From f46a112d6f9656c30a701101714f8ecf19df9098 Mon Sep 17 00:00:00 2001 From: Celia KHERFALLAH Date: Mon, 2 Oct 2023 11:19:00 +0200 Subject: [PATCH] chore: update CifarInFheWithSmallerAccumulators notebook for Q3 closes https://github.com/zama-ai/concrete-ml-internal/issues/3839 --- .../CifarInFheWithSmallerAccumulators.ipynb | 59 +++++++------------ 1 file changed, 22 insertions(+), 37 deletions(-) diff --git a/use_case_examples/cifar/cifar_brevitas_finetuning/CifarInFheWithSmallerAccumulators.ipynb b/use_case_examples/cifar/cifar_brevitas_finetuning/CifarInFheWithSmallerAccumulators.ipynb index 6a50ea747..edb361eb1 100644 --- a/use_case_examples/cifar/cifar_brevitas_finetuning/CifarInFheWithSmallerAccumulators.ipynb +++ b/use_case_examples/cifar/cifar_brevitas_finetuning/CifarInFheWithSmallerAccumulators.ipynb @@ -11,10 +11,7 @@ "\n", "During those tutorials, you may have experienced some slowness of FHE computations, which is intimately related to non-linear crypto operations on large accumulator size. \n", "\n", - "In this tutorial we present a new way to speed up computations by cancelling the least-significant bits of the accumulator, and thus having PBS of smaller precision. This technique reduces the FHE-circuit complexity while maintaining high accuracy.\n", - "\n", - "\n", - "" + "In this tutorial we present a new way to speed up computations by cancelling the least-significant bits of the accumulator, and thus having PBS of smaller precision. This technique reduces the FHE-circuit complexity while maintaining high accuracy." ] }, { @@ -60,7 +57,7 @@ "source": [ "bit = 5\n", "seed = 42\n", - "rounding_thresholds_bits = range(14, 1, -1)\n", + "rounding_thresholds_bits = [10, 9, 8, 7, 6, 5, 3]\n", "\n", "# MPS option is supported by macOS with Apple Silicon or AMD GPUs\n", "device = (\n", @@ -247,20 +244,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 50/50 [00:01<00:00, 27.27it/s]\n", - "100%|██████████| 50/50 [02:37<00:00, 3.14s/it]\n", - "100%|██████████| 50/50 [02:40<00:00, 3.21s/it]\n", - "100%|██████████| 50/50 [02:32<00:00, 3.05s/it]\n", - "100%|██████████| 50/50 [02:36<00:00, 3.14s/it]\n", - "100%|██████████| 50/50 [02:35<00:00, 3.10s/it]\n", - "100%|██████████| 50/50 [02:35<00:00, 3.12s/it]\n", - "100%|██████████| 50/50 [02:36<00:00, 3.12s/it]\n", - "100%|██████████| 50/50 [02:38<00:00, 3.16s/it]\n", - "100%|██████████| 50/50 [02:34<00:00, 3.09s/it]\n", - "100%|██████████| 50/50 [02:37<00:00, 3.15s/it]\n", - "100%|██████████| 50/50 [02:35<00:00, 3.11s/it]\n", - "100%|██████████| 50/50 [02:38<00:00, 3.16s/it]\n", - "100%|██████████| 50/50 [02:36<00:00, 3.14s/it]\n" + "100%|██████████| 50/50 [00:03<00:00, 14.44it/s]\n", + "100%|██████████| 50/50 [06:33<00:00, 7.87s/it]\n", + "100%|██████████| 