8XOgWVfkc2la7KY6KLRQVJycrO9fqewr0FrCriGak0PCLdsm9vznf7kz7uwop+aVVudC6eHagkY0inNhy/6vjt/CQFw6PU3cfFXB9mpS0Uf9ZVvnqqtv6SmCPv6NHUMD25auLgZUoJB7ihwnvlwuMR5znBN1Wnr169nWVlZta/t27evvM/46prU2qEny4UvTG/Ya/HXj4ZL+psJlNAYm1cMtTn73xXfc+nabK7deZBDrhvucl2ZZpsJCvsatKaAi4bW0PthWFGo/n7VVovdTw09/7XLP9nvJz/j36bOKH/G7ar1mzgqLbLZ4MjR6Vy6puKZuOn3PVC+LpIDFxEgz+5r87+7KwLj24Lae0BtziX7lGCQOXlO6TgczPmlNmfX0OleeKjtfou6FJbCvaNOmzatxvcUFRVx1apVtX5WiWWXn+GFb7y76bbwtQgnwU44yeLZfZcRxsfjT7iedXn+QnM921fYH0VrCrhoaA4ta6IlN1R/v2KTxW49bQLPEwBPPeNnXL3dKn92QdWqini/n8mBAKfMmM3Psy2m3fspg217h14fw+6n2vzPFvfVN2HNtc7e7/czLSOjxrOd6raJE044gddff31UC0svvPACk5OTOX78+Ijxtm3Xez8sDoV+uHuN+Sv3sv2xZ9HnO4vA2QR+RKBdaHndX5BurtfxFPa1CG/MgUCgxQecRArfXPT5ZosXXJIbCvxcxsd/RGOOfhNZXFyAcXEV3UQA5KBrIrtDqMsDbJoi7GN99hrNwlJhYSELCgqOGP/QQw/R7/ezqKioXstY/vllNl9/d2bEcp565k/4+J/38ekXD7FNG/cXpFWybwZDQx84Lq1POPC35DrdPff7SRmBY1zs1PEEurBPv4/5+2edh4dXrdeuy9Ogmmr7ivXZayzOBj/99FO+++673L9/P7t06UIA3LhxY4OWk3TOEp6d+Dz/b+ZsLl61nltyy8p/y1tGprm6xqE6+2YyKOylOuH+/cM7dkJi7a0uwsMzL02OCIXKQV+XJmPDuSAAAAdSSURBVHhNuX21tOq5G2+8kQD4wAMP0LIsbtiwIerzsG2bxZZzwbiwzGbWpk2uugBJ9lhrHKdzapEWIhBvcFLAIOg3iDNAaUmx62mXL12C4qKiiHFxBuiYZOD3NUWv5XXXo0cPTJo0CYcOHYJlWTh06BAmTZqEHj16NPWiVeuCCy7AgAED8Otf/xo+nw+nn3561OdhjEGCzyAxziApzuDUnj0xY8YMJCYm1jhNYmIipk+f3mzXWywo7KXFiTMGxyQYnBzwuX7AQ0owiAkvT0FSpYe6BOKAE5NbTtC3RGPGjMFHH32EY489tlHnO3DgQKxbtw633HIL/H5/+fiEhATcfPPNWLduHQYOHNioy9TUFPbSolXdmavj9/tx08234LhEg/YJBscmGHRKNuiQ5EOcUdC3Vj169MA//vEPlJSUlFdlFBcX48033/RUiT5MYS8t2n333ecq7Mfddy/axBuk+g1S/AbxKs2LxyjspUXr0aMHpk2bhkAgcETo+/1+BAIBTJs2zZMlOZHKFPbS4g0cOBCZmZkYNWoUgsEgfD4fgsEgRo0ahczMTM/VzYpUJ76pF0AkGsKtVCZNmtTUiyLSLKlkLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gExCXtjzGnGmInGmExjTJ4xZqcx5l/GmLNjMT8RETm6WJXsfwbgEgCvA7gSQAaADgCWG2P6xGieIiJSg/gYfe5UAC+SZHiEMWYRgBwAvwLwyxjNV0REqhGTsCe5t5pxh4wxWQA6xWKeIiJSs0a7QGuMaQ+gF4D1jTVPERFxxKoapzovADAA/lzTG4wxowCMCv03zxizsZ7zOg7AEWcXIlGi7UtirSHb2CnVjTSVqtVrZIz5KYAFLmayhOTF1Uz/WwBPArid5KsuPqdBjDFfkOwb6/mIN2n7kliLxTbmtmS/DMCZLt5XUHWEMSYNTtA/3BhBLyIiR3IV9iQLAGyo64cbY4YD+AuACSSfqOv0IiISHTG