diff --git a/Playgrounds/embedder.ipynb b/Playgrounds/embedder.ipynb index e1b1a10..593ac2b 100644 --- a/Playgrounds/embedder.ipynb +++ b/Playgrounds/embedder.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "id": "06229c81", "metadata": { "slideshow": { @@ -29,10 +29,15 @@ } ], "source": [ + "import random\n", "import torch\n", "import matplotlib.pyplot as plt\n", "import Project_Model.Libs.Embedder as Embedder\n", "\n", + "# set a fixed seed\n", + "torch.manual_seed(0)\n", + "random.seed(0)\n", + "\n", "TOKENS = 256\n", "DIMENSIONS = 256\n", "\n", @@ -58,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "id": "c7ad6593", "metadata": {}, "outputs": [ @@ -66,22 +71,40 @@ "name": "stdout", "output_type": "stream", "text": [ - "[7706, 290, 756, 4270, 7357, 115, 351, 1507, 1213, 410, 3382, 317, 497, 4740, 2784, 7700]\n", - "16\n", - "torch.Size([16, 256])\n", - "tensor([[ 0.9070, 0.6699, 0.2960, ..., 0.3870, 0.8941, 1.3026],\n", - " [-0.9618, -1.9069, 1.6814, ..., 0.0977, 0.0829, 2.6063],\n", - " [ 0.8923, 0.2553, 1.9925, ..., 1.8682, -0.1530, 0.7194],\n", - " ...,\n", - " [ 0.7546, 1.0222, -0.7065, ..., 4.0476, 0.5369, 1.5168],\n", - " [ 1.4984, 0.9595, 0.5984, ..., 0.7721, -0.6914, 1.1631],\n", - " [ 1.2913, -1.0850, 2.0208, ..., 0.1654, 0.9178, 0.5116]],\n", + "[[7706, 290, 756, 4270, 7357, 115, 351, 1507, 1213, 410, 3382, 317, 497, 4740, 2784, 7700], [7706, 290, 756, 4270, 7357, 115, 351, 1507, 1213, 410, 3382, 317, 497, 4740, 2784, 7700]]\n", + "2\n", + "torch.Size([2, 16, 256])\n", + "tensor([[[-0.6981, 0.0804, -2.1672, ..., 0.3919, 0.3341, 1.0794],\n", + " [ 2.5818, -0.2308, 0.6001, ..., -0.0500, -0.0408, -0.9852],\n", + " [-0.6967, 0.8109, 1.3108, ..., 2.1693, 1.4143, -0.1236],\n", + " ...,\n", + " [ 2.1226, 2.5695, -1.6178, ..., -0.0652, -0.0802, 0.1103],\n", + " [ 0.8770, -2.4782, 0.8536, ..., 2.0471, -1.5702, 0.7387],\n", + " [-0.0495, -1.8601, 0.0405, ..., 2.3944, -0.4297, 1.1141]],\n", + "\n", + " [[-0.6981, 0.0804, -2.1672, ..., 0.3919, 0.3341, 1.0794],\n", + " [ 2.5818, -0.2308, 0.6001, ..., -0.0500, -0.0408, -0.9852],\n", + " [-0.6967, 0.8109, 1.3108, ..., 2.1693, 1.4143, -0.1236],\n", + " ...,\n", + " [ 2.1226, 2.5695, -1.6178, ..., -0.0652, -0.0802, 0.1103],\n", + " [ 0.8770, -2.4782, 0.8536, ..., 2.0471, -1.5702, 0.7387],\n", + " [-0.0495, -1.8601, 0.0405, ..., 2.3944, -0.4297, 1.1141]]],\n", " grad_fn=)\n" ] }, { "data": { - "image/png": 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", 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wf3kOa7vFl5lQ4q7WHw5s04ZJ/b2mkdpNy1jfRdPx/3y/JrQt14QticE8xxTuNtvWfqz17/MDHTfXHNDzdv8+27lSpf3sf8a/bOI7Pr3BxAe3aTt7bKdxSn6NiIjUxGv/dFZpPwvEat/euj3fxHkFOlZXNCeaOHeJtu3eVE3TytTzeNMOrYcjP1j/uStGaf4NWsBRGTtNvCFe+0LSVq1z9cgmE/9+5D9MfP/TN2k+n2sfqesePOkctjHMU6XnpBWvJ6UvWcs9urP27SVvDTJxc7aOS0l7bef28AYT9/u+jnPbq4Pni6+39pX/++wSEycUarnSBx7UfN7SPlefarsYZGl515dq38parumMumepiT/8R/CaX5+gbej3apsXnaPn+Z71esx3lOl53lIZZ+JAjq3tYjROPk/7yOHdwfHCmab9w2m7xvu8ml7eZ/qLAxfqPv5DWp/8v+iYf3Cwbh+QWW7idQ9rW2xcEbyGxYzQY5KdrNfQlMt0DO2Touf5st8M0wLYPh5W9tatnXJ1PEt5Sz/Q7J2gn0uylwXLeGii9lXHfq1zdV89hs4UbaPsDE3b84Se8xW3atkdG9JMnDFGy179r7xgnoP0fPZrluKwXbcq+2qbxx3U7anbdPuGUdqeXs1SmnK07K50HWfz44KfG1P+pm3SfK+2s+NV7c/eH+l1s+4z3T7yhsUmLluhn6EOXKf5xOzTcSZpt/bjodevFRGR3bXabnu+1LHH5dV6Bmz9Nrbe9rlJhzZp3q/5dF6px6j4Fh0j3GuCb/BmanoFiVq3bTVFcixJm4J9xe+L/gfRfB1/hB/eE8m8ThYrlgAAAACAsDCxBAAAAACE5ay5FRYAAAAA2gO3wrbFiiUAAAAAICysWAIAAABACAKWQwJW5FYRI5nXyWLFEgAAAAAQFlYsAQAAACAE/I1lW6xYAgAAAADCwsQSAAAAABAWboUFAAAAgBD4xSn+CK7R+SOW08ljxRIAAAAAEBZWLAEAAAAgBFaEv27E4utGAAAAAABnOiaWAAAAAICwcCssAAAAAISA77FsixVLAAAAAEBYWLEEAAAAgBD4Laf4rQh+3YgVsaxOGiuWAAAAAICwsGIJAAAAACEIiEMCEVyjC0j0L1myYgkAAAAACAsTSwAAAABAWLgVFgAAAABCwNeNtMWKJQAAAAAgLKxYAgAAAEAIIv91Izy8BwAAAABwhmNiCQAAAAAIC7fCAgAAAEAIgt9jGbkH6kQyr5PFiiUAAAAAICysWAIAAABACALiFH8E1+gCwsN7AAAAAABnOCaWAAAAAICwcCssAAAAAISA77FsixVLAAAAAEBYWLEEAAAAgBAExCkBHt7TStSvWM6ZM0fOP/98SU5OluzsbLn66qtly5YtHV0sAAAAAMARUT+xXLhwoUyfPl2WLFki8+bNk+bmZpkwYYLU19d3dNEAAAAAnIX8liPir2gX9bfCvv/++61+njt3rmRnZ8vKlStlzJgxHVQqAAAAAMBRUT+x/HfV1dUiIpKenn7M33u9XvF6vebnmpqaiJQLAAAAAM5Wp9XEMhAIyE9+8hMZPXq0DBgw4Jj7zJkzR2bPnt1m+8IXhonLEydNg5rNNk9qk4m7/KHFxFfe8qmJn5k3VURErhq8xmx7c925Jk750m1i78g6E+/+fW/NvEDD5kLNs/bzLBMnjz5o4paGWC1jcTD95BJNo2lStYnzXkrWOtxebOJNa87RMm7U9P5afpmJXbH6R8B7Pi80ceqYYFkSX8w028rHavt4X+irZe0ZMPH1ectM/LNzu5p46Zqemme6TvqtwLGX9D2pwX2aMrXcPxnwiYkf3zjVxP9z7XMmnntgtJa3IUnjklwTN3f2mThQo91/T0OGiWPKgm2e0r/CbHO/oP+RsdqtbeUeo8c8xa19K2ZpJxM32f4PpOZR7Qyxt+p/esQ0Bo9FbJnW2ZepbR6/Oc7E3lRNLy5e61PTQ/exH3N7v4zZlajl6q7H4n/+eq2IiCQ79HhWDPabOHWlx8SeSdpXD1dreokJmt6BkXqXvVWSoGXsp3WSej13kjcEy1s7MN5sq+2mdeicU6ppf6nHM+Gg9qGGgXpuxbe4TOzr12jigO02ksY+wf2vGbTcbPv0v0Zqehdp/g3Ztr7q1DbasF77wq4KPdApnfRW/aqtuj2mSJNZPC84hrWkaHpWjJ6TGX9aYuJto4eYOEEPp3y5oZv+kKfHy1GtZbenmdZZ28J3ONhHHfo2qe5jO/7FWu7EA3o8S663ncNl2s6Dh+0w8b4/9zBx8jU6XjWvShMRkfWH9Rg2aCiLt3Y3sb3PXfC9tSZesq+bif/r9zdpWWxje0o3zTP/j1rBzZ2D+U8aqunNn3eeiVu0O0tcurbVoS+zTfypV2O5SMOEXlUmbmzS9k9PadB0tgTHVOch/b27RvvWH5foXTgZq3R8qrpIy5K0Ss+RuxzfMbEtG6ntanvAw5HjP6Bwv9m0YZh2REesHvMub2ieS7cMMnFziiY34NzdJq7oo+f2JblbTfz+o9owfk+wfk16ORGrux4ry2Xbbit23Tg9h5y2MST+gI4b9UV6bL2p2o6vr9HzpXBTcMyJG6vjbU2dtuH5GXtNfHBfFxNn9q8ycXFxvokDHi2klaTjWf0SrWCnQ0fqUKD5ZA/VMWx/hfbtkqmahjNW6+Mr1fc2zzhs4pYlesKs2KvXE49H2/SSQZtEROTArfr7zfekmfjwHs3/hZtfMfGNP9Y6bFqs56LTNmxX7dfO0NJb+0tG90MmLo85cv3z6cFN7KXtn/q8fm5pzNJ6VmVqnBPQ+jQ06jF32a6niQHbX3MdCX3nab9xr9QT2pls63OJWqGkvrUmjn9Sr9s9k7Q+O93dNJ8EPUZ+r9Zv54bOwV+fq2VqqdHPIUlZ2laHy/Ui7tYqyxNLLjVxepam7XBon2vWJKXXZB1zP/0keL42Z2o9XTl6TVw/7s8m7v/32zV/HSrFdvmXZNsYemCUtkt8nA40df2D6btK9LPHvG36+fDcS7aZePNBHTfrA8H6+7V4py2/OMUfwb8q9PPwnvY1ffp0Wb9+vbz44ovH3WfmzJlSXV1tXsXFxcfdFwAAAAAQvtNmxfL222+Xd955RxYtWiRdunQ57n4ej0c8Hs9xfw8AAAAA4QhYTglYEfy6ESv6VyyjfmJpWZbccccd8vrrr8uCBQukqKjo698EAAAAAIiYqJ9YTp8+XV544QV58803JTk5WUpLg3+nkJqaKvHx8V/zbgAAAADAqRb1E8unnnpKRETGjh3bavszzzwjN954Y+QLBAAAAOCsxsN72or6iaV1GtxPDAAAAABns6ifWAIAAABANAmIiN869lfnnar8ot1p9XUjAAAAAIDow4olAAAAAIQgIE4JRHCNLpJ5nazoLyEAAAAAIKoxsQQAAAAAhIVbYQEAAAAgBH7LKX4rgl83EsG8Tlb0lxAAAAAAENVYsQQAAACAEATEIQGJ5NeNRC6vk8WKJQAAAAAgLEwsAQAAAABh4VZYAAAAAAgBD+9pK/pLCAAAAACIaqxYAgAAAEAI/OIUfwTX6CKZ18mK/hICAAAAAE7YU089JYMGDZKUlBRJSUmRkSNHynvvvXdK82TFEgAAAABCELAcErAi+HUjIebVpUsX+fWvfy29evUSy7Lk2WeflauuukpWr14t/fv3PyVlZGIJAAAAAGeQqVOntvr5V7/6lTz11FOyZMkSJpYAAAAAcDarqalp9bPH4xGPx/OV7/H7/fLyyy9LfX29jBw58pSVjYklAAAAAIQgEOGH9wSO5FVQUNBq+6xZs+Shhx465nvWrVsnI0eOlKamJklKSpLXX39d+vXrd8rKyMQSAAAAAE4DxcXFkpKSYn7+qtXK3r17y5o1a6S6ulpeeeUVmTZtmixcuPCUTS6ZWAIAAABACAKWUwJWBFcsj+R19CmvJ8LtdkvPnj1FRGTo0KGyfPly+d3vfidPP/30KSkjXzcCAAAAAGe4QCAgXq/3lKXPiiUAAAAAnEFmzpwpkydPlsLCQqmtrZUXXnhBFixYIB988MEpy5OJJQAAAACEwC8O8Uvkvscy1LzKy8vlBz/4gRw4cEBSU1Nl0KBB8sEHH8hll112ikrIxBIAAAAAzih/+ctfIp4nE0sAAAAACEFHPbwnmkV/CQEAAAAAUY0VSwAAAAAIgV9C/7vHcPOLdqxYAgAAAADCwsQSAAAAABAWboUFAAAAgBDw8J62or+EAAAAAICodtasWHrTRFxxItkLtcoHx8ea2JflNvETf7vSxA3Dg38q+9E/h5ttKV5N1zPhoImbl2aZ+MAEn+7UbJu/W/pHvil7LBO/8+NnTXx+2Z0m9h8tlu4qeak1Jt55ucfENQdzTFzfNWDiuy99z8SPvzlFi2I7+tmr9E+C9xWkiohIcoaWNa9zhYkr92o+8fu1bnM2TjLxf49/xcS1gXgT/2beFSb2HDz2/2t4s4JlTynRbY9+oO/LHK5t/tO/T9P0KnX/uiKtf1K5br/5qoUmfnrZxSZuaNG+kNI/WFeHQxu9qqe2RXJag4lrDyeaOHBI45YL9Pgnr9O+VTxR00lYnG7imv7BvOJtZXWd02hif2mypjf1gObfpMc/vkzT9l9UbWJnQNu5xXbMU1bpe33BQy7lU7RzO21/j149xKXlqtZ6+is1jeYNCSaO0eYU9+AqLW+V9gX737t7KoP1zy4sM9t2De1iYmuz9rlAqvbV+kRNxHlIy9LQrOWN36WF2Sh5mk5TsDFefe0i3TatzsSxtdrmbt0sCd30XKhZrud8S47m2VCt9XRk2QaMXXGazpAj6byn/aC6t+5qjR5kYuch7UP1Rc22nbT+rgY9znmf6i6H+2u59tfkm9jTdKSs/Zt02w4tn3Sp12x2axtatrHIYXuSwI5Xe5q4U5mWsWpDmondR5riss5bzLYP3sk08Zwb/qlx1mQTf7K8v4nTNml9sq7da+Lsn2eYeNtt2kdrf6idvm+f4P6fvnKe2dbSWccKR7O2Z3xsi4mbbMN5yjAdf3zv6fH/Ts/lJv7DF+NMXF6vxy6xNJi+a5QOVk3rOpk4eYu2c11nzXNIt30mXr+9l4kDdbp/TXf7gdHQfTBY/9052s8S9+gOnQYcNnFLTK6Jv339AhMvunukiX0XaPuXlGiaH1naeevzbeNcWbBceV/oebAzR9vEP1hProN7Nb38+ZrGj3/1kon/b9a3NJ8+euyasrRcsQc0/ZKxwfynFawz2+bOG2vil5qGmjhZk5P9VakmzvtCf7H/Ij3PHJXa/k35ejIkXxA8t79fsN5s++tnY0zco79e3Hat0XEu5Rxti4ylWv/iRD0uvgJbZ/RqnQOxmv/yl4NjR9P1uqtnt8a+NK3P/7frKhNv/ry7ie3XooAOreKu0vOpxTacO1u0LF0+DP67b4JtTNyr46n13VpNw6/7uJcmmXjPFdrOaUk6RtUkaqYHV+t1oeXINd9ha5P0/XpONOpwKu6dOs4dPqCV80/RdtmzXt8Qa7ueSZOmn7JZ47iJwXGhrov2vaYKvSZaXTUJzx7dJ0aHWXHaxllni5Y9dp3tc4a+VXZX6djhPDLkOlz6Pk+8jsPnLtHPSvmfal9x2PKp7qH5129J0zwzbCeG7TjHbQm2Y/fxu8y2vW8UmXiN2K7htuGp6KLiYFL1Xtkhpze/5RR/BFcRI5nXyYr+EgIAAAAAohoTSwAAAABAWM6aW2EBAAAAoD1Y4pBABL/H0opgXieLFUsAAAAAQFhYsQQAAACAEPDwnraiv4QAAAAAgKjGiiUAAAAAhCBgOSRgRe7vHiOZ18lixRIAAAAAEBYmlgAAAACAsHArLAAAAACEwC9O8UdwjS6SeZ2s6C8hAAAAACCqsWIJAAAAACHg4T1tsWIJAAAAAAgLE0sAAAAAQFi4FRYAAAAAQhAQpwQiuEYXybxOVvSXEAAAAAAQ1VixBAAAAIAQ+C2H+CP4QJ1I5nWyWLEEAAAAAISFFUsAAAAACAFfN9IWK5YAAAAAgLAwsQQAAAAAhIVbYQEAAAAgBJbllIAVuTU6K4J5nazoLyEAAAAAIKqxYgkAAAAAIfCLQ/wSwa8biWBeJ4sVSwAAAABAWJhYAgAAAADCwq2wAAAAABCCgBXZ75YMWBHL6qSxYgkAAAAACAsrlgAAAAAQgkCEv24kknmdrOgvIQAAAAAgqjGxBAAAAACEhVthAQAAACAEAXFIIILfLRnJvE4WK5YAAAAAgLCwYgkAAAAAIfBbDvFH8OtGIpnXyTqtVix//etfi8PhkJ/85CcdXRQAAAAAwBGnzYrl8uXL5emnn5ZBgwZ1dFEAAAAAnMX4upG2or+EIlJXVyc33HCD/OlPf5JOnTp1dHEAAAAAADanxcRy+vTpMmXKFBk/fvzX7uv1eqWmpqbVCwAAAABw6kT9rbAvvviirFq1SpYvX35C+8+ZM0dmz57dZntimYjLLeLyWrrtyzgT75ms22Pq9H1Ob3DuXd/HZ7blv6fNtn9vuolzt2sapZ11zu4u0/1bujebuOwSja/ZeIOJu7zpMvG+8X4REWnM1m31nxXovqv8Jh7x0BoTr/9ZTxP/oWyKiQOdtIxdBhww8d5OmSaWxmBeyfsCZlNlfbyJE4cfMnHtSn1fYEuqiR/+7DoTp+7UMsrFGjo0eclc12Li4m8E968rcJtt2X0OmnhE9m4TL6jI0rJ0tyfo1XiXlv0PS8bKsWxcXmTiyy5eHXxbXYbZVufSerpcmo8rQY/h4NFarrULe5m4SZMRh1//8Lqhh75XGoJt3mfqdrNp9TI9hoEMbcN9+7XPefZ4TOzrrOWyKhNMnPm59r+GK/Q/WpKWJJu4dlxwu8dpa8OPNJ/6ztpv8r7QvuhN0X5eNkbrE5OoxzMzvsnE/iVpWpYCrVNMUzD9FLceN2deg4lj1yeauKm3nosDCvebeO/L3U2ce61u3+zvbOK4bdoXOq8IljH5nl1ah+e6ad2urDZx5SAta0qLtqe7yoRS16TbEzdr3/3/fvCeif/y5WQTx7ze6Ug+mohjl55Du2/XNvfXaXsO6lVs4hbbbTHblmjZ5bZSEzZtzTaxp0L3TygNpl/f3TY+afPIjP6fmPjRHVNN3L+LjhuH3tI8S6/QY+f36NiaMLDCxDW70kRE5AedFptt78aP1jw/+46JC97Qfua4RM+bqvM1n7g/61hYMUX36VGobbR9V66J93wQLG+LdidxtOj73NUaD8/ba+LVb+udMgcL9RhJH+0XH5X1MXHCXm3TR258xsT37rlJRETqq/T8dBY1mthXF6vlStBjfkOOttd/eXVsKexRbuK9+3WgSV2u40LewmD7b3NrHRLHVZp4X7luj+2v/eO5eTpYd+qm7XJ+0mET79nV1cQHHJqOR7OXQ2OC52vlZbZxc4/m49iYZOKrpi4z8Zuec038l70Xmthyalni9mp7dXtFr0uj/rHOxK/+eZyIiPx1lfaztHO0/pWlOg7KmCoTesu1XNVdtS+Kpeelu0bL4tmt+xzyBY/FX/eOMdtyvtA6b4/VPpl8QNNIGqh9e89EHX+dtkto4hYdW5JKtCzl52tbTLw+2I6f/d9ws+3wRTpuSq32z6lZX5p4VZYez/hyTS/xYr3+1izVa25srSbp/ECP/6Ejf7HkztQPU75S7fMNpdq2Pf+h5aroq+nlL9B2qf6utm1snW73Ftrq5Ay2RWaGFsqbquNQZrqWpbxa27BLLz2HypflmXji8NUmfi9OC5bg1vPSW65jQVFS8Bq6+70eZluyZiONw/R6Frda28J+Z2NLkh7Pg6M0n/hiPRZx2s2lan+KiZ0JR97boG3VYBvQB52jY2Llnbq9plHbyLtGj2HGAM3I57dd85dov0zdGTynb7txkdn2v1NslX5Pr721PbQTl3jSRETE36CfDU5XAXFIIIIP1OHrRsJUXFwsd911lzz//PMSFxf39W8QkZkzZ0p1dbV5FRcXf/2bAAAAAAAnLapXLFeuXCnl5eVy3nnnmW1+v18WLVokTzzxhHi9XnG5XK3e4/F4xGP/71IAAAAAaEeWOCK6imidBiuWUT2xvPTSS2XdunWttt10003Sp08fue+++9pMKgEAAAAAkRfVE8vk5GQZMGBAq22JiYmSkZHRZjsAAAAAoGNE9cQSAAAAAKJNwIrww3simNfJOu0mlgsWLOjoIgAAAAAAbE67iSUAAAAAdKSA5ZSAFbkv2IhkXicr+ksIAAAAAIhqrFgCAAAAQAj4G8u2WLEEAAAAAISFiSUAAAAAICzcCgsAAAAAIQiIQwISwVthI5jXyWLFEgAAAAAQFlYsAQAAACAEPLynLVYsAQAAAABhYWIJAAAAAAgLt8ICAAAAQAi4FbYtViwBAAAAAGFhxRIAAAAAQsCKZVusWAIAAAAAwsKKJQAAAACEgBXLtlixBAAAAIAzyJw5c+T888+X5ORkyc7Olquvvlq2bNlySvNkYgkAAAAAZ5CFCxfK9OnTZcmSJTJv3jxpbm6WCRMmSH19/SnLk1thAQAAACAElogEJHK3p1pH/q2pqWm13ePxiMfjabP/+++/3+rnuXPnSnZ2tqxcuVLGjBlzSsrIiiUAAAAAnAYKCgokNTXVvObMmXNC76uurhYRkfT09FNWNlYsAQAAACAEHfXwnuLiYklJSTHbj7Va2ea9gYD85Cc/kdGjR8uAAQNOWRmZWAIAAADAaSAlJaXVxPJETJ8+XdavXy+fffbZKSpVEBNLAAAAADgD3X777fLOO+/IokWLpEuXLqc0LyaWAAAAABCCaP8eS8uy5I477pDXX39dFixYIEVFRaeoZIqJJQAAAACcQaZPny4vvPCCvPnmm5KcnCylpaUiIpKamirx8fGnJE8mlgAAAAAQgmhfsXzqqadERGTs2LGttj/zzDNy4403tlOpWmNiCQAAAABnEMuyvn6ndsbEEgAAAABCEO0rlh3B2dEFAAAAAACc3phYAgAAAADCwq2wAAAAABACy3KIFcHbUyOZ18lixRIAAAAAEJazZsWyKV3E5RERS+fSvjT9fVy5/i+Ap1q31zmD2xN2uHXfQ14TZy3V7fU5tv9J8ARM6I/TpzLFbdDvjXG06O77K3NN3ClD00ndHPw3e1WD2bbjWk3Dl6z1eX3eCE17mqbRd+ROEx94Vr8c9XBZvonz9mh5fT+oEBGRQ4MydVtpooljtqdo3c5v1LJ+ouWq7qV1TjygZYzJ1XpkzveY+OAPNJ2EFckiIhJ32GyS8pgsEy9o1m7bYvsaHtuhlZx3Ne2sH2n91+3sYmLPHj12jgG1Jv7w83OD6aX7NO2uesy9u9M0I4fWc2+Kbnfp7uLUZMSK0ePit1wmjjsYLPyGeb3MtvS9mnZlf62c5dNyO5ttacfq/qP7bTPxytQCEzd7Y018eICm2dIQbK/AIW23rlNLNO13O5u4dLiW2+62CxaZ+I+LLzbxNwevNvHv8yYes7xNnYJprt5eaLa592k97cc2xu03cUFipYk3dtX03E7dJ6eL7nO4Wvv03gnBRNNf0HOiKVvz8a9JM3FyjW6vjknSH/rrAXC0aCHru2r+v1t+qYk9yfrWzIn7RUSk4WNt2+SRFSZuXpxu4kC21m3nu921vEP0fEou1rTLumlGqVts5dLuL4cvawqWu0KPeUJfbau//M+VJrYu0fPTF9Djf+Bi29gWr23RkK/H7sKsAyZe936wTlf+4z+1IHpqi2evvm/fJTomJXXVA1C/K9XEXadvNbG7Qeu8uzzDxLGHbZe584ODe9xCTSPmPG3zps/1fZ/s0HMx1Ta0uxP1hPYf1HHR7dJjbju15a8HLjKxNzNYp5gD2uYOraZMnbjMxO9+ONzEj+0eb+IRV6/VMq7ob+K4Ms100A0bTLz4wm7Bsh7WjLyrO+n77GOVbTzpctE+E+/w6LUiYDsZU3fp8b/kqnVadv8gTScv2KdqPtBrXOblmvbujZr2F6V6LuZ9oMftzl/ON/HPi35wzPJu+aGeL3teGmdiX0GwjJ3z9DgfWqJlSRigfSvhFe0X9cO0bo05mk9yLz1H6rZqOw6eoH1x+zO9RUQk9tpys63Mp2NPbLL2oZgGHZP37dABKFGLKymXlmmeTdp3DjfpexOXa1+ctyeYf8NozScjy3YO7dCy/H6btlXCbk2vcWS95rlVzwuPdnNp0s1y2cSVJv747aHBwP5AyhQ9WAnJTSbeebV+nrAfz9h1etI5bddZX3d9r22zeBKCb278RAcUx2VVJq5piLPlY/u859IPYldP+cLEyw511X1Wa9ued7WeW9tf0jFn6DV7RURkXZGOz448HTdzX9bj1qRdVZIOaP79Z39p4n9tGGDiwMA6rUexlqWwh/aviveD55EvVceB3OXaQDE/1fO/eI8ef1eC5t95pcb7umvdAo16LsbbrsWlE4NtfufHN2h9tuu+jUO1/inL9cOac0Mwbb9P+9vpKiAOCUgEH94TwbxOFiuWAAAAAICwMLEEAAAAAITlrLkVFgAAAADaA99j2RYrlgAAAACAsLBiCQAAAAAh4OtG2mLFEgAAAAAQFlYsAQAAACAE/I1lW6xYAgAAAADCwsQSAAAAABAWboUFAAAAgBDw8J62WLEEAAAAAISFFUsAAAAACIEV4Yf3sGIJAAAAADjjMbEEAAAAAISFW2EBAAAAIASWiFhWZPOLdqxYAgAAAADCwoolAAAAAIQgIA5xSOQeqBOIYF4nixVLAAAAAEBYWLEEAAAAgBBYliOiXwHC140AAAAAAM54TCwBAAAAAGHhVlgAAAAACEHAcogjgrenBrgVFgAAAABwpmPFEgAAAABCYFnBVyTzi3asWAIAAAAAwsLEEgAAAAAQFm6FBQAAAIAQ8D2WbbFiCQAAAAAICyuWAAAAABACVizbYsUSAAAAABAWJpYAAAAAgLBwKywAAAAAhCBgOcQRwdtTA9wKCwAAAAA407FiCQAAAAAhsKzgK5L5RbuoX7EsKSmR733ve5KRkSHx8fEycOBAWbFiRUcXCwAAAABwRFSvWFZWVsro0aNl3Lhx8t5770lWVpZs27ZNOnXq1NFFAwAAAHCWCq5YRvLrRiKW1UmL6onlww8/LAUFBfLMM8+YbUVFRR1YIgAAAADAv4vqW2HfeustGTZsmHzrW9+S7OxsGTJkiPzpT3/6yvd4vV6pqalp9QIAAAAAnDpRvWK5c+dOeeqpp2TGjBnys5/9TJYvXy533nmnuN1umTZt2jHfM2fOHJk9e3ab7c1JIv44kcu/tcRse/utC0zsH15r4sDHySZ2eYP/JpYGtFzXuUzc94FtJq4Z09PE9V1iTZy7VNeuy4fqknnhh00m3n25x8Q+zV6aso6Uz6N5WlleW/ncJo6t1/8niNXqSIxTy5750joTb/5tP80nU9N3L84MliPPb7ald63S/NdlmLilXrtQznt7TFx5UY6JyzK1XFlJDSZOWl9t4v0+vb3Z0SnYXl7NRvoP3WXiHR90N3FDX5+JnTFa3tLLtD4Hl+oqd0KVtn9DF91fW1/E0RLcJxDQfV1ubcPkTVqfnG9pnZNitSxr+iTp/smNJm7arvXMXqbpHxocrHNM9zqzLWNshZa7RftT2Rf5Jvb20bTjN8Wb+HN/bxPH2PpFQm9t84ZE3f8PI/4mIiLTV33XbCterfn4BzabuG+PEhPvrdT6PPPupSZ2dGox8Q9SN5r48ZZJJp4+6mMTv7hygoiIJKZpfRIWap0Tb9hv4t2b80z8QaCviWNrtT23HcwycVN1nImTS3Sf3GXBvEp/qsct/Vk9+fZdYru9xaFtGN9Jz1tZq/t/69pFJn71xTGaf5a+t98l202c5Qkea89j5WbbloJBJnal67jxzjf+x8RXvHKPiaf00rb9yH2OiQO7tVw152jffezyv5n4Z38MjqH1/bT+NXtTTeyeoH0x+7UEE2+7oMDEsXl6vP5zwDwT//6zb5j405g+JpZ+wXMuLlfHAWu9bbwdpP0z1q/n8I97a9s+Una5ifc92svEhwZqO4+auMHEi/f0N3FeavA/GsudWs/OyZrnplTb2Fan/a85UavQUqw/uHzaR3YfTjdxxnpt8zUZOl7FVgXLGH+unts1u9JM/OaSoSZ26/Akzba26JtYauK0kdr+G36k4/lnGXpeHBVfbhsHNAlpytQ4RpOTXQdsv7CdChurdGw/PEB/seqg9ou4Em27En8wnThbG8qvszWeqqHvfT1vK8/V7Xd/ouOSq58WMsbWSL3/W8eozbfq8U3aE6y3vQ3TN+rxOdhbtzel2cb8PO2j7pVa+Koy7a8x+ToWLF2j1/+4I0NnXIteHwOJWtasFE37cJGeW7GVWpaWEXoRr6rXsdq/KcXECQMrtSy1WsbGVcH6J9mGqtg8rXOsntrSq9MhE29s1j58Q9/lJn5h21gTe/tq++dl6rnz4fzzTOweHNyeEqdjS8a9WtZtD2s+sXXa5s4BuhBQ2az1TI7V64njoF6tiwbvM/GBj4L974rvfW62LXh4pIktl+ZT1VPj/ATN89X5un8gVsdftx4i+fRLvbYmddFz6uWdQ0REJG2Lpl0Rr2UtHaX7pvc9aOLqgB7zD7frWBm3Q98biLXVeVSxiXds7KxpHjmmdf21zffka1n2bOpm4ozl2i+bp9RrnKTXSs922z5J2hZNRZq+1AbP89gs7RP1OtyJy6nvy/xSP7ee80hwfPbV+WT9V68VRT3LckT4Vli+biQsgUBAzjvvPPl//+//yZAhQ+S2226TW2+9Vf7whz8c9z0zZ86U6upq8youLj7uvgAAAACA8EX1imVeXp7069ev1ba+ffvKq6++etz3eDwe8Xg8x/09AAAAAITDOvKKZH7RLqpXLEePHi1btmxptW3r1q3StWvXDioRAAAAAODfRfXE8u6775YlS5bI//t//0+2b98uL7zwgvzxj3+U6dOnd3TRAAAAAABHRPWtsOeff768/vrrMnPmTPnFL34hRUVF8thjj8kNN9zQ0UUDAAAAcJbi4T1tRfXEUkTkiiuukCuuuKKjiwEAAAAAOI6on1gCAAAAQFTh6T1tRPXfWAIAAAAAoh8rlgAAAAAQigj/jaWcBn9jyYolAAAAACAsTCwBAAAAAGHhVlgAAAAACIFlBV+RzC/asWIJAAAAAAgLK5YAAAAAEAIrwg/vieiDgk4SK5YAAAAAgLAwsQQAAAAAhIVbYQEAAAAgFJYjst8tya2wAAAAAIAzHSuWAAAAABACvm6kLVYsAQAAAABhYcUSAAAAAEJhHXlFMr8ox4olAAAAACAsTCwBAAAA4AyzaNEimTp1quTn54vD4ZA33njjlObHxBIAAAAAQmBZjoi/QlVfXy+DBw+WJ5988hS0QFv8jSUAAAAAnGEmT54skydPjlh+TCwBAAAAIFQd8ECdmpqaVj97PB7xeDyRL8gxcCssAAAAAJwGCgoKJDU11bzmzJnT0UUyWLEEAAAAgNNAcXGxpKSkmJ+jZbVShIklAAAAAITkZB+oE05+IiIpKSmtJpbRJOSJpd/vl7lz58r8+fOlvLxcAoFAq99//PHH7VY4AAAAAED0C3liedddd8ncuXNlypQpMmDAAHE4IjdTBwAAAIAOZ0lkH95zEnnV1dXJ9u3bzc+7du2SNWvWSHp6uhQWFrZj4YJCnli++OKL8tJLL8nll1/e7oUBAAAAAIRvxYoVMm7cOPPzjBkzRERk2rRpMnfu3HbPL+SJpdvtlp49e7Z7QQAAAADg9OA48opkfqEZO3asWFbkllVD/rqRe+65R373u99FtJAAAAAAgOgV8orlZ599Jp988om899570r9/f4mNjW31+9dee63dCgcAAAAAiH4hTyzT0tLkmmuuORVlAQAAAIDodxo8vCfSQp5YPvPMM6eiHAAAAACA05TDOsk/ljx48KBs2bJFRER69+4tWVlZ7Vqw9lJTUyOpqaky8s07JCbRI3tLMs3v4na6TdyU32LixB063w5cUCMiIp6P9YtIm9I1/eYUbb7kPpUmdr/UycR1BfrHtjnLfCau6Kf51+dpmp22aJqHhgTjru9q+WIaNK7on2Diqt76voBbv1/U2ax/SpuzVPepLtLtWWuaTVzZO3h7c8oev9lWPEXTc9W5NO0mTaPLJ5pGyc1az/S3tIwVVzaYOHl+oonddfZyBdureWC92Zbyse7rv6JCt/8lVdO4c7+Jd2zNN7HEaz0cNXpszztvh4lXbO5m4qfGPSciIre/fZPZNmSY7ru+NNfEzV5NL21RvImrztH6uKv1+FvadHLNVZ+b+LVtg0VEJCnea7YNz9lj4nnb++j2rrp96RLd3qn3YRMnurX99+7Vc7NbYbmJ963sbOKWrOCxi9utt7b3vkzrvK5Y2zPrvTgT1+Vr3er7aZ7OGG1zKdP9Yxp0f1+h1tXlDu7vb9D8z++9y8Sr9haY2G/rz1cN+NLEH+7Wtmg8pH0uYY8eo/jRh0xcWRXsUzFuLau9/Q8f0HPeVW/r842avz9BzwuHbSQNdNJzITe72sQ1jR4TpycFz4WSzTn6vgQtS1xak4mHd95r4k/X9ta67da6Za7XcWHfOC2vw/ZVw4FYLWTu4uC/ld/U86y5Wd8XsLVz7F49ht5crVv8Hj1eY6auMfHSv51r4uxrtOyOmcHBs2pWo9l2bmaJiT/e2cvE7i/1nG8ZUmdi32E9zyRO2yumTMfTpP46Rnyv+zITP7HsEhERSV6r+9rbp76zto8/VdPutEbbeeQtK0382d+Gmrh2qB6vpNXaXg15mqazOdj/4wfotcL6RK8VtYP0HBL7l2779Fgk7tJjdPfN+qcnf559tYnH/HSJiec9PUpERDxX6blftThbk07T8sWX2s7nQts5bOPK0HMkdYFtbB+u/SL/fS3jzf/9hoiIPPnYNzTPiXpOxLg0n36ZZSbe9mc9n0dPX27iJY+eb+KykXrw+jypbbplZpKJrdpgH3Vna5+LXa6/j71I+0r1zjQT28/ngefpWLRuRXcTBxJtbeTXtjt6jOr7a1ulZeh51jlZ679lcZGJZ33jnyZ++I/Xmbium9bTsl3PcvKrTHxwW0abshe9rv1p5ze0z8cX1Jp4bKF+DcGnf9f+POz6tSb+ZE0/EzuT9DgHKnQ8iztk66PDg+Ps4X1p+r4G7ROWUxvX3s72NkzerfE512018cplveRYslYF/60t1Pc5badT0zBt//ilOrb4tIiSpEOVHB5qG4tLtexDJ2808ZLP+5rYygue/649Oj4lD9JrctUW/eB4ywT9vve/vn+JidP66f5pv9E+Kg8cNGHlP23XQttnocCCYPp9vmFrqxW2B23axhP7dSZ/nh63gFv3abpez6eE59JMvP8KPf6ug8E+FVeu74vVoVos21NcArZlrMCRy4bf2yRbfvczqa6ulpQUvd6eDo7OLQr+7yFxxsd9/RvaSaCxSYr/46GobrOQH95TX18vN998s+Tl5cmYMWNkzJgxkp+fL7fccos0NDR8fQIAAAAAgDNKyBPLGTNmyMKFC+Xtt9+WqqoqqaqqkjfffFMWLlwo99xzz6koIwAAAAAgioX8N5avvvqqvPLKKzJ27Fiz7fLLL5f4+Hj59re/LU899VR7lg8AAAAAoovlaP1nC5HIL8qFvGLZ0NAgOTk5bbZnZ2dzKywAAAAAnIVCnliOHDlSZs2aJU1N+qCCxsZGmT17towcObJdCwcAAAAA0cayIv+KdiHfCvu73/1OJk6cKF26dJHBg4NPsvzyyy8lLi5OPvjgg3YvIAAAAAAguoU8sRwwYIBs27ZNnn/+edm8ebOIiFx//fVyww03SHx8/Ne8GwAAAABOc9aRVyTzi3IhTyxFRBISEuTWW29t77IAAAAAAE5DJzSxfOutt2Ty5MkSGxsrb7311lfue+WVV7ZLwQAAAAAAp4cTmlheffXVUlpaKtnZ2XL11Vcfdz+HwyF+v7+9ygYAAAAA0YevG2njhCaWgUDgmDEAAAAAACF/3chzzz0nXq+3zXafzyfPPfdcuxQKAAAAAKKVw4r8K9qFPLG86aabpLq6us322tpauemmm9qlUAAAAACA00fIE0vLssThaHuP7759+yQ1NbVdCgUAAAAAOH2c8NeNDBkyRBwOhzgcDrn00kslJkbf6vf7ZdeuXTJp0qRTUkgAAAAAiBp8j2UbJzyxPPo02DVr1sjEiRMlKSnJ/M7tdku3bt3k2muvbfcCAgAAAACi2wlPLGfNmiUiIt26dZPrrrtO4uLiTlmhAAAAACBq8XUjbZzwxPKoadOmnYpyAAAAAABOUyc0sUxPT5etW7dKZmamdOrU6ZgP7zmqoqKi3QoHAAAAAFGHv7Fs44Qmlv/7v/8rycnJJv6qiSUAAAAA4OxyQhNL++2vN95446kqCwAAAADgNBTy91iuWrVK1q1bZ35+88035eqrr5af/exn4vP52rVwAAAAABB1rA54RbmQJ5Y//OEPZevWrSIisnPnTrnuuuskISFBXn75ZfnpT3/a7gUEAAAAAES3kCeWW7dulXPPPVdERF5++WW5+OKL5YUXXpC5c+fKq6++2t7lAwAAAIDowoplGyFPLC3LkkAgICIiH330kVx++eUiIlJQUCCHDh1q39IBAAAAAKJeyBPLYcOGyS9/+Uv529/+JgsXLpQpU6aIiMiuXbskJyen3QsIAAAAAIhuJ/RUWLvHHntMbrjhBnnjjTfk5z//ufTs2VNERF555RUZNWpUuxcQAAAAAKKK5Qi+IplflAt5Yjlo0KBWT4U96je/+Y24XK52KRQAAAAA4PQR8sTyqJUrV8qmTZtERKRfv35y3nnntVuhAAAAACBaOazgK5L5RbuQJ5bl5eVy3XXXycKFCyUtLU1ERKqqqmTcuHHy4osvSlZWVnuXEQAAAAAQxUJ+eM8dd9whdXV1smHDBqmoqJCKigpZv3691NTUyJ133nkqyggAAAAAiGIhr1i+//778tFHH0nfvn3Ntn79+smTTz4pEyZMaNfCAQAAAEDUifR3S54Gt8KGvGIZCAQkNja2zfbY2Fjz/ZYAAAAAgLNHyBPLSy65RO666y7Zv3+/2VZSUiJ33323XHrppe1aOAAAAABA9At5YvnEE09ITU2NdOvWTXr06CE9evSQoqIiqampkccff7xdC+f3++WBBx6QoqIiiY+Plx49esh///d/i2WdBmvBAAAAAHCWCPlvLAsKCmTVqlUyf/5883Ujffv2lfHjx7d74R5++GF56qmn5Nlnn5X+/fvLihUr5KabbpLU1FQeFAQAAACgQzgkwl83ErmsTlpIE8t//vOf8tZbb4nP55NLL71U7rjjjlNVLhER+eKLL+Sqq66SKVOmiIhIt27d5B//+IcsW7bslOYLAAAAADhxJ3wr7FNPPSXXX3+9rFixQrZt2ybTp0+Xe++991SWTUaNGiXz58+XrVu3iojIl19+KZ999plMnjz5uO/xer1SU1PT6gUAAAAAOHUc1gn+wWL//v3l29/+tsyaNUtERP7+97/LD3/4Q6mvrz9lhQsEAvKzn/1MHnnkEXG5XOL3++VXv/qVzJw587jveeihh2T27Nlttk9+/1aJTXTL7pd7mG21PfQptvH7dY7dPKxOt3+aJCIijVmalq/AZ+K+v64y8cb/7KTbH9c0dvzcbeLUDxJMfHBki4mTtuqTdp2jNc3sx+JERKSus8dsa4nXxXDLti5e1U8PZUwXPS6+Bk07brumE9BQ4g5q7LuoVkREXEuT5VgK3jts4ubfNZi48anOJi7/ZqOJO72nda4r0ALHHdI0mzI0tlxHytFb0+j+B/39zh9qnP2vOBNX9dK0m5O1LfIGlZp4X3GmiZ21LhPnfqZppmytFhGRXdfq8WxJ0PSsWNspk+XV7Ye0Qa0Y3eeqC1aauLQp1cRL12tfdDYEyxKwva9L7zITl2zK0bRt/x0Ul6fH2bNIj5cvRfdpKNR+5ozXOHa3tp3DH/w3RptcPBfpcU74c5r+wtbnbv31ayaetfgqE/ftpg/32rakm63sWr+EUk0ocOTeiUd/+Cez7d7HbzVx729uNfHyL7XdxGU7LrY4vlOT7rNW26Vg7F4t19Z8ERGJSdNj2CNHO+XmbdqfU7L1fA7YTrq6Q9q3n7n0Lyb+0d9/ZGJPhRalId92jnYPphnYquW78NK1Jt76yAATH77eNs6u0/17X7rDxIce62bikiv1OLvKdfzxJ+iY5zkc7HPNqbrNytCxbUyv7Sb+dHF/E08ds9zEb20cZOJAk55PjhbtpDG2Y9FSfeQcsZ1CyVv1xhlns273pmtsDaw1cfO+RBPHlWs+3oE6FgXKtW/HH9B96nsGM3DWa1kTCm1pb9Dz87qpi0z8/PyLNO1OWsjYBI0LM/VA79ieZ+KYSq2f60hTeDO0zVO2a/ns53btYO2X/3fR3038n3++xcQNXfU4u9O1nf1+TSgxIZhO3c40LVO99mGX7Zx3aZZSN0B/cB3UPnThRRtM/PlC7Re5Q3Sc9f0t18Qt1wXbpeKQ9tvkND1Wzau0XL5U2/lhK+PQ8ZtM/OVb+lVng6/U7Wtf1+0NA7Ut4jcG+0KLnqqt+lljV/3BEavHJXm1juf1XW1jywHbuDVC/+N6UO4BLeOHvYN1s12H8hf5TVxTqH2iSS9JrW6pi9EhR6wLq02c9KoO7mUjtbz9++vYlhkXHC9arGOvHex8rI+mMVzr467SOHuMjuH7V+RrWbrpsUtcqo0a0FPK1KO2v61t63SH5F1aruTJ2m9KdugHrZha3Sdts6ZdOUE7bHKSHufEuWkiItL3vnVm28dfDNR9u1dpHWxjeE2ljiepK7SfN15sG/N3JJm4x4g9Jt7zSVcTe3sFy9L7N1q+zTO0fZLWaX9qHqljTsY/Nf+DQ7TOLUl6bJ1eLW9Mg8beDO1TDn9wuxWn78tdoOmVTtCxwrNX63neZXoOfbGhp+5juy7GrtD6OzRLacwOHuikPpVmmzVfB26vfoQSb4HtpDtyrQ40Nknxjx6S6upqSUmxfWg5DdTU1Ehqaqp0/fWvxBkX9/VvaCeBpibZc//Po7rNTnjFcufOnTJt2jTz83e/+11paWmRAwcOfMW7wvPSSy/J888/Ly+88IKsWrVKnn32Wfntb38rzz777HHfM3PmTKmurjav4uLiU1Y+AAAAAEAIf2Pp9XolMVH/Z8XpdIrb7ZbGxsaveFd47r33Xrn//vvlO9/5joiIDBw4UPbs2SNz5sxpNcm183g84vF4jvk7AAAAAAibJa3uwIlIflEupIf3PPDAA5KQoEv7Pp9PfvWrX0lqqt4+9Oijj7Zb4RoaGsTpbL2o6nK5JBAIHOcdAAAAAIBIO+GJ5ZgxY2TLli2tto0aNUp27txpfnY42vdBuFOnTpVf/epXUlhYKP3795fVq1fLo48+KjfffHO75gMAAAAAOHknPLFcsGDBKSzGsT3++OPywAMPyH/8x39IeXm55Ofnyw9/+EN58MEHI14WAAAAABARboU9hpBuhY205ORkeeyxx+Sxxx7r6KIAAAAAAI4jqieWAAAAABBtHFbrrwmKRH7R7oS/bgQAAAAAgGNhxRIAAAAAQsHfWLbBiiUAAAAAICwntWJZVVUly5Ytk/Ly8jbfKfmDH/ygXQoGAAAAADg9hDyxfPvtt+WGG26Quro6SUlJafXdlQ6Hg4klAAAAgDMbt8K2EfKtsPfcc4/cfPPNUldXJ1VVVVJZWWleFRUVp6KMAAAAAIAoFvKKZUlJidx5552SkJBwKsoDAAAAAFGNrxtpK+QVy4kTJ8qKFStORVkAAAAAAKehkFcsp0yZIvfee69s3LhRBg4cKLGxsa1+f+WVV7Zb4QAAAAAA0S/kieWtt94qIiK/+MUv2vzO4XCI3+8Pv1QAAAAAEK0sR/AVyfyiXMgTy3//ehEAAAAAwNntpL7H8qimpiaJi4trr7IAAAAAQPTj60baCPnhPX6/X/77v/9bOnfuLElJSbJz504REXnggQfkL3/5S7sXEAAAAAAQ3UKeWP7qV7+SuXPnyiOPPCJut9tsHzBggPz5z39u18IBAAAAQLQ5+nUjkXxFu5Anls8995z88Y9/lBtuuEFcLpfZPnjwYNm8eXO7Fg4AAAAAEP1CnliWlJRIz54922wPBALS3NzcLoUCAAAAAJw+Qp5Y9uvXTz799NM221955RUZMmRIuxQKAAAAAKKW1QGvKBfyU2EffPBBmTZtmpSUlEggEJDXXntNtmzZIs8995y88847p6KMAAAAAIAQPfnkk/Kb3/xGSktLZfDgwfL444/L8OHDT0leIa9YXnXVVfL222/LRx99JImJifLggw/Kpk2b5O2335bLLrvsVJQRAAAAAKJHpB/ccxIrlv/85z9lxowZMmvWLFm1apUMHjxYJk6cKOXl5e3eHCInMbHct2+fXHTRRTJv3jwpLy+XhoYG+eyzz2TChAmyZMmSU1FGAAAAAEAIHn30Ubn11lvlpptukn79+skf/vAHSUhIkL/+9a+nJL+QJ5YTJkyQioqKNts///xzmTRpUrsUCgAAAADQWk1NTauX1+s95n4+n09Wrlwp48ePN9ucTqeMHz9eFi9efErKFvLE8oILLpAJEyZIbW2t2bZo0SK5/PLLZdasWe1aOAAAAACIOh308J6CggJJTU01rzlz5hyzeIcOHRK/3y85OTmttufk5EhpaWl7tEAbIT+8589//rN885vflKlTp8oHH3wgX3zxhVx55ZXyy1/+Uu66665TUUYAAAAAOOsVFxdLSkqK+dnj8XRgaVoLeWLpdDrlxRdflClTpsgll1wia9eulTlz5sjtt99+KsoHAAAAANEl0l8BciSvlJSUVhPL48nMzBSXyyVlZWWttpeVlUlubu6pKOGJ3Qq7du3aVq/NmzfLQw89JMXFxfK9731PxowZY34HAAAAAOg4brdbhg4dKvPnzzfbAoGAzJ8/X0aOHHlK8jyhFctzzz1XHA6HWJZOy4/+/PTTT8sf//hHsSxLHA6H+P3+U1JQAAAAAIgG5mtAIphfqGbMmCHTpk2TYcOGyfDhw+Wxxx6T+vp6uemmm9q/gHKCE8tdu3adkswBAAAAAO3vuuuuk4MHD8qDDz4opaWlcu6558r777/f5oE+7eWEJpZdu3Y9JZkDAAAAAE6N22+/PWLPwgn54T0iIjt27JDHHntMNm3aJCIi/fr1k7vuukt69OjRroUDAAAAAES/kL/H8oMPPpB+/frJsmXLZNCgQTJo0CBZunSp9O/fX+bNm3cqyggAAAAAiGIhr1jef//9cvfdd8uvf/3rNtvvu+8+ueyyy9qtcO1pY3GuOBPipGhtk9lW09NtYu959Sb2xOoDiJoygv/6snRbwhZ9394rs02c/Zn+Va03O9HE3bL0S0jLE3S7q06bP//zBhPvSU0zcdnQI+U4X8tnFSeYOLbOYeJ0+0N512o+sY1aroNDNO71+F4T756mtzv7ipNERCTJp8nVFer79l+aYeLklmYTN2bq/1MM6VJi4uUjdCV76vDVJv74pWEmbsoOmPicv9aIiMjWm/VRyvtHa9oxO7VcvmSNW+I1zvhS4/KuulP8zlgTN9vem1ii7bv15lQREXH4tM79huvfGXt/qse855NbTPxlZmcTVy7Qxzh//LfhJq4ZoO3V5QM9diUTgv0rJs1rth1Yq2lcMXalid+bP9TEgY1aifpRWoeWg9oYsSmaZsuhOBM7tSim7ezbqjenm7jiStsvbP8d9dIBPYbuRO0wOxZ1M/H3rl5g4sWHi0y8ZX2BiRM614qIyI/eucVs66TVkRUre5o4uWuNiWurtZ6dlun3OFUN1LZ19m7Uch3I0nRy60REpKY8SX8vmVqmPXp+tuxNM7GnQsvl6K/jwo+f+5Huo0WUhhF6brfUaf9L/jh47Jy25519+edBJq4Yp79w7Nfz2T2w1sRbD2p9ElOdtljHueQPdbw6NNClmfUPpuPwaT0Tl9n6TW/NP22jtmfFBVqW/Owq3V6n41LS29ovD47T9F3VwfxzB+ujz8srtJ+nbrM9IG5CpYmrDuoxclpalh4TdTAoq9c8q2J0PIlfp+9t6BvcHojXNGJcWk+/rZs//9FFJvZU6P6Ocm3Phq7ansWOTiZOydVjNH3MQhPPmT9VREQSSvR91f1bTJy5TNvKnaiF2dKUb+K40YdN3LxWx+K0L/S4VE7RPuf8MFiu2HFaJsdabauEUYc0vXna/384bJGJn3ldr+uf7dTxPKF3tYmLd2tfdA7T4xjYHxxPUzdo3SyntmFCnQklcb+28+EhelxW7+9iYl/OsZ9e0eXyPSZO92j9127oKyIi2RccMNsOLs4zcXyanitNdbbPBKO0YAHb9nq3Hjv3Rr1GLT2g7S/5R46pragJd+s1cf/yQhOnbdU61060NcYS7beBgO5Tfr4m2rnnQRPve03H1m0XBtPp9KaWqeW72m8ciZqeP1nbuWjoPs3Tdp45e2i5umbqALgzX8dwf5b21x6FwfN7cnqx2fbWjoG6b4n2v8Nf2L7yIFPP24BH61kzWY9npq1OpWN1PPWdExz/VpRpmVz1OibWb9DrWfomTbv5Ktt5YelxHtFF+9PiHf1NnBKr19OkYk2nxyXB/lU+R49bglf7ljj0+tQ9U4/FllG245yuabvjtT3j4/Ta2ujVMvZI1zGy7F/Betf2sX1+/W6VifNiNb2yWFu/3dnNxBl5euHKStRjvsetZfSeY7u2rAh+nqjO0OPZeZ8eQ+9FehF3lNg+k9YGj4u/Sfc9bXXQ141Es5BXLDdt2iS33HJLm+0333yzbNy4sV0KBQAAAAA4fYQ8sczKypI1a9a02b5mzRrJzs5u+wYAAAAAwBnthG+F/cUvfiH/+Z//KbfeeqvcdtttsnPnThk1apSIiHz++efy8MMPy4wZM05ZQQEAAAAgGpwO32MZaSc8sZw9e7b86Ec/kgceeECSk5Plf/7nf2TmzJkiIpKfny8PPfSQ3HnnnaesoAAAAACA6HTCE0vLCk6THQ6H3H333XL33XdLbW3wj56Tk5O/6q0AAAAAcGY5DVYRIymkp8I6HI5WPzOhBAAAAACENLE855xz2kwu/11FRcVX/h4AAAAATmt83UgbIU0sZ8+eLampqaeqLAAAAACA01BIE8vvfOc7fKUIAAAAAKCVE55Yft0tsAAAAABwNuDrRtpynuiOR58KCwAAAACA3QmvWAYCgVNZDgAAAAA4PfDwnjZOeMUSAAAAAIBjYWIJAAAAAAhLSE+FBQAAAICzHQ/vaYsVSwAAAABAWFixBAAAAIBQ8PCeNlixBAAAAACEhRVLAAAAAAgFK5ZtsGIJAAAAAAgLE0sAAAAAQFi4FRYAAAAAQsDXjbTFiiUAAAAAICysWAIAAABAKHh4TxusWAIAAAAAwsLEEgAAAAAQFm6FBQAAAIBQcCtsG6xYAgAAAADCwoolAAAAAISArxtpixVLAAAAAEBYmFgCAAAAAMLCrbAAAAAAEAoe3tMGK5YAAAAAgLCwYgkAAAAAIeDhPW116IrlokWLZOrUqZKfny8Oh0PeeOONVr+3LEsefPBBycvLk/j4eBk/frxs27atYwoLAAAAADimDp1Y1tfXy+DBg+XJJ5885u8feeQR+f3vfy9/+MMfZOnSpZKYmCgTJ06UpqamCJcUAAAAAI6wOuAV5Tr0VtjJkyfL5MmTj/k7y7Lksccek//6r/+Sq666SkREnnvuOcnJyZE33nhDvvOd70SyqAAAAACA44jah/fs2rVLSktLZfz48WZbamqqjBgxQhYvXnzc93m9XqmpqWn1AgAAAACcOlH78J7S0lIREcnJyWm1PScnx/zuWObMmSOzZ89us915IE6ccXGy7xKHbkzXW2rjlyWaOGl/wMSBmOC6c3n3ZrMtsVTn47VX1Jn4UEOsiRuSvZr23wp0/0G6jh1XrmXZPzrBxEWj95h4y8YuIiKSndJgtvl2aVmre2tZXQ1arqYs23q5Q/OJadB4zw+6alkqdHdvZvDflL1+sy13SaOJ6wq0rHFz0vR93TXP1Z+dY+JEW9rzSoeZ2O3T7Zk9D5u4cnCwAFas1i1rXYuJq3pot60p0jT88bq/06/1bNmn7ZVjS6eit6bT/IsqEwe2x4mISEyu1nlnRYbW5xxNb+PPB2meHs2z64zd+t6F3UzsaNZjdPBclxZeguVKf1fb9vBA/e3HL2u7ZZRoO9dq15IWl71vaT6NcW4TJ+/WPC3bqZA3Zp+IiOwp1XrGePT4S7O+z1+h6a3f3sXEw/vsMnFukf6HzgtvjjVx0YXat9252qf9gWB5Y6u13Jlf1pq403eqTLxjX7aJHx75qol/Vna9ibMKKk1c/2mWiZsG6DGtPRw8jq46rZuzTI9tU2/b+JCk53N1vcfEXV7Vc95320ETJ/5vqon3jdDjkr5K968cHjwBLFufmHLelyb+14rBJk7YpWX0bEg2scN2iCou1bp1fkbrsW+8bSxI03pYu5OOBPrr2oE6zpU0aB3s1v6jv4mdtnPYN0bzPzhW04kp1f7izw/mf7hWyxdXrmk0X6PHrXqf5t+3b7GJN+3obOLthzJN3LQvycSW7Vy4dPoXJn77lVEiItLQVceBtKdTTHyon5al19i9Jt66Tk+04UP17/yXru9h4qQEbdumL/Q8mlOld+WkbQoex7qL6s22bs9q+xwYrfnnp1Wb+ItKzceeduGl2i47E7VdYrdo+1pHuk5TZZz+Pl7zSYvT47ZXTy3504f6n7q2oVhcsdrpMv5Px6va63Wn3EIdzw+tCl7Dvemaxrnjt5h4w2u9TdyYp8et7+81jeIrtGCNfbRvLd3ZzcR+2/XXU6pje+aOYLn29dF2c/bQOgcOaWPEdrJdtxdpf3KN0/Gs5YD2F7GNoYMH7Tbxnn8Gj1e9HhLZ9qX2oW9P0D75sozSOtTo2NLSWdsiJqBjhCOgmWbGaz+qGqf9JeAN1r/sMj1Bkz7Rc6Xz93UcznHocdu8opuJk3vruZj6rvanHefa+lautleCbYys+2vwuvDKeXp9kBwdT3MuKTNx6RYdn/sP1HJt+1Qv7gkL9Fg02D4SpuXoNaI2IXgcB2do2quatdP1HKvXp41d8kwcs0WPZ2axjguL1mm/TLStT3x5IN/EsVl6LOqbg+dxVZ2eEz1z9JqwuUDH7U0btC84bU9jcdji3Of0fPVN12tlbrLWeXuptl3uruB5WVekfcW3WOvv1y4vF1233sRL3h9g4pidmuelP11p4qcytbxX99dr1ILPR4iISF5n/ZCXcodmdMj22cfqpv3DFxcclAKN2t6nLb5upI2oXbE8WTNnzpTq6mrzKi4u/vo3AQAAAABOWtSuWObm5oqISFlZmeTl6f8ulZWVybnnnnvc93k8HvF4PMf9PQAAAACEwyGtblyISH7RLmpXLIuKiiQ3N1fmz59vttXU1MjSpUtl5MiRHVgyAAAAAIBdh65Y1tXVyfbt283Pu3btkjVr1kh6eroUFhbKT37yE/nlL38pvXr1kqKiInnggQckPz9frr766o4rNAAAAACglQ6dWK5YsULGjRtnfp4xY4aIiEybNk3mzp0rP/3pT6W+vl5uu+02qaqqkgsvvFDef/99iYuLO16SAAAAAHBq8fCeNjp0Yjl27FixrOO3ksPhkF/84hfyi1/8IoKlAgAAAACEImof3gMAAAAA0chhBV+RzC/aRe3DewAAAAAApwdWLAEAAAAgFPyNZRusWAIAAAAAwsLEEgAAAAAQFm6FBQAAAIBQnQa3p0YSK5YAAAAAgLCwYgkAAAAAIeDrRtpixRIAAAAAEBYmlgAAAACAsHArLAAAAACEgu+xbIMVSwAAAABAWFixBAAAAIAQ8PCetlixBAAAAACEhRVLAAAAAAgFf2PZBiuWAAAAAICwMLEEAAAAAISFW2EBAAAAIAQ8vKctViwBAAAAAGFhYgkAAAAAobA64HUK/epXv5JRo0ZJQkKCpKWlnVQaTCwBAAAA4Czm8/nkW9/6lvz4xz8+6TT4G0sAAAAAOIvNnj1bRETmzp170mkwsQQAAACAUHTQ91jW1NS02uzxeMTj8USwIMfHrbAAAAAAcBooKCiQ1NRU85ozZ05HF8lgxRIAAAAAQtBRXzdSXFwsKSkpZvtXrVbef//98vDDD39lups2bZI+ffq0SxmZWAIAAADAaSAlJaXVxPKr3HPPPXLjjTd+5T7du3dvh1IFMbEEAAAAgFB00N9YhiIrK0uysrLavyzHwcQSAAAAAM5ie/fulYqKCtm7d6/4/X5Zs2aNiIj07NlTkpKSTigNJpYAAAAAcBZ78MEH5dlnnzU/DxkyREREPvnkExk7duwJpcFTYQEAAAAgBA7LivjrVJo7d65YltXmdaKTShEmlgAAAACAMJ01t8LmLA1ITGxAkjYfNtuqB2WaeP/FfhO3JLhM3O3lchERufie7Wbbh51sj+T1xmoe7+vjfiuuaTGxf0qdiR3NmnZjhs7rHS79X4gt6wtMnLXSISIi5ZJutqXa/jsge7nDxGXjmk3srNFDm7xD96ke5tO6vaDp7L5B889YFKxHTVctq0i8iRqytQD7x2s+eZ9oGmlb9Z1+j+Zf0VPbxb1R31u5Vv+wuGhrfbA+Y9xmm6esycRNw5N1ux5Oqeutx/DgEE3bn6x57r9Qt7u66XHx3K9pxk8K1ruxRetsZXg1/0GaZ+KQMk17TWcTJ9Xo07q83fS9Uq/5xzTo5qyiQyIiciA51WwL1Gj9m7s1mrgqQe9zT92hbV50RYm+N0/b/Py03SZ+uuoyE7urdJ8964Jlj+lSb7Z5vtB86rsGTJy2VY9/4yVaidWfnmNiZw9tW6d2Odm6Vvt2ynZNp7pf8Ni5++r79tfoMXHW6TF0HdR2uX/pN0zc+Qst44GCRBP7O+v2rE6a/uGtwfM/pk7bwX5M/DHatll/TDBxycV6zu+7VNMe3emgib+4IsPEyXHaptUXap175wfHlvrfdTHb5h8YauI4TVos2zl/eJie5/H7tCxJy7W/ll6g+8dWa+yL1f3TNgXr3e2mbWbbytU9TNwnRfv25oGFWq5yW2GG6Jc028c2qdNj9Mg3/mbin77yAxERacrRNJqG6PkRs1HHOStD6xnn0uPfo1upiWuf1bZLtF3NRk9fYeIPnhll4sZzgv0sKUuPyd4J2s+sZO2seys6mTihoNbERYmHTLxUtL0al+gxb+yhZbdruDjY/y7qutNs23a3jn2e9/NMXPGOjieBK/ZrGnnaMSobtV8m7bGdl8O1fnU9g9tdtv4UiNPG2rEnx8QxtkObvFPPi3otigzOO2DiNTdq+3fJrNKyf6L1iNOhy9h8WOvcmKPnWXLvShNXnavX58ahmkicW/uCbNBjl6ynn/jjNPbeVCEiIgm2a7W1SsdZt+17xpsybNeHSXpxcXyhx9Z5nvYF92ea/6YybUffgGA/c9Vpgybt1nhPg/Zzf6IeGKfHdn0s1GueY43m4+us17kN+3NNHLNBx7yWHsF+nLpSz8OYSdpv7eOwpGufd9vGQufbWkZnix4jR64ei0C1pp/XWQ/AvnOC7euyXU/S39K+OnzGOhMv+Vu2iQ+fo3WIH1xh4uYBOrbUl9iuf1oLSVwRHP82pehxaMrX9qz2aaeItbWz361186ZpPumrbf1/nF43buv3mYmfaBin++wN1iPjC+1nZdfoMXRma2yXlKjbq8r0ONcWaF+sr9W2O1yjbeSK0b7T1OlI2Z3aP+xq+umYtOrFASa+6LtfmviT7XoN/9eB/vrmTtpH3nl/hIlTvcG2K0yuMtu2Vep5G2s7t7x1Wp/x568XERFfnU/06nCaOg0e3hNprFgCAAAAAMLCxBIAAAAAEJaz5lZYAAAAAGgPDiv4imR+0Y4VSwAAAABAWFixBAAAAIBQ8PCeNlixBAAAAACEhRVLAAAAAAgBf2PZFiuWAAAAAICwMLEEAAAAAISFW2EBAAAAIBQ8vKcNViwBAAAAAGFhxRIAAAAAQsDDe9pixRIAAAAAEBYmlgAAAACAsHArLAAAAACEgof3tMGKJQAAAAAgLKxYAgAAAECITocH6kQSK5YAAAAAgLCwYgkAAAAAobCs4CuS+UU5ViwBAAAAAGFhYgkAAAAACAu3wgIAAABACBxWZB/eczo8KIgVSwAAAABAWFixBAAAAIBQWEdekcwvyrFiCQAAAAAICxNLAAAAAEBYuBUWAAAAAELgCARfkcwv2rFiCQAAAAAICyuWAAAAABAKHt7TBiuWAAAAAICwMLEEAAAAAISFW2EBAAAAIAQOK/iKZH7RjhVLAAAAAEBYWLEEAAAAgFBYVvAVyfyiXIeuWC5atEimTp0q+fn54nA45I033jC/a25ulvvuu08GDhwoiYmJkp+fLz/4wQ9k//79HVdgAAAAAEAbHTqxrK+vl8GDB8uTTz7Z5ncNDQ2yatUqeeCBB2TVqlXy2muvyZYtW+TKK6/sgJICAAAAQNDRv7GM5CvadeitsJMnT5bJkycf83epqakyb968VtueeOIJGT58uOzdu1cKCwsjUUQAAAAAwNc4rf7Gsrq6WhwOh6SlpR13H6/XK16v1/xcU1MTgZIBAAAAwNnrtJlYNjU1yX333SfXX3+9pKSkHHe/OXPmyOzZs9tsb8hyicvtkoSfNJptlfP1TuDEztUmdu5I1X2GZomIyAd/zTbbXD5N1zOlQrd7dY3a2pqkZe+sE93sbJ3o1jTEmTgtUctVFnCYuLpHcJ+CDzXPg+dqPOiGjSb2/r2/ibOu3av5rCzQsuxxm7h4vG1NvTZgwuR9zSIisn90rNnWaZvu667TOH2ldqH6XE3Ovlwfd1h/cDZqmycXa57OZt1eXxAvIiJpX+o25/Ztmt7BfibOXN9k4h3dtLzd3tU2Lx2h7Ryw9Xhfi8vEW25M0Pf2KRERkZJlnXXnbC1rXC/tKwcWdjFxl1UtJi7p4jFx5zc108o+mmdDHy1j7LtHGm+E9gNnk9Y/sEP7k9N2A3vllAYTH1zRS/dP8Jt4T+dOWvZy7Vv9rtpq4rWlefLvGvJsB9Gv7+v0jX0mTnpC39f1Pu2Lw1L2mPjx4kkmtmI1zdruGnfuflBERNI8Wv/iZq1zXKy2bVOjluXuoXpXw299mk/MHj2eKQe0GtbqTBNnXHtIREQq12WZbQ0Z2m4ZqfUm3jMl3cSevFpN+8NkE68rbNuGIiI1pbpPbqGOF7sOZYiIiG+C7uvqpMczcYnWwWcf8rT64u2h/b+5XPucv5O2V+JWPS+ShlSZuCo1mH5R4mGzbcdm7UOvxwwzsbPZlqmtW3jctuOyz9ZHbWPYn0rGaBmzgmNLaoa2bcMm7Z/OZk07cYeWe2eOtn/zFxq3TK0zcdrbiSZ+c/FQTbOrFviioZtFRGTfg1rP4lu0z8Wu1zRyx5abuPqfep7/Y/hwE48dvNnEC93nmNgVp+3ib9TzP+O1YJt/OniQ7mu7nqRPKNM8bdeH/Yf1mhTToG1bVaV9JFmzlAk9tVz/WnpuMO01OvZUjLaNPfH6xrg+tv63UjtdXVfNc9VOvZ5kf6B9ruV7mn7SRQf1vZ8Gz6+mbD0OtxStNvEbr15i4sOx2hd83TXPzlmVJra3xTev+tzE/1w40sSpW2zXjpeD51nKdVqmeu1+UmvrHznLND5QqOdtmg75kpOh5/DuNN2npUSPhTs/2I6xu/ScaL5Ir/2psdrnxHauOGxje+znmnaz7fwv/JetjCO1vzbl6dgldcFj4dfLvSS49Pf29hkyTa8D+57qaeJtt2m/LXhN949brfXMXWa7/t6on5GydwTLWN1fr5tlYzT/dz8638Sx3bT+DcV6bidm6kEaW7jdxPM26bnd2KQVbOkSzDOmUbd5ym0X/G4aJizU41I1XM+Fhmztz+O+s0LzfFPHwmeX6HWmz9xNJq6Y0idYpmurtExeHcOy0nSsqqqPN3Hs69rnk7K0LWq7anldm7S8SSW6vWGCXouq+gTrb7m1zX2petwctmtvQ77GCz8arGnbH2FylYZJKXqcA321vbyHgufi0vU9zLbO3Q7p7+0zDFvfXjgvmGegqUlE/iGnNUtaXRMjkl+UOy2+bqS5uVm+/e1vi2VZ8tRTT33lvjNnzpTq6mrzKi4ujlApAQAAAODsFPUrlkcnlXv27JGPP/74K1crRUQ8Ho94PJ6v3AcAAAAATlakH6jDw3vCdHRSuW3bNvnkk08kIyOjo4sEAAAAAPg3HTqxrKurk+3b9d75Xbt2yZo1ayQ9PV3y8vLkm9/8pqxatUreeecd8fv9UlpaKiIi6enp4na7j5csAAAAACCCOnRiuWLFChk3bpz5ecaMGSIiMm3aNHnooYfkrbfeEhGRc889t9X7PvnkExk7dmykigkAAAAAyrKCr0jmF+U6dGI5duxYsb6ikb7qdwAAAACA6BDVf2MJAAAAANGGh/e0dVp83QgAAAAAIHqxYgkAAAAAobCOvCKZX5RjxRIAAAAAEBYmlgAAAACAsHArLAAAAACEgIf3tMWKJQAAAAAgLKxYAgAAAEAoAlbwFcn8ohwrlgAAAACAsDCxBAAAAACEhVthAQAAACAUfI9lG6xYAgAAAADCwoolAAAAAITAIRH+upHIZXXSWLEEAAAAAISFFUsAAAAACIVlBV+RzC/KsWIJAAAAAAgLE0sAAAAAQFi4FRYAAAAAQuCwIvzwnui/E5YVSwAAAABAeFixBAAAAIBQWEdekcwvyrFiCQAAAAAICxNLAAAAADhL7d69W2655RYpKiqS+Ph46dGjh8yaNUt8Pl9I6XArLAAAAACEwGFZ4ojgd0ueyrw2b94sgUBAnn76aenZs6esX79ebr31Vqmvr5ff/va3J5wOE0sAAAAAOEtNmjRJJk2aZH7u3r27bNmyRZ566ikmlgAAAABwygSOvCKZn4jU1NS02uzxeMTj8bR7dtXV1ZKenh7Se/gbSwAAAAA4DRQUFEhqaqp5zZkzp93z2L59uzz++OPywx/+MKT3sWIJAAAAACHoqL+xLC4ulpSUFLP9q1Yr77//fnn44Ye/Mt1NmzZJnz59zM8lJSUyadIk+da3viW33nprSGVkYgkAAAAAp4GUlJRWE8uvcs8998iNN974lft0797dxPv375dx48bJqFGj5I9//GPIZWNiCQAAAABnmKysLMnKyjqhfUtKSmTcuHEydOhQeeaZZ8TpDP0vJplYAgAAAEAorCOvSOZ3ipSUlMjYsWOla9eu8tvf/lYOHjxofpebm3vC6TCxBAAAAICz1Lx582T79u2yfft26dKlS6vfWSH8HelZM7EsuH6nxCa6pTChwmyrX68Nt69zkok7Ner7mq6vFBER31J93K4/Tn+f/ddUEwdidXvcYY3zFrtMvPda3T//XW3+w9/R/S2/w8RFF+4Jlq+2q5Ypr8XEn67tbWJnTz3wnZ1+3T9d0/O7NR/7M4FdGV4T7xuXECxHoTaE81OtQ0O2ljt1p+ZTm6D7JO7X5y83J2r+WSs1dlc3mzimQbd7OwXTr+uq9amY2tfEOctqdd8MPRjJOzR/b5rWrTFH08ldrPGh+Hgtr/7HjOzLCr453ratqafGXW4tN/GFH6808Z96XmjinWOeM/FlT91k4sxxZSZueCHPxDVFwX8DddqJclZonvW2/yyy1yd+WaKJPdqE0pKoB7fcq33XNUSP6fLVWilPRXB/X1GT2Tbogp0mXrc338S7tmq55Uo9/vu29jDx57XaL3P7aUNWLs028TVXf27id/4+WkREvn3zu2bbkxfqrRt1WzNMnFCt2T+29hITxxzSftmSpueIt6fWOf4NPc+rGoN9pyVR++rggbtNvH6f1rnzOXrMS9fmmLhZk5PavXpuJ5Zo+6dcovVPmq1vcMyqC277X913x3T7eaBp+9K1jN1f1ONf/P9p+1u2R547a2xtkaDbGyq0vxz11tsXaLk1Ofm/CXNN/J9fftPEPYbp4LahWPvCBedvMfHq/Tq2fitXz5F3Y4Ln/ModhWZb1kBtn4vzd5h45b3nmbjkPB240vdq/Q8O0nO+qZPtBIjXxkjYbRu7jgyA6bP2aHr6Lil9Sf/OZF+81iFGu63EVGnbbvl9fxPHXtUgxxSnjXpoUDB/Tx/txI7Ptd8c2J5p4m5v6ft6/nKTiT8pHmTixBU6hlUN1PH0o516/kkg2C6VA7RNktfogx6aRuq54nlTy/KNhz4w8bN/1u828/fQa0XZKB2vrBLtsM4GbfOkEVUiIpL7d/17oPf69zNxTZEetx6D95p4QNoBE//r7RGafyetx4vVuj3/UxNKbKPWqfi7wXbpFafjgGuvpnHOtbY+l6HX2bSMOhM3Zmsv2bquwMRWgba5q1L7Rcya4HnuGl1ptrWs0fZ5v077jcN23vprtD1rB/tMXNRFx5+KCu2XgVg9Fy4+T/vIkg8GBNPoo+VrrND2T9XmkUNNOiZtvVHPs+wFegzLhusxcvXVrznY0V0Hl26d9dpWPCg4dl7ZfaPZ9um7w7UOl+p1pqGT1jm2Qtuw+aD2xX/VDND8bXWO2aRlt470i6IsHZ9aMrT90zyaZ6keQnE4Nb0WPZ2kZ4LWZ9UGPRd9t+hnyM2DdLxIO5JX8zLtK8kX6NhWulOvYUW9tW8fTE82cVOWlqVgnh67Xd+2XRcKdR/nHtv15MguTo+W1dFiOz9bbMfQa/tM2FPHLffgehPv2aRju9Nn2z9J08+sCpbl5gvnmW1/en6y7mu79njKtT8d/RxqnQnfS2FZwVck8ztFbrzxxq/9W8wTcSYcVgAAAABAB2JiCQAAAAAIy1lzKywAAAAAtAeHFXxFMr9ox4olAAAAACAsrFgCAAAAQCjOoIf3tBdWLAEAAAAAYWHFEgAAAABC4Ai0/sqgSOQX7VixBAAAAACEhYklAAAAACAs3AoLAAAAAKHg4T1tsGIJAAAAAAgLK5YAAAAAEArryCuS+UU5ViwBAAAAAGFhYgkAAAAACAu3wgIAAABACByWJY4IPlAnknmdLFYsAQAAAABhYcUSAAAAAELB1420wYolAAAAACAsrFgCAAAAQCgsEQlEOL8ox4olAAAAACAsTCwBAAAAAGHhVlgAAAAACAFfN9IWK5YAAAAAgLCwYgkAAAAAobAkwl83ErmsThYrlgAAAACAsDCxBAAAAACEhVthAQAAACAUlhXhW2Gj/15YViwBAAAAAGFhxRIAAAAAQhEQEUeE84tyrFgCAAAAAMLCxBIAAAAAEBZuhQUAAACAEDgsSxwRfKBOJPM6WaxYAgAAAADCwoolAAAAAISCrxtpo0NXLBctWiRTp06V/Px8cTgc8sYbbxx33x/96EficDjksccei1j5AAAAAABfr0MnlvX19TJ48GB58sknv3K/119/XZYsWSL5+fkRKhkAAAAAHMfRFctIvqJch94KO3nyZJk8efJX7lNSUiJ33HGHfPDBBzJlypQIlQwAAAAAcKKi+m8sA4GAfP/735d7771X+vfvf0Lv8Xq94vV6zc81NTWnqngAAAAAAInyieXDDz8sMTExcuedd57we+bMmSOzZ89us33tzi7ijI+ThscyzbZ9d/lN7E72mdiXmmTiugMpIiKSu0uXnxtyHCaOO6ST2F1XxpvY/khgd429mTWfxiy9E9kT26Lv3ZFs4tKVXUVExBmrKcQe1vTc/apN3NSkO23Y3Vn3ydb3Ops1zl4aMPGQ/9po4nmbh4mISCBW2+fQAK3b+d9aa+I9P+tt4toCl4mre2jdUvZoPrWddXtjutvE9QXaXjEF9SIiYhUnav5D9ffVPbR9ur5XZ+LkvZp/yTg9Rj0HFpu4aaG2S3Oylsvv0f39lXFtypT1VoKJ99x6jol3bsnT/L/0mPiCrG+auHFInMYr9XZuj+24NBc1iYhIzH5No7KPlinhgO7rz7b1Iae2oaXVl0Cs1q1XvxITb9um+d988UITP/PJxSIiMuac7Wbbp1/of+Zk9jlk4oMBbX+rVvtc3/7azps2FZj43Mx9Jv64v7bju7s1/fSJ+0VE5H8/naiVaNH6O9K1zrUJ2v+7Z1aaeFe1tl2PntpgO0uyTFw+Qc/XhKXBevgzNMvt7/TQug1uNHFJSbqmfZ7W58BHWs+YBi2v/Tw7tCpH4yt0+w8LPhURkT/PGG22pcVpPeti9JxzejXtAyP1mDt2aOy03SHT0lnL3pSk7dUlp0rrdCBYp/iDtvdN0t//9zYtbPPmVBMfHKJtGPBpp1u8rbuJk1frsXgs9hITVx8Mjq0u25joW67H59Xh2rfih2ndkhJqTey+Sf+z0GE7n2p66XiVtFH7Zd1AbdP9jwePb+kos0mGDdU+v/8aPXAx7iYTO1foWDRs1FYTrzus419hZoWJSz/UflF/jqaZPjjY2Ic363UoSYd+icnUPA8O0Tz3bNF8Ap30DQ1dNG3PDj23BvfdZeIvNwfHq4zhZWZbwqspWrcrD5u4JE/z/L81F2vaF2qbNxXbzv9EW5tnNJi4eb/2l/pAMK+mITr2t2zWc8LZW9+3s0zbpSWg+zflaZ3TV2nfqb5Q+2LpKB1nZ0153cSz3w2Oxbti9UR39te0E3zaV12HtN9U1WsdErWI0txT83QV6znqT9Axt6FX8Li8PPg5s+2mT+8ysdt2rWg4XxP3V+r2+G3a/4tLu5g4ppOWxZ+hx/+zXXr+uQcEj5fHr/X01Wt6NUWaRoXts0LKJm3b+iv1s4Ws17bw2T6fOPO1v+4p1fa1jrTFu9t1jLcmaT0dAR3P4ks0T2+6tmFsrZZ9dO8dJl7i1sK71mv7J+8M7r85TusTd0DT/va33zDx7oHaiBfm7jTxmhfPM/EXk3qaOODW8rpjtM+7DmmbZhSUi4hI5QgdiCuq9bOkq5NtHPpMj6dLk5DzRm4z8SpHLxM7YvW96Z9pH6kdX2/iohuCn+G2PjnEbHP21nFzQKZewzcn2s6/nTpuHMzX9hoyRNtl00faFrHVuk9SSbD/nRe/W8s3Vq+9qbYxtPp3hSYuvjx4nAONtgvl6YqH97QRtV83snLlSvnd734nc+fOFYfD8fVvOGLmzJlSXV1tXsXFxV//JgAAAADASYvaieWnn34q5eXlUlhYKDExMRITEyN79uyRe+65R7p163bc93k8HklJSWn1AgAAAIB2E+iAV5SL2lthv//978v48eNbbZs4caJ8//vfl5tuuqmDSgUAAAAA+HcdOrGsq6uT7dv171t27dola9askfT0dCksLJSMjIxW+8fGxkpubq707t3735MCAAAAAHSQDp1YrlixQsaNG2d+njFjhoiITJs2TebOndtBpQIAAACA43NYVquHdUYiv2jXoRPLsWPHihVCI+3evfvUFQYAAAAAcFKi9m8sAQAAACAq8XUjbUTtU2EBAAAAAKcHViwBAAAAIBQBS8QRwVXEACuWAAAAAIAzHBNLAAAAAEBYuBUWAAAAAELBw3vaYMUSAAAAABAWViwBAAAAICQRXrEUViwBAAAAAGc4JpYAAAAAgLBwKywAAAAAhIKH97TBiiUAAAAAICysWAIAAABAKAKWRPSBOgFWLAEAAAAAZzhWLAEAAAAgFFYg+IpkflGOFUsAAAAAQFiYWAIAAAAAwsKtsAAAAAAQCr5upA1WLAEAAAAAYWHFEgAAAABCwdeNtMGKJQAAAAAgLEwsAQAAAABhYWIJAAAAAKE4+vCeSL5OoSuvvFIKCwslLi5O8vLy5Pvf/77s378/pDSYWAIAAADAWWzcuHHy0ksvyZYtW+TVV1+VHTt2yDe/+c2Q0uDhPQAAAAAQCksi/HUjpzb5u+++28Rdu3aV+++/X66++mppbm6W2NjYE0qDiSUAAAAAnAZqampa/ezxeMTj8bRrHhUVFfL888/LqFGjTnhSKcKtsAAAAAAQmg76G8uCggJJTU01rzlz5rRble677z5JTEyUjIwM2bt3r7z55pshvZ+JJQAAAACcBoqLi6W6utq8Zs6cedx977//fnE4HF/52rx5s9n/3nvvldWrV8uHH34oLpdLfvCDH4gVwu2+3AoLAAAAAKeBlJQUSUlJOaF977nnHrnxxhu/cp/u3bubODMzUzIzM+Wcc86Rvn37SkFBgSxZskRGjhx5QvkxsQQAAACAUAQCIhKIcH6hycrKkqysrJPMLpif1+s94fcwsQQAAACAs9TSpUtl+fLlcuGFF0qnTp1kx44d8sADD0iPHj1OeLVS5CyaWMbuc4srzi3eXIduO6BPOWqO1f8F8A9uNHFSvE9ERCp7p5ptP7/uZRM/1O1aE8eVadr+OM278fJq/aE0yYQur96zXFmsS9ppwytMXLexU5u6pK/XOPlDfQpU6U/0fxQayrUAzclat+4DSkxcv7mLid9eN8jEuVuD+5d21/ZxuzTPT9b0M3HWjEoT127PMHH2cm0LX6L+KW/B6/pFq3u+k6+J6u6S8VqCiIgcmNis6X2sZanTYsvW/9Dt2R9pIgn7NG6ar/k0J+r21K1arpQ9LSbe+81g/fM/0HysHx80cZcH9RgWO5JNHFun+x+uTjSxf5BPf+HSYx6IdZv4st7B+9tXfzTYbLvup++b+P8+mGji0b13mHjJwb5yLK4M7QvbNnc2cUyt1vmvK0abOH19cPvCWE2vy4BSE3fy6DlRsVb/5yumZ62Jd5RnmtiZonWeP+88LZj9Nn1tUqm/LNj+yZt1SPJfpOdNQ0287uzURHx+3T+jS5WJa73a/53leo5kDyg3cWVccJ/Efnq+VVfosR3dfZeJV3yofb4yO8HETdlaltEXbDTx6lf7axmztR97SrW//unlSSIi0pym5+ePJywy8XNvTNH6TKw3sazVMvYcvdvEmzYUmLh/Zz1267frCeP8Pz12sSOCJ/W1t35itj2/dZiJG3y28dE2hpQd1LGqx7O6fcd1un9DvrZLS5meI87GYD+LO2g7P7XbiKNCz4mA7QF3vdP1uK2ap33UaRuXHCnazs0p+ovUFZpmxZG35izRcq+tPMfEGXu03Icu8GsdBjaZeOmXPU2cMFz7aK8U7dA7+2s7J2zWvti0Lri9yxQdB8urdHyKj9M6xGq3lIv6aN/64ItzTZzVWcffQy7tl1srtFF9BcFz8dDKHLMtcaCm7Xi50MSNfbRdPFv0nEss1jo0Dtd9ErfrMU/I03Peayt7Y+/g2BEI6DHPSdPBsqJOy+1v0fGp/APttzFZelyqbWV0x+m4ndG/zMQPLZ2q+9QE8w1s1/PGqW+Tq3K/NPH/WnoODR2808T7e2ifbzionwWyV2pZBv10jYk/eTc45j1dPtZsC9geqtjYT/tT6qdaf3vd/IO1jRzbtOzxeiqIZ5ju07g2XeMuwWORvEb7fucr9ml99mrbdu2iCVYv1O1VPh1bOy/Wfpl0n6azfUGRia1+Wpau318lIiK7XtTrmWeVXhPr++n1KcH28cjVqMe/vrfm+fkmPefSl2qdXFfqOef9MHhuXTJYz5UFTQNM/NL+oZrR63p+fHGNrW9doHVOatZ8KntruWLfyzWx4wIdlyv/Gew7DfpruWCylmXbUzpuBWI0z+YkPS/Wl+mbU7fq9sOpmn/MNVrnwEatx/67zg8GHm3bpgo9h0s+1mOVUaf5W9dpegdtY/ua1XprZJJe5sU1Tk/uyspgn7vzsR+bbbXdNO0+F6418e5eOibHJAb7Z8BhOxFPV7YH6kQsv1MkISFBXnvtNZk1a5bU19dLXl6eTJo0Sf7rv/4rpCfOnjUTSwAAAABAawMHDpSPP/447HR4KiwAAAAAICysWAIAAABAKM6gW2HbCyuWAAAAAICwsGIJAAAAAKEIWNL6qYSRyC+6sWIJAAAAAAgLK5YAAAAAEALLCohlBb5+x3bML9qxYgkAAAAACAsTSwAAAABAWLgVFgAAAABCYVmRfaAOXzcCAAAAADjTsWIJAAAAAKGwIvx1I6xYAgAAAADOdEwsAQAAAABh4VZYAAAAAAhFICDiiOB3S/I9lgAAAACAMx0rlgAAAAAQCh7e0wYrlgAAAACAsLBiCQAAAAAhsAIBsSL4N5YWf2MJAAAAADjTMbEEAAAAAISFW2EBAAAAIBQ8vKcNViwBAAAAAGFhxRIAAAAAQhGwRBysWNqxYgkAAAAACAsTSwAAAABAWLgVFgAAAABCYVkiEsHvluRWWAAAAADAmY4VSwAAAAAIgRWwxIrgw3ssViwBAAAAAGc6JpYAAAAAgLBwKywAAAAAhMIKSGQf3hPBvE4SK5YAAAAAgLCwYgkAAAAAIeDhPW116IrlokWLZOrUqZKfny8Oh0PeeOONNvts2rRJrrzySklNTZXExEQ5//zzZe/evZEvLAAAAADgmDp0YllfXy+DBw+WJ5988pi/37Fjh1x44YXSp08fWbBggaxdu1YeeOABiYuLi3BJAQAAAOAIKxD5V5Tr0FthJ0+eLJMnTz7u73/+85/L5ZdfLo888ojZ1qNHj0gUDQAAAABwgqL2bywDgYC8++678tOf/lQmTpwoq1evlqKiIpk5c6ZcffXVx32f1+sVr9drfq6urg6m520SEZGWlmbNo8mvcUOTJuLSe5j9VnB/f5P+vrGuRd/XqNv9Xl0A1pRFHA1e2/7a5H6f07Zd/xfCb9/flq++T+OWFt3X36C/CDTGtnmfiEhLve7f0qxpBxqbbdtj2mzzey3bvlr/VmW1t4XPobFD45aArbxeW/5Nmn5Ls9U2H5/f9j5NL9BoS88XOOY+Lc0ttth2jGztb9/n6LFoaXaZbZa93Vpsx9BrP54mbNWfAk2208zWt6RJy+ur8x1JQ9/XZO9ntn7QXO875nbLlo3Dnn+j7dg12fuc7fgeabtAo7azva80txw7T789n4DtuNjaztGk28VWfb/XFh/pR/Y+0bpvaRpWi+3Y2sro99vPOnudm469/5G8/Mc5P+3t7G86Trls2332/b3HPrf8tjHH0XI0De0H9mNu7wv2drZsfc5eH/v516qP2Lbb+3+gyXUkT1v5bPn4W449zjncmrZtl1Z9x9Gqn9mOS2Nwe6ux0tYn7G3ht6VxvGNhaTdrPf7Yhk37eXl0e0vzsfPx++zjnK0+ohW1bNvtfeHoOdymLLZ+LkfiY/VDERGnLT2n7fgfL+1Wx/94ffRIn27VtrY2cdj+A7zVdch7vHax76MHwJ5nq/5/pE/Zx4eWWPt1y9ZXWmx5eu19VfO3Arbrs62/tjiPcy1qOvo+0W22Y9J4AuNsq3a259ncdgwP5tnUdtsx2kTk364brT4H2Dpx0/GuM7Z2bLKPOUeuJ15Nr1WfO96Y6Dt2Ge31PO65aN//yOemVvW09ZVW1237Zwv7WGAbN8X2N2z267wco8+dyLlir6d1nDY8Xj1t3ezfjqPrSDn0963SsLdtq75o+6zUKj23rR62Mfp45/yRdOxta/ls56fP3ods59NxPsM57OOc7Vy0t7l1tE62S7z9XP26/n+0rKfD3w0eT4s0t/pcE5H8op0VJUTEev31183PBw4csETESkhIsB599FFr9erV1pw5cyyHw2EtWLDguOnMmjXLkuBh5sWLFy9evHjx4sWLV5S+iouLIzDLaF+NjY1Wbm5uh7RXbm6u1djY2NFNcFwOy4qO/ypwOBzy+uuvm9XI/fv3S+fOneX666+XF154wex35ZVXSmJiovzjH/84Zjr/vmJZVVUlXbt2lb1790pqauoprQPOTDU1NVJQUCDFxcWSkpLS0cXBaYp+hHDRhxAu+hDaQ3v0I8uypLa2VvLz88XpPP2+/bCpqUl8Pt/X79jO3G53VD9rJmpvhc3MzJSYmBjp169fq+19+/aVzz777Ljv83g84vF42mxPTU1lEEVYUlJS6EMIG/0I4aIPIVz0IbSHcPvR6bzgExcXF9UTvI4Stf9F4Ha75fzzz5ctW7a02r5161bp2rVrB5UKAAAAAPDvOnTFsq6uTrZv325+3rVrl6xZs0bS09OlsLBQ7r33XrnuuutkzJgxMm7cOHn//ffl7bfflgULFnRcoQEAAAAArXToxHLFihUybtw48/OMGTNERGTatGkyd+5cueaaa+QPf/iDzJkzR+68807p3bu3vPrqq3LhhReecB4ej0dmzZp1zNtjgRNBH0J7oB8hXPQhhIs+hPZAP8LxRM3DewAAAAAAp6eo/RtLAAAAAMDpgYklAAAAACAsTCwBAAAAAGFhYgkAAAAACMsZP7F88sknpVu3bhIXFycjRoyQZcuWdXSREKUeeughcTgcrV59+vQxv29qapLp06dLRkaGJCUlybXXXitlZWUdWGJ0tEWLFsnUqVMlPz9fHA6HvPHGG61+b1mWPPjgg5KXlyfx8fEyfvx42bZtW6t9Kioq5IYbbpCUlBRJS0uTW265Rerq6iJYC3Skr+tDN954Y5txadKkSa32oQ+d3ebMmSPnn3++JCcnS3Z2tlx99dVtvgP8RK5fe/fulSlTpkhCQoJkZ2fLvffeKy0tLZGsCjrIifShsWPHthmLfvSjH7Xahz6EM3pi+c9//lNmzJghs2bNklWrVsngwYNl4sSJUl5e3tFFQ5Tq37+/HDhwwLw+++wz87u7775b3n77bXn55Zdl4cKFsn//fvnGN77RgaVFR6uvr5fBgwfLk08+eczfP/LII/L73/9e/vCHP8jSpUslMTFRJk6cKE1NTWafG264QTZs2CDz5s2Td955RxYtWiS33XZbpKqADvZ1fUhEZNKkSa3GpX/84x+tfk8fOrstXLhQpk+fLkuWLJF58+ZJc3OzTJgwQerr680+X3f98vv9MmXKFPH5fPLFF1/Is88+K3PnzpUHH3ywI6qECDuRPiQicuutt7Yaix555BHzO/oQRETEOoMNHz7cmj59uvnZ7/db+fn51pw5czqwVIhWs2bNsgYPHnzM31VVVVmxsbHWyy+/bLZt2rTJEhFr8eLFESohopmIWK+//rr5ORAIWLm5udZvfvMbs62qqsryeDzWP/7xD8uyLGvjxo2WiFjLly83+7z33nuWw+GwSkpKIlZ2RId/70OWZVnTpk2zrrrqquO+hz6Ef1deXm6JiLVw4ULLsk7s+vWvf/3LcjqdVmlpqdnnqaeeslJSUiyv1xvZCqDD/XsfsizLuvjii6277rrruO+hD8GyLOuMXbH0+XyycuVKGT9+vNnmdDpl/Pjxsnjx4g4sGaLZtm3bJD8/X7p37y433HCD7N27V0REVq5cKc3Nza36U58+faSwsJD+hGPatWuXlJaWtuozqampMmLECNNnFi9eLGlpaTJs2DCzz/jx48XpdMrSpUsjXmZEpwULFkh2drb07t1bfvzjH8vhw4fN7+hD+HfV1dUiIpKeni4iJ3b9Wrx4sQwcOFBycnLMPhMnTpSamhrZsGFDBEuPaPDvfeio559/XjIzM2XAgAEyc+ZMaWhoML+jD0FEJKajC3CqHDp0SPx+f6sOLiKSk5Mjmzdv7qBSIZqNGDFC5s6dK71795YDBw7I7Nmz5aKLLpL169dLaWmpuN1uSUtLa/WenJwcKS0t7ZgCI6od7RfHGoOO/q60tFSys7Nb/T4mJkbS09PpVxCR4G2w3/jGN6SoqEh27NghP/vZz2Ty5MmyePFicblc9CG0EggE5Cc/+YmMHj1aBgwYICJyQtev0tLSY45VR3+Hs8ex+pCIyHe/+13p2rWr5Ofny9q1a+W+++6TLVu2yGuvvSYi9CEEnbETSyBUkydPNvGgQYNkxIgR0rVrV3nppZckPj6+A0sG4Gz1ne98x8QDBw6UQYMGSY8ePWTBggVy6aWXdmDJEI2mT58u69evb/V8ACAUx+tD9r/bHjhwoOTl5cmll14qO3bskB49ekS6mIhSZ+ytsJmZmeJyudo89aysrExyc3M7qFQ4naSlpck555wj27dvl9zcXPH5fFJVVdVqH/oTjudov/iqMSg3N7fNw8RaWlqkoqKCfoVj6t69u2RmZsr27dtFhD4Edfvtt8s777wjn3zyiXTp0sVsP5HrV25u7jHHqqO/w9nheH3oWEaMGCEi0mosog/hjJ1Yut1uGTp0qMyfP99sCwQCMn/+fBk5cmQHlgyni7q6OtmxY4fk5eXJ0KFDJTY2tlV/2rJli+zdu5f+hGMqKiqS3NzcVn2mpqZGli5davrMyJEjpaqqSlauXGn2+fjjjyUQCJiLNmC3b98+OXz4sOTl5YkIfQjBrzW6/fbb5fXXX5ePP/5YioqKWv3+RK5fI0eOlHXr1rX6T4p58+ZJSkqK9OvXLzIVQYf5uj50LGvWrBERaTUW0YdwRj8V9sUXX7Q8Ho81d+5ca+PGjdZtt91mpaWltXpiFXDUPffcYy1YsMDatWuX9fnnn1vjx4+3MjMzrfLycsuyLOtHP/qRVVhYaH388cfWihUrrJEjR1ojR47s4FKjI9XW1lqrV6+2Vq9ebYmI9eijj1qrV6+29uzZY1mWZf3617+20tLSrDfffNNau3atddVVV1lFRUVWY2OjSWPSpEnWkCFDrKVLl1qfffaZ1atXL+v666/vqCohwr6qD9XW1lr/+Z//aS1evNjatWuX9dFHH1nnnXee1atXL6upqcmkQR86u/34xz+2UlNTrQULFlgHDhwwr4aGBrPP112/WlparAEDBlgTJkyw1qxZY73//vtWVlaWNXPmzI6oEiLs6/rQ9u3brV/84hfWihUrrF27dllvvvmm1b17d2vMmDEmDfoQLMuyzuiJpWVZ1uOPP24VFhZabrfbGj58uLVkyZKOLhKi1HXXXWfl5eVZbrfb6ty5s3XddddZ27dvN79vbGy0/uM//sPq1KmTlZCQYF1zzTXWgQMHOrDE6GiffPKJJSJtXtOmTbMsK/iVIw888ICVk5NjeTwe69JLL7W2bNnSKo3Dhw9b119/vZWUlGSlpKRYN910k1VbW/v/t3f/MVHXfxzAnwcidwcHIiacTI6UwtOJYSpD8hchnUXTzKCJAgvRMqRWkbmSCBLKIW6siah1WAOmhBESUrnQIdiEOH6U56EoWQuiZoBQFnbv7x99+cwT1Isz6MfzsX02Pu/3m9f79XnfZ2MvPp/7fEbhaGg03Owc+vnnn0VYWJi44447hIODg9BoNCI+Pn7QP0d5Dv23DXX+ABB6vV4aY83fr7a2NrFs2TKhUCjEhAkTxPPPPy/6+/tH+GhoNNzqHLp48aJYuHChGD9+vHB0dBS+vr4iKSlJdHd3W8ThOUQyIYQYueujRERERERE9G/zr/2OJREREREREY0MFpZERERERERkExaWREREREREZBMWlkRERERERGQTFpZERERERERkExaWREREREREZBMWlkRERERERGQTFpZERERERERkExaWRET/cCkpKbjnnntue9y2tjbIZDI0NDTccMyxY8cgk8nQ1dUFAMjLy8O4ceNuey62WLx4MZ599tnRTuOWZDIZSkpKRjsNIiKiYWFhSUQ0QmJjYyGTyQZtOp1utFO7bSIjI9HS0vKXz5OXlyetn729Pdzc3BAYGIjU1FR0d3dbjD106BDS0tL+8pxs1d7ejmXLlo12GkRERMMyZrQTICL6L9HpdNDr9RZtjo6Oo5TN7adQKKBQKEZkLhcXF5hMJggh0NXVhZqaGmRkZECv16O6uhqTJk0CAIwfP35E8rGVp6fnaKdAREQ0bLxiSUQ0ghwdHeHp6Wmxubm5Sf0ymQy5ubkIDw+HUqmEVqvFyZMnce7cOSxevBhOTk6YP38+WltbB8XOzc3F5MmToVQqERERMejK3b59+6DVaiGXyzFt2jTs2rXLov/UqVMICAiAXC7HnDlzYDAYBs1RXl6Ou+++GwqFAkuWLEFbW5tF//W3wg7cpvvee+/Bx8cHrq6uePzxx3H58mVpzOXLlxEVFQUnJyeo1Wrs3LnTqttXZTIZPD09oVarodVqERcXh5qaGvT29uLFF1+Uxl0fy8fHB6+//jqio6Ph7OwMjUaD0tJS/PDDD1i+fDmcnZ3h7++Puro6i/lOnDiBBQsWQKFQYPLkyUhMTERfX59F3PT0dDzxxBNQqVTw9vbGnj17pP7ffvsNCQkJUKvVkMvl0Gg0yMjIsDiea2+FbW5uRkhICBQKBdzd3bF+/Xr09vZK/bGxsVixYgUyMzOhVqvh7u6Op59+Gv39/dKYXbt24a677oJcLoeHhwdWrVp10zUlIiIaLhaWRER/M2lpaYiOjkZDQwOmTZuG1atXY8OGDdiyZQvq6uoghEBCQoLF75w7dw4HDx7E4cOHUVFRAYPBgI0bN0r9+fn5SE5OxrZt22A0GpGeno6tW7di//79AIDe3l6Eh4dj+vTp+OKLL5CSkoIXXnjBYo5vvvkGK1euxMMPP4yGhgasW7cOL7300i2Pp7W1FSUlJSgrK0NZWRmOHz+ON954Q+p/7rnnUF1djdLSUnz66aeoqqpCfX39sNZu4sSJiIqKQmlpKX7//fcbjtu5cyeCg4NhMBjw0EMPYe3atYiOjsaaNWtQX1+PqVOnIjo6GkII6Rh0Oh0effRRNDU14cCBAzhx4sSgz2HHjh1SUb5x40Y89dRTMJlMAIDs7GyUlpbi4MGDMJlMyM/Ph4+Pz5D59fX14YEHHoCbmxtqa2tRVFSEo0ePDpqvsrISra2tqKysxP79+5GXl4e8vDwAQF1dHRITE5GamgqTyYSKigosXLhwWOtKRER0S4KIiEZETEyMsLe3F05OThbbtm3bpDEAxCuvvCLtnzx5UgAQb7/9ttRWWFgo5HK5tP/qq68Ke3t78e2330ptR44cEXZ2dqK9vV0IIcTUqVNFQUGBRT5paWkiKChICCFEbm6ucHd3F7/88ovUn5OTIwAIg8EghBBiy5YtYvr06RYxNm/eLACIn376SQghhF6vF66urha5KZVK0dPTI7UlJSWJwMBAIYQQPT09wsHBQRQVFUn9XV1dQqlUimeeeeaGa3n9PNcayPv7778XQgixaNEii1gajUasWbNG2m9vbxcAxNatW6W2gXUfWL+4uDixfv16i3mqqqqEnZ2dtGbXxzWbzWLixIkiJydHCCHEpk2bREhIiDCbzUPmDUB88MEHQggh9uzZI9zc3ERvb6/U/9FHHwk7OzvR0dEhhPjjfNJoNOLq1avSmMcee0xERkYKIYQoLi4WLi4uFmtPRET0V+F3LImIRtCSJUuQk5Nj0Xb9dwD9/f2lnz08PAAAM2fOtGi7cuUKenp64OLiAgDw9vaGl5eXNCYoKAhmsxkmkwkqlQqtra2Ii4tDfHy8NObq1atwdXUFABiNRvj7+0Mul1vEuJbRaERgYKBF2/VjhuLj4wOVSiXtq9VqdHZ2AgDOnz+P/v5+zJs3T+p3dXWFn5/fLePeiPj/VUaZTHbDMdasMQB0dnbC09MTjY2NaGpqQn5+vsU8ZrMZFy5cgFarHRR34FbdgWONjY3F0qVL4efnB51Oh/DwcISFhQ2Zn9FoxKxZs+Dk5CS1BQcHS5/pQH4zZsyAvb29NEatVqO5uRkAsHTpUmg0GkyZMgU6nQ46nQ6PPPIIlErlDdeFiIhouFhYEhGNICcnJ/j6+t50jIODg/TzQHE0VJvZbLZqzoHv5e3du3dQYXhtUfJXuTZ34I/8rc19OIxGI1xcXODu7m5VTtascW9vLzZs2IDExMRBsby9vYeMOxBnIMbs2bNx4cIFHDlyBEePHkVERARCQ0Px/vvv/9lDtGo+lUqF+vp6HDt2DJ988gmSk5ORkpKC2trav90rYYiI6J+P37EkIvoXuHjxIr777jtp//PPP4ednR38/Pzg4eGBSZMm4fz58/D19bXY7rzzTgCAVqtFU1MTrly5YhHjWlqtFqdOnbJou37MnzVlyhQ4ODigtrZWauvu7h72K0s6OztRUFCAFStWwM7u9v2Jmz17Nk6fPj1o/Xx9fTF27Fir47i4uCAyMhJ79+7FgQMHUFxcjEuXLg0ap9Vq0djYaPFwoOrqaukztdaYMWMQGhqK7du3o6mpCW1tbfjss8+s/n0iIiJrsbAkIhpBv/76Kzo6Oiy2H3/80ea4crkcMTExaGxsRFVVFRITExERESG9wuK1115DRkYGsrOz0dLSgubmZuj1emRlZQEAVq9eDZlMhvj4eJw+fRrl5eXIzMy0mOPJJ5/E2bNnkZSUBJPJhIKCAulBMcOlUqkQExODpKQkVFZW4quvvkJcXBzs7Oxueisr8MetqB0dHWhvb4fRaMQ777yD+fPnw9XV1eLhQLfD5s2bUVNTg4SEBDQ0NODs2bP48MMPBz1M52aysrJQWFiIM2fOoKWlBUVFRfD09Bzy6mFUVJT0mX755ZeorKzEpk2bsHbtWuk22FspKytDdnY2Ghoa8PXXX+Pdd9+F2Wy26TZjIiKiG2FhSUQ0gioqKqBWqy22++67z+a4vr6+WLlyJR588EGEhYXB39/f4nUi69atw759+6DX6zFz5kwsWrQIeXl50hVLZ2dnHD58GM3NzQgICMDLL7+MN99802IOb29vFBcXo6SkBLNmzcLu3buRnp5uc+5ZWVkICgpCeHg4QkNDERwcLL0W5WZ6enqgVqvh5eWFoKAg5ObmIiYmBgaDAWq12ua8ruXv74/jx4+jpaUFCxYsQEBAAJKTk6V3ZVpDpVJh+/btmDNnDubOnYu2tjaUl5cPeWVVqVTi448/xqVLlzB37lysWrUK999/P9566y2r5xs3bhwOHTqEkJAQaLVa7N69G4WFhZgxY4bVMYiIiKwlEwNPOSAiIvob6Ovrg5eXF3bs2IG4uLjRToeIiIiswIf3EBHRqDIYDDhz5gzmzZuH7u5upKamAgCWL18+ypkRERGRtVhYEhHRqMvMzITJZMLYsWNx7733oqqqChMmTBjttIiIiMhKvBWWiIiIiIiIbMKH9xAREREREZFNWFgSERERERGRTVhYEhERERERkU1YWBIREREREZFNWFgSERERERGRTVhYEhERERERkU1YWBIREREREZFNWFgSERERERGRTf4HLw4KAIzp9e4AAAAASUVORK5CYII=", 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", 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" ] @@ -105,7 +128,7 @@ " SPECIAL_VOC\n", ")\n", "\n", - "TOKENIZATION = TOKENANO.encode(TEXT)\n", + "TOKENIZATION = [TOKENANO.encode(TEXT), TOKENANO.encode(TEXT)]\n", "print(TOKENIZATION)\n", "\n", "TOKEN_SPACE_SIZE = TOKENANO.vocabulary_size\n", @@ -118,16 +141,20 @@ "\n", "print(TENSOR)\n", "\n", - "TOKENS, DIMENSIONS = TENSOR.shape\n", + "BATCH_SIZE, TOKENS, DIMENSIONS = TENSOR.shape\n", "\n", - "plt.figure(figsize=(12,8))\n", - "plt.pcolormesh(TENSOR.detach().numpy(), cmap='viridis')\n", - "plt.xlabel('Embedding Dimensions')\n", - "plt.xlim((0, DIMENSIONS))\n", - "plt.ylim((TOKENS,0))\n", - "plt.ylabel('Token Position')\n", - "plt.colorbar()\n", - "plt.show()\n" + "for i in range(0, BATCH_SIZE):\n", + "\n", + " PLOT_TENSOR = TENSOR[i,:,:].squeeze()\n", + "\n", + " plt.figure(figsize=(12,8))\n", + " plt.pcolormesh(PLOT_TENSOR.detach().numpy(), cmap='viridis')\n", + " plt.xlabel('Embedding Dimensions')\n", + " plt.xlim((0, DIMENSIONS))\n", + " plt.ylim((TOKENS,0))\n", + " plt.ylabel('Token Position')\n", + " plt.colorbar()\n", + " plt.show()\n" ] } ], diff --git a/Project_Model/Libs/Embedder/Classes/NanoSocratesEmbedder.py b/Project_Model/Libs/Embedder/Classes/NanoSocratesEmbedder.py index 96315ed..b5eaca9 100644 --- a/Project_Model/Libs/Embedder/Classes/NanoSocratesEmbedder.py +++ b/Project_Model/Libs/Embedder/Classes/NanoSocratesEmbedder.py @@ -1,19 +1,13 @@ import torch from ..Utils import fixed_positional_encoding + # WIP FOR BATCHING class NanoSocratesEmbedder(torch.nn.Module): - def __init__( - self, - vocabulary_size: int, - embedding_size: int - ) -> None: + def __init__(self, vocabulary_size: int, embedding_size: int) -> None: super().__init__() - self.__embedder = torch.nn.Embedding( - vocabulary_size, - embedding_size - ) + self.__embedder = torch.nn.Embedding(vocabulary_size, embedding_size) def forward(self, tokenized_sentence: list[list[int]]) -> torch.Tensor: @@ -21,14 +15,11 @@ class NanoSocratesEmbedder(torch.nn.Module): computed_embeddings: torch.Tensor = self.__embedder(TOKENIZED_TENSOR) - _ ,SENTENCE_LENGHT, EMBEDDING_SIZE = computed_embeddings.shape # for batching + _, SENTENCE_LENGHT, EMBEDDING_SIZE = computed_embeddings.shape # for batching POSITIONAL_ENCODINGS = fixed_positional_encoding( - SENTENCE_LENGHT, - EMBEDDING_SIZE + SENTENCE_LENGHT, EMBEDDING_SIZE ) - computed_embeddings = computed_embeddings + POSITIONAL_ENCODINGS.unsqueeze(0) # for batching + computed_embeddings = computed_embeddings + POSITIONAL_ENCODINGS # for batching return computed_embeddings - -