50/50 [05:59<00:00, 7.18s/it]\n", + "100%|██████████| 50/50 [06:14<00:00, 7.50s/it]\n", + "100%|██████████| 50/50 [06:35<00:00, 7.91s/it]\n", + "100%|██████████| 50/50 [06:12<00:00, 7.44s/it]\n", + "100%|██████████| 50/50 [06:26<00:00, 7.73s/it]\n", + "100%|██████████| 50/50 [06:48<00:00, 8.16s/it]\n" ] } ], @@ -279,7 +270,7 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -401,27 +392,21 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 50/50 [00:01<00:00, 33.20it/s]\n", - "100%|██████████| 50/50 [02:34<00:00, 3.09s/it]\n", - "100%|██████████| 50/50 [02:37<00:00, 3.14s/it]\n", - "100%|██████████| 50/50 [02:35<00:00, 3.11s/it]\n", - "100%|██████████| 50/50 [02:34<00:00, 3.08s/it]\n", - "100%|██████████| 50/50 [02:41<00:00, 3.23s/it]\n", - "100%|██████████| 50/50 [02:47<00:00, 3.36s/it]\n", - "100%|██████████| 50/50 [02:37<00:00, 3.15s/it]\n", - "100%|██████████| 50/50 [02:42<00:00, 3.25s/it]\n", - "100%|██████████| 50/50 [02:44<00:00, 3.28s/it]\n", - "100%|██████████| 50/50 [02:38<00:00, 3.16s/it]\n", - "100%|██████████| 50/50 [02:38<00:00, 3.17s/it]\n", - "100%|██████████| 50/50 [02:46<00:00, 3.33s/it]\n", - "100%|██████████| 50/50 [02:38<00:00, 3.16s/it]\n" + "100%|██████████| 50/50 [00:03<00:00, 14.01it/s]\n", + "100%|██████████| 50/50 [07:18<00:00, 8.77s/it]\n", + "100%|██████████| 50/50 [06:26<00:00, 7.73s/it]\n", + "100%|██████████| 50/50 [06:17<00:00, 7.55s/it]\n", + "100%|██████████| 50/50 [06:26<00:00, 7.73s/it]\n", + "100%|██████████| 50/50 [06:14<00:00, 7.49s/it]\n", + "100%|██████████| 50/50 [06:27<00:00, 7.74s/it]\n", + "100%|██████████| 50/50 [06:29<00:00, 7.80s/it]\n" ] } ], @@ -435,12 +420,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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SZneUKY1jK0Hv3r1T/JxauXJlkrYSJUrcdXaGyWTSyJEjNXLkyDTHgkySAWOLBC0kpfvPRMl+drYkTZgwQYsWLdLkyZM1aNCgJP0TZmevW7dOzs7OkqSgoCC7PolnZye8PnPmTGZnZ2UZMLYAIEPxuSVJMhmP2DzviIgI+fj4KDw8XN7e3pkdzr2xxkljy0oRp1LoYJK880k9N0pmSwp9kpo1Z646vdRD33z1hapVCdXYcV9p9s+/aN/Of5Q3b1517NpdBfLn16j3R0iSjh8/oTKVqqpTh3bq0/MVHTh4SF17vKq+vV7VkEFvSZKWLP1ThmGoRPFiOnjosN4cPERubm5as2Kp7T+CyEKscdJX1aSrKdWsS/vYOnXqtAoEF9O6VctV47Hqtva3Br+jVWvWauPalUm2KV6moiKjIhW2/1/bzLMxY8fpk8/G6vTRQ5Kkn2bP0ZuD39Eno95XmdKltH3HLvUbMFBjPh6lTi+SSMtyrHGKHBsql5vnZDYl87IhRXnklftrW9L0uQUwtpBhMuBnYnR0tDxy+mvuzOlq/mwzW3unl17WlSvhWvDzrCTbNHnmOfn65pKHu7sW/LZI/n5+atfmBQ0c0N/2M/LDjz7RxElTtPS3BSpevJh27NylJ5o+ozEf/0/t27ZO86kjg2XA2AKADJWqz638Ur9dD+3nVmpzRSTRHkZha6Tvn86QXX+5KVqfrIvSmWuGKgaY9cWTbqpeMH7CYv2p1xWU06ypzd1t/dcfj9XrS6K0/UycCnib9FIlFw2s5SLLrd9kZv8bo8HLI3UiwpCvu0ktSznpg8fd5OOWzG86yJai4wx5fHBVc19wV/OStxOnnebf1JVIQwvaeCTZpt7U63I2S3929LS1/X4gRk1m3FTUO15ysZhU6LOrGlTLVb2q3Z71+P7qKE3fGaN9vXNk7EkBAHAPTl21qsCYa1rX1UM1Ct1eEPLWskitOhqrjd2S/vwq+eU1