7QGuMuRrAFACvkLw/VvOpwd8aeX7iLdq+JNaivo25qrOv84cacxGA+QDWAbgLgF3p5WKSq6I+UxERqVGsWuNcCiARwA8B/LvKa1sBdI3RfEVEpBoxKdmLiEjz0qp7vVSHbBItxpjOxphpxphDxpjDxpgZxpguTb1c0joYY4YZY6YbY7YaYwqNMRuNMX8wxqRGbR6tuWRvjLkTzk1arwP4EkA7AOMA9AZwIcn/NOHiSQthjAkAWA2gGMDDAAjgcQABAGeRzG/CxZNWwBizHMA2AO8D2A7gHACPwmkF+WOSds1Tu5xHKw/74wDsq9IhW1s4HbLNIqkO2aRWxphfAXgWwOkks0PjugHYBGAcyWebcvmk5TPGdCC5p8q4X8IpqA4guaih82jV1Tgk97LK0YzkIQDqkE3qYgiA5eGgBwCSW+A0PriqyZZKWo2qQR+yMvQ3KlnVqsO+OuqQTerh+wDWVjN+HYDvNfKyiHf0D/2NSlZ5LuzhokM2kSraAzhQzfj9AI5p5GURDzDGdALwGICPSH4Rjc9sUWFvjPmpMYYuho9rmP63AG4CcGflU3IRkebCGJMC50JtGYBbo/W5jdnFcTSoQzZpCgdQfQm+phK/SL0YY5IBzALQHUB/ktuj9dktKuzVIZs0kXVw6u2r+h6A/zbyskgrZYzxA5gGoC+Ay0iuiebnt6hqnPpo4g7ZpHX4F4B+xpju4RHGmK4ALgi9JtIgxhgfgLfgdDUzlOTyqM+jlbezV4ds0mDGmDZwbqoqRMVNVb8HkArnpqq8Jlw8aQWMMX8FkAbgCQCzq7y8PRrVOa097B8F8L81vLyVZNfGWxppyUJdIzwH4DI4rbkWAriHZE5TLpe0DsaYHNTwOEEAvyP5aIPn0ZrDXkREHK2+zl5ERBT2IiKeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHjA/wPkcz6tVv3+DgAAAABJRU5ErkJggg==\n", 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Zv3mmB337QyQEfTIV9B1FTk5Okp/M4y+LRnHMoZ/Ts3sfDhl0OEuKPqMy5sTciTdzoUllzNlQ5awsi/NVhbO5iwc9pHZk3xPYUM/29cBO9e1gZuOAcQB9+vRh0aJFLWp48+bNLd5XOofkR4Ql7LXrayx/F9IMWmNqXudX6znhhBN4/vnnicViDX4mLS2N44YMA77klZf3Ilp1Iv/8YD63XPcMxw3J5bln/8CYsefTo0cPFv/jAwYNGkQkLW274ziJyj1xp0NP03wSgtIUnGMpW3ppZlXAPe5+TZ3ttwLXuHujXzRaeimNycvLa/TZqbVy8/JYuXYjuWFarQKjzq/WU1RUxMCBA+u99lIrOzubxYsX02/PATzxe+fq/1nDV2tygVyyu32HstIXOeq4c5j++GwuGnEcJ373VK74yTXkRYw0g6p4Yoqms6yi6YxLLzdQ/wi+oRG/SNJGjBqDWeMFvyKRCOeNHUtexFRqt4NKpthaQUEB+fn5ZKQZY8823v3Xrtzw82706u2Ulc4CevHWa9M5ct+3KVq2jlnTH6QiWs3SFWs474ILWFNc2mmCPpVSGfZLSMzb13Ug8FEK25UuqKqqiq+//prNpaXceNt9zJtXgXvTYT9p0qQ26qG01PDhw1m8eDHjxo3b5n6JcePGsXjx4m1uqEoz4xs9Qlx1pfHmUufRuX04/5KvOPTwXMrLjmLj+tMp3vAM990eYdGf/8zcx37LswVP8u/C5QBsWLeOQ/r34uF772bSj87j06It60f465tv8N0jD+Nv77zV5n8HbSGVc/bzgLvNbIC7fwJgZnsCRwPXNLKfyDYeeughZjwyk00lmylc9nHN1gPZqedTlJf9gFgsus3F2q3vvOxsNxwFVe0NY9OmTUvq893Tjaww5J3inHByYtj+wV/h/p/fycIXjPt/AX12X8Y3Bgzkp5ddDMBpIy7h+jumkp6ewR3XXQ3AQYd+kx9NvBKAGyZfzscfLuY3D93PoCOOSsFP2b5SGfa/BiYCfzSz60hcE7kFWAE8nMJ2pYtwdz5ZHeW666ewft3Wd1BOILvbP5j/yvHsnP0P7rv33k5fQkCaLz1k9Mm0LWUMBh3uzCxw3v2Lc8VFxupVtwG3AWuAb/NswaE8W5BFKHQr3XJWEY8/x2+nf0jxhhiFS+/gm98awalnXc2++x/Lxx9CbnfIzYOcXCgp3kD3nepdV9JppCzs3b3UzE4EpgKzSTyB4WXgSndPfnGtdDhFRUVMmTKFOXPmbAnYMWPGMHny5FYL2DXrSrn2Z8uY++ShlBS/A/wOuJS99t7A+ZfkMXFCiJ2zDMht1ohQup70kJGeDrlhWF/lfOtomP+mM30qvPg8bFzfh8zsjwmHI2xY55Rs+m9KNwPcwOefOvf//PvAc8D7wGE1R30LuAjYA3gJs17suvsfycz+hBAfcuxJPyEef4W337ibH5w3kf0OzKdHzwwOPnRgu/wdJCOlz6B198+Bs1PZhrStpkoUbF20qqEvhWHDhrF+/XouvPBCQqEQ5eXlZGZmUhWHL74q5ozvjWHx+8/XtHgvRx57OSNGj2PIiXH23KMHeRGIqLyB1BEOGbtkGiVRh52da291rr11y7vULrisrHTWr4UvVsC/i+A3D/Zj+dLd2K1fJbm5TjgC/3x/JNXVq4DEtKH7OlavWgoMAi6gaPliIAa8xS3XxEl8UaSR3e1juvfoRbec5QzY5xB27we79XN26wu794PefRK/KeTkQUZGG//9tG1z0pktLyxsskTBiBEjWLx4McuWLWvwS+Ghhx4CIC0c4exzxzJ69AWsWlXBfgc/wrO/m8Hmkue3HPfH1/XjlpsgI6QVNZKc3Joll19X1r8EJyMDduubeA06EkaMfgD3aTXnV2KfPz93P+N+eBbHDf0O/3vbPeTm9qe8LIflS7/kFzcezj77n0lW1vl89OEHlJd9k1Ur9sXjWZSVdqOs9BlgPIVL5wAPkvjC+AWJogLHAP2AP5CebuTkQrfcxBdAZhZEwpCdASNH5NLaq3sV9tLotMxeAwZQWg1ffO1ccNEUKioav2u1Khrlqp/cwPznCqiOVm33/tYXUn9+9wIuu+znlJd9BGTw/rvFwNX07JXOqNEncOP1B7Hrzumt/NNKEGSHjT4Gays98Rj3JtQdSHzne6dTuLGScHjbiNx7/z4MP/31rbYMAsB9Ge5GSTFMPH8ury8sZefeV7Hu638DkJFxFb13LWblZx8QDudhZlRVGevXPc76dccC/bdpZ/h3Wz+aVc8+4OqbloHEipZwJMLEnzzN0o9O4YV5UFXZHWj6RqbEit6mbj6PANlAMfAsA/ZJ55QzhjHsu85JxxrZrXgTVGvT+dV5xN2piEFlPFHFMpng31FLlySqxJSXlzHj/ql8/eWXvPPGq+R2784dv5zOTj135ugTTqKiwjl6/744xsy5nxKLRqiuhhwzouV/4fTTj2lR+w3dVKWRfYAtS2Ja5q6bRwFTgAuAZK+rJ1NlJEpauIpLr5zPBT86mv0G5JKVBuFQSh+xIAETssTAIRvoEYHyGBRHU1u6eL+DDt7y39NmPcGbixZy4Yh3OOCggXzv7FH/6Vsoyp5755OWFubQQRE+/Pv79OuzK+8tXMAeu+/W6v3qUmHv7rzwwgvMnDmTY445ZrtfweQ/KmPOzbdPobKqqWJilcB49tnvIdZ8kZNUiYJkxeOVTLur/Z9AJMFgtcEfNkqrE4XQ2mKkf/jRx3LTXfdy8mlnbrM9PT2dJxcs5PN/f0JFeTlnnvBtotEoM387m4wUXL3tcsOoyy+/nIKCAt56q2veBbej3J3iKmfaDOfxRx8jVt1U2McwMy48/4eMGTNmu1va66q9oSkZuUlXPBRpXd3Cxu5ZRvb29dJaXSQS4ZwLL6Znr171vpe/7358/eUadu+/B7v3688Pzx2d9P+HmqNLhb2ZMWHCBM477zzi8Xijj6sLovKY8/Ea54LzPuLHl84jufn3hGuuuYbJkycnFfajRo1K6nNjx45Nun2R1hYyo3dmKPEAm3buy659+3H