HbliVftyzupZ1UUHL1nVc3Gk+lZz0bD6rpIkq2Ho7eVR+vjvaFnMUpxV+uBxVw2u4/rAzg0AAHX6TQquk9lR3JPU5opYzvkwunbWcZ971Luai3pXc0n2tZWdPZO01SjkpA3dUh5GL5Rx1gtlmHH2KHOxmBSa36zlh2NtSTSrYWj54dgUx1qtQhbN2BUjq2HIbIpPuP530ap8OUxyscQ/vxGjJLNOLKb4WScAAGQXVkPK42nSxGZusphNCs1v0cmrVn2yLtqWRJv9b6x+3BWjGS3dVcbfrO1n4tRvSZTye5nUqWLyP2sBAEh3GZiryCpIoj2E4jzzKDUTJOPazpEluFaGx4Ns5Og66cdWjvu1nysF1kz1bvsXi18qXKXHJ7alwtctv6jLlH+kZJYKv/riCX1ZqapeO397qfCH419V3zdflW4tFW52uIc+WPGXCnf/QmVKl9K2HTs05qs+6tqlo/T2e/d0+g+KYRiKjrMqMtqqyNg43YyxKjImzvZ10/bYavv3ZqLXI2PjFBkd3+9mjFVRMVa7tsiYOEXFxm8T94CziiaT5O5skauTRe7OFrk5m+XmYlHRGzv1UaTjGmMf5npPV/NWkyFDhhF/rQzF/xJpGLfabr1mNRL+lZS47VZ/3ZpoHb/t7f7xLyX0M5TQ1a4t0TZS4mPfakv0OPG+dWdbMvtWonOwO56MW3En3tYgMexAVfM+/eDiuM5mx+i3tNla8q593JzN8nB2kqerkzxcneTpYpGHi0WerhZ5uDjJ08Up/rGrkzyd4//N4WqR+63XPFwt8X1cLPJwjf8+wEMsA34m+kVHy/K5v84+OUlKtJzz7KGXFeAbLr2ddDlnvhWN5ezkLMs7v9naSv2xVGeWPqfoAUfk4uKiN0NKaNDI/mrzag9JUjlJR0d9pFEzflKn2dtSFRseoAz6/xYAZJjUfm7lyOu4z0OOJNpDaFNcSQUavgrQpRTrv5xRbjWZGScP1w1yspjlbDHJ2WK+9WWSk8UslzseO93Rx/lWm8uttoTHTmaTnJ3u6Gc2y8XJ/rGTOb6P7bGTWc7mW8dwit+Pi8Usc3IngcwR8rjknV9GxGmZ7iwYKcmQSSbv/PH90rDWvXX7Tjp/+aqGjvzAvkB3ofi7tB47cUpmJxfJJX62Y6GQElqyZIlef/11la/ymAoUKKDXXuungQMHSrfqv4z7arzeffdd9Xytv86dO6f8+fOrR49XNHToUMnl3v7qbhiGomKttkTWTVtS6labLXEVpyhbH/sEl/12txNgN6PtE2QZmxgx3/q6/RFvvpXccnexyM05/sv91pebi0XuzmZbm9utfglJsMRtbk6393F7f7f7uDqZZTIl/Z5ef6CCTk3/0uHnVoMmbVSjWNK70z3qjDsSgNbEibhECThb0i2ZNuNW5s96x2vJ7cNIdMzEx7Le0d+4I+FnSwxa70waJk0uynCccLRLet6RCE3Y96FzxXVq03cOx1ZkwboKdXHRtahYXY+K1Y3oONvj2FvfkDdjpMsxkm5YJUXf9/vmbDHJw8VJOVydbiXjbj/O4Xor6ebqpBwuTraEXEJ/zzv65XB1kruzJdnvL2SQWz8TFXFaSYooS7LVf0nDz0QXF8/4Gzmt/lvNn28j6daNnP5aFX+DFJeks/5r1a4bfyMnJ/fbN3IKOxZ/I6ccuSRJN27clNnF3W57i4t7/OdBMvtEJsuAsQUAGSq1n1uPQOKfmmgPoQXbT2rx7Ika7zxWkv2StoRfzF+N6acl1moPPrh7YDYpPtmWTCLP6dZjF9vj5JOBCYk9uyTfnQk7J/OtxJ7942T3d6vdPib7vtn1F5ltS75XhXV9JSU/tnbU/EKVGnd6oDFZrYZtZlXiRNXtpNSt1xIluWyvJZqxZUt02SXDEiW5YuP0oD8RLWaTPJwtcnW2yN3FfDux5Xxnoup2sirZZJjLHUkwZ/tkV2aP2TiroSEffqgPY+JnDCU3tt52fksfvP22raYikBrpMbaiYuN0PSpO16NidT069vbjqFhdj07cHpt8v+jE/WMVGWPNkHM1mWSbDRf/7+1Em6fr7faEhJynq5Otn+etJJ6t363X+H5zwHYnMsn+l4Zb1+0e7kQ2a9YsderUSd98842qVaumsWPHavbs2dq3b1/8jZw6dlSBAgU0atQoSdLx48dVpkwZderUSX369NGBAwfUtWtX9e3bV0OGDJEkde7cWX/++ae++eYblSlTRtu2bdPLL7+srl276qOPPrrPi4AMkQFjCwAyVDb/3KImWjaWx8tNS6zV9GpMPw1z/kH5dcn22hnl1oiYF7XEWk0ftSyn0vl8FB1nVUycVbFxhmJuPY6543Gs1aro2FuPE9qthmJi7R/HWuOXoSU8Tro/49axkh4j4fGdM3CshhQVa1VUbMb80pFRnMymFJJtiWfy3UoA3pqJl/jx7SSf6dbsvVsJQIv948TJO9tswFvtiR/feWznZJKBTua7J1LirIZ6bi2o8imMrZExL2rH1oJa28iQxWyS1WrEL0e8c8ZWktlYCc+td8zicjxjK2G/D5qzxWSfjHK6PWMradvtfq5OZtssLrtkmF2b2bads8X8wM8tM1jMJtVv3lU9Z0RraApjq/nzXfmFHmmWHmPL1Sl+6aWvZ/rUjoqNs+pGTKLE2h3JtmtRsboRHatrUXG6cUdC7tqtWXJ2ibroWNsMwGu3+khR6RKrm7P5dqLNLtlmSdRun5BLmDGXXL9st4S19DPSCz