6yHOYOuO3KWujvX/GVrf3vlfQt/9/MXz4cKZPn05JSQnuvmXZ38CBA1mwYEF7d7NNuTtry+PceOtHHL7PffzhqV8CZza5X63c3FzMLOmiVTfffHNSYa+6NdIRdAsbu2UZ3dpx1jcSiXDV9TdzxDHHpayNLhX2K1fCyLOLuOO2GykvL6fuSqOO8ADjtlYdd/5e5Jx2Mtx10ymUll5F9x5fAJCRkdHkipe6I/BkilY1p5KhSEcQDhm9MkL0zTJywx1zFdiO6lJhH41Cr173AI3PQ0ejUaZOndo2nWontXPzv5rjnPgt5+3Xy8jKGsvgo8Yy+5mrWbjoVZYsWUJWVlajx6lvBF5btKq4uJhYLEZxcTHTpk3bJrybU8lQpKMIh4yeGUbfLEuUxm7vDrWiLrfOPtmHWuTl5VFcXNySrnV4lTHnw0+ca640XppvwCOkZ9zI3Q88yMUXnEbmVs/vbGydfW3lSAXztrTOPjhi7pREoaTaibdRVHbGh5e0i2QfV7dp06ZOf9G2qKhou4vQF467jGtvKGTIIOOl+f8iJ3cTBx3yPFWVq+iRXrxN0ING4CKNSTOjR3pipL9TeqIMQ2cV2JF9rc46gm1oRJ64MzUCzCYz6yrisTW8tOhVVq/4jJEjR3bYu1I7E43sgyvuzqYobIp6yp5jq5F9ksaMGUNaPQ8bbkhnvGhbVFS05c7XbYMeEtcrykhPH8tRx+xH3767c8Sgwxg1apSCXmQHhWpG+m21Rr81dbmwT2YteH0600XbKVOm1BPy23KPsu+AvXjttddIT1cxMZHWFA4l1uj3zTJ6RIz0TpCknaCLzZOfn89NN91U77K/xkSjUWbPnp3CnrWeOXPmNBn20WiUJ554gn79+rVRr0SCJxwyuqcbu2Ulgr9nupHZQVO1g3ZrxxxxxBHbXHRMVrIXd9vC1hdfzYz09HTS09MJhUJJX5PoSD+PSFcXDhm5EaNPTfDvlN6xRvwdqCuta+u14Lm5uUntk9NBarUsWLCAgQMHMmPGjC3BXnshtjkX1DvKzyMSNOFQYp3+blsFf2Ya7bpuv8uG/daSKeAVDkc4Z/SYNupRwxq/+Jo81Z4R6Rhqg79PZoj+2caumYl5/qw02nQpZyDCPpmLttXVEfbY71zeeKdlD0xpLclcfE2Gas+IdDxmRkZaYp5/l8wQ/bITXwC7Zxl9Mo1eGUYkRV8AgQj7xmq1hMMRQqFs4P/42ZXH8MORl7J8zXpeXriQd999t837mszF18ao9oxI5xIyIxIyMtOMbmEjHEpN2gci7KHhO0UvuWQcb/79H5x3yUSgP6tW5DD6rCcZetJJ/OKuu9u8ny29qKo7X0WkMYF6lFPtRdtp06Zt994B9zt9dvsTU2/9hL++tQeZWUfSbecDWfr5avbYZSeyMjPbpI85Oc1/GlRXrvMjIq0jMCP7puRFjBt/tj9/WDScPfMPpqL8LZ78zYkcuNcenPL9MyiNpvChlTWq4s5pI0aTKHeQHF2IFZFkKOy30i1sDD3SWPAX58wfOlWV3yIer2bRi3/i1b+uZ21lnFjN0sf6ipC1tKha3J31lc7suc9RtPxCmhv2uhArIk1R2NeRkWbsu4vx0KPOlF+lk5X9IVDNWSftzOXj3+Ok75zK9Tf93zbr4JvzJKxly5Zx5513Ul5eTnl5OfsfcADn/egSln22mh+N+j7vvHECWdmPk5GZRSjU8D+PLsSKSHMEas4+WSFLLIO66Hzn6CEHcMd1xh+fNp549BVgAW+++grRaMV2+9Xe+HTaaaeRmZlJWVkZ3bp1Y+zYsUyePJn8/Hw++OADbr75ZlavWcNxw05h6ccfU1WdzZuvbQSGYZbNzILTGJi/mAd/eS+zZ8+mpKSEcDiMmRGNRsnNzWXs2LFMmjRJQS8iSVHYN6JHunHIAHjgUefMH27i0tFzqSjfjWh0baP7xWIxSktLgcTqmhkzZjBr1iwKCgro/409qaioIHOnXdh1wAkcP+xdXn1xPbCa3fs9yX0zu3PyECM3sneDF5NFRJpL0zhNyExLPIz49FPzWLL6bdIzNtPUYw/rqi2jfMYZZ1CR2ZNxV/yKVSuu5sTDwrz64uGEQvcDQ5l03XyGHJeoryEi0po0sk9CooY1dAtDtKrlxcWqqqoZfuS9VFU+sGXbqWc5e+afwMsLVtAzJ8LO6Qp6EWl9CvtmiISsRevg/yNOVeUcBuwzjWHfgzN/4Ox/MGSErmTqnVcRSdGdcyIiCvtmGjNmDDNmzGhxSQOzzSz8ILF8MyOUWN+fHdZsmoikllKmmVr6JKxaubk57Jppiep3WSGywxrNi0jqKeybqbGiak2pvds1I80I6XmwItKGFPYtUF9RtZycHMLhxmfFdLeriLQXhX0Lbf0krFgsRklJCfPmzat3xK+7XUWkvSnsW1FDZZRVdlhE2ptW47Syxsooi4i0F43sRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISACkJezPb18zuM7PFZrbZzFab2TwzOyQV7YmISONSNbL/DnACMAs4DbgM6A28bWaDUtSmiIg0IJyi4z4JPODuXrvBzBYCnwJXAOelqF0REalHSsLe3dfWs63YzJYBfVPRpoiINKzNLtCaWU/gYOBfbdWmiIgkpGoapz73Awbc29AHzGwcMK7mf242s6UtbKsXsN1vFyKtROeXpNqOnBw0f6kAAAMiSURBVGPfqG+jbTWt3iAzGwq8mEQjr7r7kHr2vxa4Hfhvd5+ZxHF2iJm95+6DU92OBJPOL0m1VJxjyY7s3wQOSOJzZXU3mNmlJIL+urYIehER2V5SYe/uZcDHzT24mY0FHgSmuPttzd1fRERaR8ou0JrZmcCjwAx3/3Gq2mnAr9q4PQkWnV+Saq1+jiU1Z9/sg5odB/wZWAL8DxDf6u1Kd/+g1RsVEZEGpWo1zolABvBN4C913vsM2DNF7YqISD1SMrIXEZGOpUtXvVRBNmktZtbfzArMrNjMNpnZM2a2R3v3S7oGMxthZnPN7DMzKzezpWZ2h5nltlobXXlkb2YTSdykNQt4H+gB/BQ4FDjG3f/Wjt2TTsLMsoF/AJXAdYADtwLZwEB3L23H7kkXYGZvA58DfwRWAocBN5FYBfltd483vHeSbXTxsO8FrKtTkK07iYJsz7q7CrJJk8zsCuAeYD93L6zZthewHPipu9/Tnv2Tzs/Merv713W2nUdioHqSuy/c0Ta69DSOu6/1Ot9m7l4MqCCbNMf3gbdrgx7A3f9NYvHB6e3WK+ky6gZ9jb/W/NkqWdWlw74+KsgmLXAQ8GE925cAB7ZxXyQ4jq/5s1WyKnBhTxIF2UTq6AlsqGf7emCnNu6LBICZ9QX+D3jJ3d9rjWN2qrA3s6Fm5km8FjWw/7XAucDErX8lFxHpKMwsh8SF2mrgwtY6bluWOG4NKsgm7WED9Y/gGxrxi7SImWUBzwIDgOPdfWVrHbtThb0Kskk7WUJi3r6uA4GP2rgv0kWZWQQoAAYDw9z9n615/E41jdMS7VyQTbqGecCRZjagdoOZ7QkcXfOeyA4xsxDwGIlSM2e4+9ut3kYXX2evgmyyw8ysG4mbqsr5z01VtwC5JG6q2tyO3ZMuwMweAi4FbgOeq/P2ytaYzunqYX8TcGMDb3/m7nu2XW+kM6spjTAVGEZiNdfLwJXu/ml79ku6BjP7lAYeJwjc7O437XAbXTnsRUQkocvP2YuIiMJeRCQQFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQD4f7yTKCMdxlSAAAAAAElFTkSuQmCC\n", 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" ] @@ -1247,17 +1500,17 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 69, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T12:28:46.312302Z", - "start_time": "2020-02-01T12:28:44.772684Z" + "end_time": "2020-02-01T19:06:45.383632Z", + "start_time": "2020-02-01T19:06:44.538238Z" } }, "outputs": [ { "data": { - "image/png": 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Jppv3OnyufcnjV294mWectZDDR21gKNRdk7w7te1UHnGkzwsm+pz3nU5OvOQrvG3hYu7u8Ira/JPvmv1Ahlb2VWPPVqfnc2eHxyee9XjJ532Gw8nPyMznhEsSvG/pm9zZ4XGv53Pbtm0MhUKsqanJ+XDCQsr2+ud6xNlgasbZgQI043SLx+OcMmVKoFvVUuf7Pk844YQABSzTtvQYu2/LgfMJTCAwi5kOTQ26VFZWBnqCdq+XbL75806Pv2r0OOOq1zjqxFtZW/dIj/N9ObXfYTzxIz4v/7LPH9zp8dp/XsC77v8vbt/dzI6uwjT/5Dvssx1hls+HohJeckjxk+s9/sMXfEYi+5t4Lpjg86HVHte++ArHT5jIESNGBG5aLUXZXv9cP0symMJ+FYC1adavQQ47aHsq9pC4XMrHkFKzEBfc4/E/f91OAAxXVLC2NvfHqaqqGlCh70oNW323w+fTGzz+8C6PUy9/k0cfexPN/q3HF0CC3XclZ5/3Dq/9lsdfLPV49wPL+auHH+O2XbsDj/7JpH053+Us2w7xQgxtTaT6mdZt9PjFBp/VNftD/5Pn+fxlo8faDMpuKbbhZ3P98/GU+GAK+68gOcxyeI91w5BsfJ7X3/auh30+xlJ3h0FXVxdXr17N5cuX5/Q4Zsbq6uqcF3rfTz6D0NTp88/velzyuMdvfNfjp8bvYXTIPxOY1uMLgAQ+SQA894JG/ttCjyue87jmuZe59PFV3LG76aDmnyAPy/VUijX7QteUu/xk6L/wvx7nzPNZW+f3uP6Zl6mJEyeWTOhncv3zOf/TYAr7IQDiSD5INQXAZAAvAfhfALX9be962OejZp8uDIIep7a2lldcccUBgRgKhRiJRGhmBW826/SSfRs7230+85rHO+5J1jRPO8NnKHQ9gXMI7NwXQJHKqwmAZ55zI+95yOMrb3ncuO0d3vur/864fXkg5SzIHcSECRMy/myL1Qbu+T537/W5/i2P11zv8fChPoHsm0GK3b/W1uVz0mdns7+mzUJ8uQ6asE8eEx8E8Gskp0poBvAwgGFBtnU97IN0EmVSK6+oqEgbBpkMXS1lnu+zrSsZPFt3e3xopcdv/avHiZf4PLbeJ3AbgbEEntj3BXDUMfel3uOhr2Pv959tOQt6B/Hrhx8J/LmWyiAEz0/eeb36tsfTP95/WJbalxZJtiZ8LnvKY+yw/gctFOI8B1XYD2RxPeyDTJBUXV0deM6OvsbZ52MiplLR3fG7s8PjHzZ5XHivxyv/yeeYM31WVvkE7icQCnT9eraHZ1POgn6eL766mY8/4/HIo36aCpwDQ7P7C74Yd1NBeL7PP766mTU12Y3wKlbFoiXhc+G9LzNS+SUCHTx1zDLWZNC0lw8K+0Mop7Ang9UE+5ukKRQK9ftAVaZt1oNVwkt2/L631+fWv3h8eI3Xb62+53Xslk05Czqc78OjJ6ZmTCWPP2EzJ/1dcircwTbCbNmyZcmnurMYwljoOZSaO30+tDrBUCg5ffHwUTdw626PmzZvDvwwWj4o7A+h3MKeDDbxWjweP6g9Peiwx0yOU2583w/cZ1FRUcGnnnmWZHblLLM+mDgvneZz4ztenzMlDgbxeJwNDQ0Zh30+h5Cm6zP5zOTZHFK7mcCLPOYDl3Lj9paSmMJDYX8I5Rj2kl/BatzJ2v8nzr2KbzZ5XNWrnAXpdM2kf+XscQ18p90ricDJhUwfUsp1zb778+l7WpEIgSjP+MQyvt5UOtddYX8ICnvJVJC2dLMaAlcSeJN/dbzPa697lcvWPMPHlv92X3NFf01gmdTs68pkKuhumfxlrYG22ff+4q2pqWFFRUWgP7xeE41y0+bNOXznA6OwPwSFvWSjvz6LXz60jAsWexz54f1jyauqP5X8nX7m+Q+HwxlPJleOfx6wsbEx0FTZVdVRbtiYXeAOdPK4Uht1luuwL6X5pUSKYvz48Vi/fj1mzpyJWCyGUCiEWCyGmTNnYv369fj8xRMw8wrD2heIH93to76+BXs7LgAQQ6LTO+S+Pc9Da2trRueTz0nWimX8+PHYsGEDJk2a1MdvRABE0bl3Hm77sWFnW6o2GtCWLVswdepUtLW1IZFI9L9BGolEAvfee29W2w4K6b4BSmFRzV5K0V7P52+eWMPbfu4RyNX0z6Vbu8yHdIMBpn25gWecdUvqOpzEoUdcyeiQ4FMj5+rv8pbSXZWacQ5BYS+FsHr1anZ0+TkPemDwPtOQC2/seJfve389kx2mfT9fkC78c/XEeSn96cxch/1Bc8qLSP+qwpbT/UUiEUQiESxZsgQjRozI6b4Hi87m3djbvhs9/3ZDN6aadEiiubkZixYtwuLFi/Gzn/8cG15+Gc3NzQM+fiQSwbRp0wa8n1KlsBcpolAohNraWkybNg3XXHONs0EPALfeemvg9vZEIoFEIoEZM2Yg0dmZk+NHIhFcc801OdlXKVLYi2RpyJAhGXe+9hSLxdDU1JTDMxrc7rvvvow7Vzvau1BTcxYOH/p+7Ni+DL6feedsRUUFKisry/6uSqNxRLI0ffp0hMPhrLYt9yaDbLS0tGSxVQLt7S9h+7YfwPcjGW8djUYxa9YsrF+/HuPHj8/i+IOHwl4kS/PmzUNVVVVW25Z7k0E2sh1yataCm398As7/2/9GKBRFchjnfuGKCoTDYUSj0X3DaufOnYt4PI7W1lYsWLCgrGv03RT2IlkaMWIElixZgmg0ikikV8Ckavy9a/6RSATRaLTsmwyyccUVVxx0HYOoq6tFwyzDAw/9LZ586UVcceWVGFIbg1ky2GfPmoWNGzeitbUVnuehqanJmYDvSWEvMgB9PZA1e/ZsrFy5ErNnz077oFa5NxlkY968eRmHfXdz2GGVhiOrQ/jkyaNwz50LsOsvf4HndTkb7Omog1ZkgEaMGIEFCxZgwYIFB712/vnnp10vB+u+U5o6deq+0Tb9SdccFjZDll0pZU01exEpGb3vlMySzzN0/+ym5rDMKexFpKR03yk1NTXB933E43E0NDSoOWyA1IwjIiXtUM1kEpxq9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDlDYi4g4QGEvIuIAhb2IiAMU9iIiDshL2JvZh8zsR2a23sxazGy7mT1qZqfm43giInJo+arZXwjgPACLAVwEoAHAkQDWmdmYPB1TRET6UJGn/T4A4N9JsnuFma0CsBXA1QCm5+m4IiKSRl7CnuSuNOuazGwTgPp8HFNERPpWsA5aMxsK4GQArxbqmCIikpSvZpx07gBgAH7Y1y+Y2UwAM1P/22JmGzM8xhEADrqrEMkxlTMphGzL2fHpVlqPZvU+mdkFAJ4IcJAnSY5Ls/03AdwM4Msk7w6wn6yY2XMkx+Zr/yKAypkURq7LWdCa/VMATgzwe229V5jZbCSD/lv5DHoREelboLAn2QbgtUx3bmbTACwEcCvJ72W6vYiI5EbeOmjN7BIA/wFgEcnr8nWcXn5WoOOI21TOpBByWs4CtdlnvFOzvwHwOIBXAFwFwO/x8l6Sf8z5QUVEpE/5Go1zPoAqAKcD+H2v114HMCxPxxURkTTyUrMXEZHSUpazXmoiNsk1MzvOzJaYWZOZ7TGzB83sg8U+LykvZjbVzH5tZq+bWbuZbTSzfzWzugHvuxxr9mb2j0g+nLUYwAsADgfwNQCnAfgkyeeLeHoyyJhZFMBLAPYC+BYAArgJQBTAKSRbi3h6UkbMbB2ANwA8AuAtAB8FMB/J0ZBnkfT73rqffZdp2B8B4N1eE7EdhuREbEtJaiI2CczMrgZwG4APk4yn1p0AYDOAr5G8rZjnJ+XDzI4kubPXuulIVlw/RXJVtvsuy2YckrvY61uMZBMATcQm2ZgMYF130AMAyT8jOfhgStHOSspO76BPeTb1c0DZVZZhn44mYpMBGA1gQ5r1rwA4qcDnIu45N/VzQNnlTNgjwERsIn0YCmB3mvXvAXhfgc9FHGJm9QD+BcAKks8NZF+DIuzN7AIzY4BlTR/bfxPAZQD+seetuIhIqTKzWiQ7arsAfHGg+yvkFMcDoYnYpJh2I30Nvq8av8iAmFkNgKUAhgM4l+RbA93noAh7TcQmRfYKku32vZ0E4E8FPhcpc2YWAbAEwFgAnyb5ci72OyiacbJRpInYpDw9CuBMMxvevcLMhgE4O/WaSE6YWQjAL5CccuZikutytu8yHWevidgkZ8xsCJIPVbVj/0NV3wVQh+RDVS1FPD0pI2b2EwCzAXwPwGO9Xn5rIM055Rr28wHc0MfLr5McVrizkXKQmhrhdgCfRnJU10oAXyG5tZjnJeXFzLaijz8rCOBGkvOz3nc5hr2IiByobNvsRURkP4W9iIgDFPYiIg5Q2IuIOEBhLyLiAIW9iIgDFPYiIg5Q2IuIOOD/A6mBf8/5Xf2rAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1323,18 +1552,18 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 70, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T12:29:01.908295Z", - "start_time": "2020-02-01T12:28:46.315183Z" + "end_time": "2020-02-01T19:07:01.809655Z", + "start_time": "2020-02-01T19:06:45.393091Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6273b13383844a57bce2ee1357095d95", + "model_id": "064356d256e145aebd6329c600a6e896", "version_major": 2, "version_minor": 0 }, @@ -1350,7 +1579,7 @@ "output_type": "stream", "text": [ "\n", - "val loss (n=100) tensor(-1.2767)\n" + "val loss (n=100) tensor(-1.3316)\n" ] } ], @@ -1363,11 +1592,11 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 71, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T12:29:01.918604Z", - "start_time": "2020-02-01T12:29:01.911243Z" + "end_time": "2020-02-01T19:07:01.839570Z", + "start_time": "2020-02-01T19:07:01.820100Z" } }, "outputs": [ @@ -1381,14 +1610,13 @@ " 'latent_enc_self_attn_type': 'ptmultihead',\n", " 'det_enc_self_attn_type': 'ptmultihead',\n", " 'det_enc_cross_attn_type': 'ptmultihead',\n", - " 'min_std': 0.0001,\n", + " 'min_std': 0.001,\n", " 'use_lvar': True,\n", - " 'use_self_attn': True,\n", - " 'batchnorm': True},\n", - " {'val_loss': tensor(-1.2767)})" + " 'use_self_attn': True},\n", + " {'val_loss': tensor(-1.3316)})" ] }, - "execution_count": 48, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -1411,6 +1639,27 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null,