/I+GOgTInuim5455fpyf/d0y8LrVu31vnz5zV06FD72dl545fAHDt2zDbjTJIKFSp0e3Z2+fK3Zme/Fj87+5Zx48bFz87u2TPR7Owe8bOzkTXdGlv6Y6CUaGzJO790j2MLADIUn1uSmImW2eHckzirodofrdCZ8EiZZFU18z7l0RWdU05tspaUIbMCfNy0duDjWfIX0rhEyTdbYi9xwi4hEWe1KjrW/nGs9VafWEMxVusdib1bycAUEoaxcYZdQjE6hWRfbJxV0XckA6PjHq4E390kl3BLSLbFxFp1/PJNSZI5mbFlVfx/6j1dLIq9NTvsQXNxMt91meHtNrPDpYd3zta6va/45CTS3x+7T+u9hbtU6NoO29g6nqOC3n2mnJ4smy+zw8NDLDuPrYQ/WFyLitWNqLgkS1ITJ+Su3Zoxl9Av8bLV5JawprfsuIQ1O48tZAHWOMUeXq3ta5aoYp3GcipSlyWcALK2bPq5ldpcEUm0h9Qfu0/r1elbJSU7kVLjO1TmP3bpyDCMW8m/O5J3txJ/CY+TzM6LvZUATDTDL/HjxAm824k941a/xMnAZPpZbyUT46y3YrpjRqE1/t8H5c4ZWK7Ot2ZtuVjubXlioiWKiZNcWTExjLSJsxpaf/Cclq7ZqCfqVFeNonl4X5EuGFupl9IS1oSEXGqXsMb3z+pLWBMtZU3jEtaE/2/d+dOU/28hPcXExGjx4sVq0qSJnJ25qz2ArC87fm6xnDObe7JsPo3vUFkjft2j0+GRtvYAHzcNa1aa/9ClM5Mpfummk0VyT9W9UbMGwzBuJ/YSZu+lOCvP0I7jV/TB4r0O9/vp8xVUIyT37YSZEzeIQOpZzCZVD/bVxb2Gqgf7kuRAumFspV7GLmFNuaZccktYk32cBZawurtYNHHV4WTLJxuKT6SN+HWPGpUOYKwBAPCIIIn2EHuybD41Kh3AX92RIpPJZFuyqVT8nhQamEuT/w7TmfDIlO65ogAfN7WoVIBxBgCwcbKY5W0xy9stff4abRiGbsbYL2G9kUJNuWvR8X0S15RL6HM9KukS1vj6ndG6eP3+7sBqSDodHqkNhy+qVlG/dDhrAACQ1ZFEe8jxV3ekJ4vZpGHNSuvV6VtlUvJLhYc1K804AwBkKJMpvraah4uT5JU++4yKjbtdUy6ZJawJS1MTZtPtPR2hjWGXHO6369TNeqxIblUL9lW1YF+VL+iT/W6wAAAAJJFEA3AHlgoDALKjhCWsuVK5hHX9oYtq++0Gh/2iYq1a9d95rfrvvKT4G+BULJRT1YLik2qVA3Mphyv/5QYAIDvgJzqAJFgqDAB41FUL9lU+HzeHJQ6+eTFUW49e1qYjl7Qp7LIuXIvSprBL2hR2SforfpZ3mfzeqhbkq6rBvqoa5JtutegAAMCDRRINQLJYKgwAeJSltsRB+YI5Vb5gTnWuFSzDMBR24bo2H7mkjWGXtPnIJR2/dFM7T4Rr54lwfbc2TJJULE8O2/LP+GSd+4M+PQAAcA9IogEAAADJSGuJA5PJpCL+OVTEP4daVy0sSTodftM2M21T2CUdOHfN9vXjxmOSpIK53FUt2FfVb81UC/bzlMnEH68AAMhqSKIBAAAAKbjfEgf5fNz1bMUCerZiAUnSpevR2nzkkjaHXdKmI5f076kInbh8Uycun9S8rSclSX45XFUtOJdtCWjJAG9mhAMAkAWQRAMAAADuIj1LHPh6uqhxmQA1LhMgSboWFautRy/bloBuP35FF65FafGuM1q864wkycvNSVUCc6lacPxdQMsV8JGLkzldzg0AAKRempNoQUFB6tq1qzp37qzChQtnREwAAADAIyGHq5PqFvdX3eL+kqSo2DjtPBFuW/75z9HLuhoZq7/2n9df++PvAOrmbFalQrlU9dYS0EqFc8rDhb+NAwCQ0dL807Zfv36aOnWqRo4cqQYNGuill15SixYt5OrqmhHxAQAAAI8MVyeLqgbF10br1UCKjbNq35mr2hh2SZvCLmrzkcu6dD1a6w9f1PrDFyVJTmaTyhbwsdVUqxrkKx8P50w+EwAAsp97SqL169dPW7du1dSpU9WnTx/17NlT7dq1U9euXVW5cuWMiBMAAAB45DhZzCpbwEdlC/jopdrxdwA9dP6aNoVd1qawi9oUdkmnwiO1/fgVbT9+Rd+sPiyTSSqR10vVbiXVqgX7Kq+3W2afCgAAD717nvdduXJlVa5cWaNHj9bXX3+tgQMHavz48SpXrpz69u2rLl26cFchAAAAIB2ZTCYVzeOlonm81K56fGmVE5dvaPOR23cAPXT+uvaduap9Z67qh/VHJUmBuT1U7VZCrVqwrwr7evB/dQAA0uiek2gxMTH65ZdfNGXKFC1btkyPPfaYXnrpJZ04cUJvv/22/vzzT82YMSM9YwUAAABwh4K5PFQwl4daVCooSbpwLUpbbt2oYFPYJe09HaGjF2/o6MUbmvPPCUlSXm9XVQ2Kr6lWNdhXxfN4ycwdQAEAuKs0J9G2bt2qKVOmaObMmTKbzerYsaM+++wzlSxZ0tanRYsWqlq1aroGCgAAAMAxvxyuerJsPj1ZNp8kKSIyRv8cvazNt5JqO0+E62xElH7beVq/7TwtSfJxd1bVoFy2JaBlC/jI2cIdQAEASCzNSbSqVauqUaNGGj9+vJo3by5n56RFS4ODg9WmTZt0CRAAAADAvfN2c1aDEnnUoEQeSVJkTJy2H78Sn1Q7En8H0PCbMfpz7zn9ufecJMnd2aLKgTlVLSi3qt26A6ibsyUzTwMAgEyX5iTa4cOHFRgYeNc+np6emjJlyj0HBQAAACBjuDlb9FiR3HqsSG5JUkycVXtORcTXVDtySZuPXNKVGzH6++BF/X0w/g6gzhaTyhfMaVsCGhqUS95u3AEUAPBoSXMS7dy5czpz5oyqV69u175x40ZZLBZVqVIl3YIDAAAAkLGcLWZVKJRTFQrlVPe6RWS1Gjp4/pqtptrmsEs6ExGpf45e1j9HL2vCqkMymaRSAd62GxVUDfKVv5drZp8KAAAZKs1JtF69eumtt95KkkQ7efKkPvroI23cuDHdggMAAADwYJnNJhXP66Xieb304mOBMgxDxy/d1KYjl7Qp7KI2H7mssAvXted0hPacjtDUdUckSUX8PG0JtWrBviqYy507gAIAspU0J9H27NmjypUrJ2mvVKmS9uzZky5BAQAAAMgaTCaTCuf2UOHcHmoVGn8H0HMRkdp85LI2hV3UpiOXte9MhA5fuK7DF67rp83HJUn5fNxsM9WqBfmqaJ4cJNUAAA+1NCfRXF1ddfbsWRUpUsSu/fTp03JySvPuAAAAADxk8ni7qWn5fGpaPv4OoOE3YvTPsUu2JaC7ToTrdHikFmw/pQXbT0mSfD1dVCUwly2xVjqft5y4AygA4CGS5qzXE088ocGDB2vBggXy8fGRJF25ckVvv/22GjVqlO4BAgAAAMjafDyc9XjJvHq8ZF5J0o3oWG0/duXWEtBL2nrssi5dj9bSPWe1dM9ZSZKni0WVA3Op+q0loBUKcQdQAEDWluYk2qeffqq6desqMDBQlSpVkiRt375defPm1bRp09I9QAAAAAAPFw8XJ9Us6qeaRf0kSdGxVu0+FW67UcHmI5cUERmrNQcuaM2BC5IkF4tZFQvlVNXgXKoWnFuhgbmUw5WVLgCArCPNP5UKFCignTt36scff9SOHTvk7u6uLl26qG3btnJ25jbXAAAAAOy5OJlVuXAuVS6cS6/UC5HVamj/2avaFHbJNlvt/NWo+MdHLumrvw7JbJLK5Pex3aigalAu5c7BHUABAJnnnv604+npqZdffjm9YwEAAADwCDCbTSqVz1ul8nmrU80gGYahIxdvaHNYfF21zUcu6dilG9p1Mly7ToZr8t9hkqSieXLYblRQLdhX+XO6Z/KZAAAeJfc8P3rPnj06duyYoqOj7dqfeeaZ+w4KAAAAwKPDZDIp2M9TwX6eeqFqIUnSmfDIW7PULmpz2GXtP3tVB89d08Fz1zRj4zFJUoGc7vE11W7drKCIn+cjfQfQr776Sp988onOnDmjChUqaNy4capWrVqyfadOnaouXbrYtbm6uioyMtL2/OzZsxo4cKCWLl2qK1euqG7duho3bpyKFSuWoecBAFlVmpNohw8fVosWLbRr1y6ZTCYZhiFJth9WcXFx6RshAAAAgEdOgI+bnqmQX89UyC9Junw9WluOXtamsIvadOSydp8M18krNzVv20nN23ZSkuSXwyXR8k9flcrnLYv50UiqzZo1S/3799eECRNUvXp1jR07Vo0bN9b+/fuVJ0+eZLfx9vbW/v37bc8TJyANw1Dz5s3l7OysBQsWyNvbW2PGjFHDhg21Z88eeXp6Zvg5AUBWk+Yk2muvvabg4GAtX75cwcHB2rRpky5evKg33nhDn376aUbECAAAAOARl8vTRY1K51Wj0vF3AL0eFautxy7bloBuP35FF65F6/fdZ/T77jOSJC9XJ4UG5bItAS1X0EeuTtnzDqBjxoxR9+7dbbPLJkyYoEWLFmny5MkaNGhQstuYTCYFBAQk+9qBAwe0YcMG7d69W2XKlJEkjR8/XgEBAZo5c6a6deuWMScCAFlYmpNo69ev14oVK+Tn5yez2Syz2azatWtr1KhR6tu3r7Zt25YRcQIAAACAjaerk+oU81edYv6SpKjYOO06EW67UcE/Ry7ralSsVu4/r5X7z0uSXJ3i7wCasAS0cuFc8swGdwCNjo7WP//8o8GDB9vazGazGjZsqPXr16e43bVr1xQYGCir1arKlSvrww8/tCXMoqKiJElubm52+3R1ddXatWtJogF4JKX5J0ZcXJy8vLwkSX5+fjp16pRKlCihwMBAu6nAAAAAAPCguDpZVCXIV1WCfNWzvhRnNbT3dIQ23bpRwaawS7p4PVobb81ckySL2aSyBXxULSiXqgXnVtWgXMrp4ZK5J3IPLly4oLi4OOXNm9euPW/evNq3b1+y25QoUUKTJ09W+fLlFR4erk8//VQ1a9bUv//+q4IFC6pkyZIqXLiwBg8erG+++Uaenp767LPPdOLECZ0+ffpBnBYAZDlpTqKVLVtWO3bsUHBwsKpXr66PP/5YLi4umjhxoooUKZLmANJS/FKSrly5oiFDhmjevHm6dOmSAgMDNXbsWDVp0iTNxwYAAACQPSUkyMoW8FHX2sEyDEOHL1yPT6rdSqSdvHJTO45f0Y7jV/Ttmvg7gJbI66WqwfFJtWpBvgrwcXNwpIdTjRo1VKNGDdvzmjVrqlSpUvrmm2/03nvvydnZWfPmzdNLL70kX19fWSwWNWzYUE899ZStLjYAPGrSnER75513dP36dUnSyJEj9fTTT6tOnTrKnTu3Zs2alaZ9pbX4ZXR0tBo1aqQ8efJo7ty5KlCggI4ePaqcOXOm9TQAAAAAPEJMJpNC/HMoxD+H2lYrLEk6eeWmNoddsi0BPXjumvafvar9Z69q+ob4O4AW9vWw1VSrFuyrwNweWe4OoH5+frJYLDp79qxd+9mzZ1OseXYnZ2dnVapUSQcPHrS1hYaGavv27QoPD1d0dLT8/f1VvXp1ValSJV3jB4CHRZqTaI0bN7Y9Llq0qPbt26dLly4pV65caf5hktbil5MnT9alS5e0bt06OTs7S5KCgoLSegoAAAAAoAI53VWgUgE1r1RAknTxWpQ2H7lsWwL676lwHbt0Q8cu3dDcf05Ikvy9XO2SaiXyesmcyXcAdXFxUWhoqJYvX67mzZtLkqxWq5YvX67evXunah9xcXHatWtXsit8fHx8JMXfbGDLli1677330i12AHiYpCmJFhMTI3d3d23fvl1ly5a1tfv6+qb5wPdS/HLhwoWqUaOGevXqpQULFsjf31/t2rXTwIEDZbEkf5edqKgoW1FMSYqIiLCdS0xMTJrjzooSziO7nA+yDsYWMgpjCxmFsYWMwth6NHi7mvV/JXLr/0rkliRdjYzV9uNXtPnIZW0+elk7ToTr/NUoLdp5Wot2xtcF83ZzUmhgTlUNyqUqgblUNr+3nC3mVB0vzmpow6Hz+ueCST4HzumxEH9Z7jEh17dvX7300kuqWLGiqlatqnHjxun69evq0KGDYmJi1KVLF+XPn18ffPCBJOn9999X9erVFRISovDwcI0ePVpHjx5Vp06dbON87ty58vf3V6FChbR792698cYbeuaZZ9SgQQO+F4BHWHb8mZjaczEZaVzQXqRIEf3yyy+qUKHCPQWW4NSpUypQoIDWrVtntxb/rbfe0qpVq7Rx48Yk25QsWVJHjhxR+/bt1bNnTx08eFA9e/ZU3759NWzYsGSPM3z4cI0YMSJJ+4wZM+Th4XFf5wAAAADg0RFjlY5ekw5HmHQowqSwqyZFWe2TXi5mQ4E5DIV4GwrxloJyGHJJ5u/9Oy6aNO+IWVeib2+f08XQc0FWVch9bzXHFi1apPnz5+vy5csKDg5W9+7dVbx4cUnSkCFDlCdPHr322muSpEmTJmnDhg26fPmycuTIoZCQELVv396uzvVvv/2mX375ReHh4cqVK5fq16+vF154wbYqCACyixs3bqhdu3YKDw+Xt7d3iv3SnESbNGmS5s2bp2nTpt3TDLQE95JEK168uCIjIxUWFmabeTZmzBh98sknKd4hJrmZaIUKFdKFCxfuemEeJjExMVq2bJkaNWrEDzSkK8YWMgpjCxmFsYWMwthCcmLjrNp75qq2HI2frbbl6GVdvmE/m8HZYlLZ/N6qEphLVYNyKbRwTq0/fEl9ftqhO38RS0injWtTQY3L5BUAZEXZ8WdiRESE/Pz8HCbR0lwT7csvv9TBgweVP39+BQYGytPT0+71rVu3pmo/91L8Ml++fHJ2drZbulmqVCmdOXNG0dHRcnFJejtqV1dXubq6Jml3dnbONm92gux4TsgaGFvIKIwtZBTGFjIKYwuJOTtLlYNcVTnITy/Xk6xWQ4fOX9PGWzXVNoVd0unwSG07Hq5tx8P17dojkiQnsylJAk2SDMUn0j74fb+eKl/gnpd2AsCDkJ1+Jqb2PNKcREsoVHm/7qX4Za1atTRjxgxZrVaZzfF1Bv777z/ly5cv2QQaAAAAADwoZrNJxfJ6qVheL3V4LFCGYejE5Zu2GxVsCrukwxeuK9aa8mIgQ9Lp8EhtCrukGiG5H1zwAACH0pxES6n22L3o37+/OnXqpCpVqqhatWoaO3asrl+/brtbZ8eOHVWgQAGNGjVKkvTqq6/qyy+/1GuvvaY+ffrowIED+vDDD9W3b990iwkAAAAA0oPJZFIhXw8V8vVQy9CCkqTpG47qnfm7HW577mpkRocHAEijNCfR0lPr1q11/vx5DR06VGfOnFHFihX1xx9/KG/e+PX/x44ds804k6RChQppyZIlev3111W+fHkVKFBAr732mgYOHJhZpwAAAAAAqRbinyNV/fJ4uWVwJACAtEpzEs1sNstkSnltflxcXJr217t37xSXb65cuTJJW40aNbRhw4Y0HQMAAAAAsoJqwb7K5+OmM+GRydZFkyR3Z4vKF/R5oHEBABxLcxLtl19+sXseExOjbdu26fvvv9eIESPSLTAAAAAAyG4sZpOGNSutV6dvlUlKNpF2MyZObb/doAkdQpU/p/uDDhEAkII0J9GeffbZJG2tWrVSmTJlNGvWLL300kvpEhgAAAAAZEdPls2n8R0qa8Sve3Q6/Hbts3w+bmpdpZC+X39EO0+Eq9m4tfqqfWU9VoQbDABAVpBuNdEee+wxvfzyy+m1OwAAAADItp4sm0+NSgdo/cFzWrpmo56oU101iuaRxWxSy9CC6jHtH+05HaEO323UO01LqVPNoLuW1QEAZDyz4y6O3bx5U1988YUKFCiQHrsDAAAAgGzPYjaperCvQv0MVQ/2lcUcnyQr5Ouhn1+tqWcr5les1dDwX/dowJydioxJW/1pAED6SvNMtFy5ctn9BcQwDF29elUeHh6aPn16ugYHAAAAAI8idxeLxrauqHIFfPTh4r36eesJHTh3lTppAJCJ0pxE++yzz+ySaGazWf7+/qpevbpy5cqVrsEBAAAAwKPKZDKpW50iKpXPW71nbNXOE+F65su1+qpdZVWnThoAPHBpTqJ17tw5A8IAAAAAACSnVlE/Lexd21Ynrf13G/Xu06XVsUYgddIA4AFKc020KVOmaM6cOUna58yZo++//z5dggIAAAAA3JZQJ+2ZCvF10oYt/FdvzqVOGgA8SGlOoo0aNUp+fn5J2vPkyaMPP/wwXYICAAAAANhzd7Ho8zYV9U7TUjKbpLn/nFDrb9brdPjNzA4NAB4JaU6iHTt2TMHBwUnaAwMDdezYsXQJCgAAAACQVEKdtB+6VldOD2ftOBGuZuPWalPYpcwODQCyvTQn0fLkyaOdO3cmad+xY4dy56a4JQAAAABktNrF/PRr79oqlc9bF65Fq923G/TD+iMyDCOzQwOAbCvNSbS2bduqb9+++uuvvxQXF6e4uDitWLFCr732mtq0aZMRMQIAAAAA7lDI10PzEtVJG7rgX71FnTQAyDBpvjvne++9pyNHjuj//u//5OQUv7nValXHjh2piQYAAAAAD1BCnbRyBXw06ve9mvPPCf139qomvBiqfD7umR0eAGQraZ6J5uLiolmzZmn//v368ccfNW/ePB06dEiTJ0+Wi4tLRsQIAAAAAEiByWRS97rUSQOAjJbmmWgJihUrpmLFiqVnLAAAAACAe5RQJ637D1u078xVtft2g4Y1K60OjwXKZDJldngA8NBL80y0li1b6qOPPkrS/vHHH+v5559Pl6AAAAAAAGlXyNdD83rWVLNbddLepU4aAKSbNCfRVq9erSZNmiRpf+qpp7R69ep0CQoAAAAAcG88XJz0RZuKertJSZlN0px/Tqj1xA06HX4zs0MDgIdampNo165dS7b2mbOzsyIiItIlKAAAAADAvTOZTHq5boi+71otvk7a8SvUSQOA+5TmJFq5cuU0a9asJO0//fSTSpcunS5BAQAAAADuX51i/vq1d22VDPDShWvRavftBk1bf0SGYWR2aADw0EnzjQXeffddPffcczp06JAef/xxSdLy5cs1c+ZMzZkzJ90DBAAAAADcu4Q6aW/N3anfdp7Wuwv+1a6T4Rr5bFm5OVsyOzwAeGikeSZas2bNNH/+fB08eFA9e/bUG2+8oRMnTujPP/9U8+bNMyBEAAAAAMD98HBx0ri2lTT4qfg6abO3xNdJOxMemdmhAcBDI80z0SSpadOmatq0aXrHAgAAAADIICaTST3qhah0fm/1nrFNO45f0dPj1mp8h8qqGuSb2eEBQJaX5ploAAAAAICHl32dtCi1nbhB0zYcpU4aADiQ5iRaXFycPv30U1WrVk0BAQHy9fW1+wIAAAAAZG2Fc8fXSWtaPp9irYbenb9bg37epajYuMwODQCyrDQn0UaMGKExY8aodevWCg8PV//+/fXcc8/JbDZr+PDhGRAiAAAAACC9ebg46cu2lTToVp20WVuOq/U31EkDgJSkOYn2448/6ttvv9Ubb7whJycntW3bVt99952GDh2qDRs2ZESMAAAAAIAMYDKZ9Eq9EE3tUk0+7s7afqtO2uYjlzI7NADIctKcRDtz5ozKlSsnScqRI4fCw8MlSU8//bQWLVqUvtEBAAAAADJc3eLUSQMAR9KcRCtYsKBOnz4tSQoJCdHSpUslSZs3b5arq2v6RgcAAAAAeCCokwYAd5fmJFqLFi20fPlySVKfPn307rvvqlixYurYsaO6du2a7gECAAAAAB4M6qQBQMqc0rrB//73P9vj1q1bKzAwUOvWrVOxYsXUrFmzdA0OAAAAAPBgJdRJK53PW31mbtP241fU7Mu1Gt++sqoE+WZ2eACQadI8E+1Ojz32mPr3708CDQAAAACykbrF/bWwdy2VDPDS+atRavvtBk2nThqAR9h9J9EAAAAAANlTYG7P+Dpp5fIpJs7QO/N3a/A86qQBeDSRRAMAAAAApMjDxUlftqukgU+WlMkk/bT5uNpM3KCzEdRJA/BoIYkGAAAAALgrk8mkV+uHaGqXavJ2c9K2Y1f09Li1+ufopcwODQAeGJJoAAAAAIBUqVfcX7/2qa0SeePrpLWZuEE/bjya2WEBwANBEg0AAAAAkGp31kkb8stuDZ63kzppALK9dEui7dixQxaLJb12BwAAAADIojxd7eukzdxEnTQA2V+6zkTjVscAAAAA8GhIqJM2pXNV6qQBeCQ4pbbjc889d9fXw8PDZTKZ7jsgAAAAAMDDo36JPFrYu7Z6TPtH+89eVZuJGzTimbJqV71wZocGAOkq1TPRfv31V0VGRsrHxyfZrxw5cmRknAAAAACALCrIL75OWpNyAYqJM/T2L7uokwYg20n1TLRSpUqpZcuWeumll5J9ffv27frtt9/SLTAAAAAAwMPD09VJX7WrrPGrDumTJfs1c9Nx7T9zVeM7hCqvt1tmhwcA9y3VM9FCQ0O1devWFF93dXVV4cJM1wUAAACAR5XJZFLP+kU1+VadtK3HrqjZuLX65+jlzA4NAO5bqpNoEyZM0CeffJLi66VKlVJYWFi6BAUAAAAAeHg1uFUnrXjeHDp3NUptJq7XjI3HMjssALgvqU6iubq6ysPDIyNjAQAAAABkE0F+nvqlZ6076qTtok4agIdWqpNoyWnatKlOnz6dXrEAAAAAALKRhDppbzYuIZNJmrnpmNpO3KBzEZGZHRoApNl9JdFWr16tmzdvplcsAAAAAIBsxmQyqVcD+zppT1MnDcBD6L6SaAAAAAAApEZyddJmbqJOGoCHx30l0QIDA+Xs7JxesQAAAAAAsrEgP0/N61lLT5WNr5M2eN4uvf3LLkXHWjM7NABw6L6SaLt371ahQoXSKxYAAAAAQDaXw9VJX7e/XSdtxsZjavstddIAZH1O97LR5cuXNWnSJO3du1eSVKpUKXXt2lW+vr7pGhwAAAAAIPtJqJNWOr+3+s7cpn+OXtbT49ZqfIdQhQbmyuzwACBZaZ6Jtnr1agUHB+uLL77Q5cuXdfnyZY0bN07BwcFavXp1RsQIAAAAAMiGEuqkFctzu07aT9RJA5BFpTmJ1qtXL73wwgsKCwvTvHnzNG/ePB0+fFht2rRRr169MiJGAAAAAEA2FeznqV961dKTZeLrpA2at0tDqJMGIAtKcxLt4MGDeuONN2SxWGxtFotF/fv318GDB9M1OAAAAABA9pfD1UnjO9yuk/YjddIAZEFpTqJVrlzZVgstsb1796pChQrpEhQAAAAA4NGSUCdtcqeq8nJz0j9HL6vZl2u19djlzA4NACTdw40F+vbtq9dee00HDx7UY489JknasGGDvvrqK/3vf//Tzp07bX3Lly+ffpECAAAAALK9BiXj66S9/MMWHTh3TW2+2aCRz5ZRm2qFMzs0AI+4NCfR2rZtK0l66623kn3NZDLJMAyZTCbFxcXdf4QAAAAAgEdKQp20N2Zv15J/z2rQvF3afSpcQ58uIxenNC+oAoB0keYkWlhYWEbEAQAAAACATQ5XJ41vH6qvVx7U6GX/afqGY9p3+qq+7lBZebzcMjs8AI+gNCfRAgMDMyIOAAAAAADsmM0m9X68mErn99ZrP23XlqOX1WzcWk3oEKpKhXNldngAHjH3NA/20KFD6tOnjxo2bKiGDRuqb9++OnToUHrHBgAAAACAHi+ZVwt711bRPDl0NiJKrb/ZoFmbj2V2WAAeMWlOoi1ZskSlS5fWpk2bVL58eZUvX14bN25UmTJltGzZsoyIEQAAAADwiAv289T8XrXUuExeRcdZNfDnXXpn/i5Fx1ozOzQAj4g0L+ccNGiQXn/9df3vf/9L0j5w4EA1atQo3YIDAAAAACBBQp20r/46qDF/xtdJ23/mqr5qT500ABkvzTPR9u7dq5deeilJe9euXbVnz550CQoAAAAAgOSYzSb1+b9imtSpirxcnbT5yGU9M+5vbTt2ObNDA5DNpTmJ5u/vr+3btydp3759u/LkyZMeMQEAAAAAcFePl8yrBb1rqWieHDoTEanW32zQ7M3HMzssANlYqpNoI0eO1I0bN9S9e3e9/PLL+uijj7RmzRqtWbNG//vf/9SjRw917949I2MFAAAAAMCmiH8Oze9VS0+Ujq+T9tbPO/Xu/N3USQOQIVJdE23EiBF65ZVX9O6778rLy0ujR4/W4MGDJUn58+fX8OHD1bdv3wwLFAAAAACAO+VwddKEDqH68q+D+uzP/zRtw1HtOxOhr9uHyt/LNbPDA5CNpHommmEYkiSTyaTXX39dJ06cUHh4uMLDw3XixAm99tprMplMGRYoAAAAAADJMZtN6vt/xfRdx9t10pqNW6vtx69kdmgAspE01US7M0nm5eUlLy+vdA0IAAAAAIB78X+l7OukvTBhPXXSAKSbVC/nlKTixYs7nG126dKl+woIAAAAAIB7VcQ/h37pWVNvzN6hpXvO6q2fd2rXyXC9+3RpuTil+d56AGCTpiTaiBEj5OPjk1GxAAAAAABw37zcnDWhQ6jGraBOGoD0k6YkWps2bZQnT56MigUAAAAAgHRhNpv0WsNiKlvAW/1+2m6rkzbhxVBVLJQzs8MD8BBK9VxWbhoAAAAAAHjY/F+pvJrfu5ZC/D3j66R9s16zt1AnDUDapfnunAAAAAAAPExC/HNofq9aalQ6r6JjrXpr7k4NXbBbMXHWzA4NwEMk1Uk0q9WaYUs5v/rqKwUFBcnNzU3Vq1fXpk2bUrXdTz/9JJPJpObNm2dIXAAAAACA7MHLzVnfdAjV6w2LS5J+WH9U7b/dqPNXozI5MgAPi0y/NcmsWbPUv39/DRs2TFu3blWFChXUuHFjnTt37q7bHTlyRAMGDFCdOnUeUKQAAAAAgIdZQp207zpWkZerkzYduaRnvlyrHcevZHZoAB4CabqxQEYYM2aMunfvri5dukiSJkyYoEWLFmny5MkaNGhQstvExcWpffv2GjFihNasWaMrV66kuP+oqChFRd3+y0JERIQkKSYmRjExMel3Ipko4Tyyy/kg62BsIaMwtpBRGFvIKIwtZBTGVuaoV8xXc3tU16sztuvwhet6/pv1GtmslFpWLpDZoQFZXnb83ErtuZiMTCx2Fh0dLQ8PD82dO9duSWanTp105coVLViwINnthg0bpp07d+qXX35R586ddeXKFc2fPz/ZvsOHD9eIESOStM+YMUMeHh7pcRoAAAAAgIdQZKw07aBZuy/HL9KqE2BVi0CrLJm+ZgvAg3Tjxg21a9dO4eHh8vb2TrFfps5Eu3DhguLi4pQ3b1679rx582rfvn3JbrN27VpNmjRJ27dvT9UxBg8erP79+9ueR0REqFChQnriiSfuemEeJjExMVq2bJkaNWokZ2fnzA4H2QhjCxmFsYWMwthCRmFsIaMwtjJfc6uhr1Ye1hd/HdKaM2bddPXVuDYV5JfDNbNDA7Kk7Pi5lbBq0ZFMX86ZFlevXtWLL76ob7/9Vn5+fqnaxtXVVa6uST/8nJ2ds82bnSA7nhOyBsYWMgpjCxmFsYWMwthCRmFsZa7+jUuqXKFcen3Wdm05ekXPTdioCR1CVaFQzswODciystPnVmrPI1Mnqfr5+clisejs2bN27WfPnlVAQECS/ocOHdKRI0fUrFkzOTk5ycnJST/88IMWLlwoJycnHTp06EGFDgAAAADIRhqVzqv5vWqpiL+nTodH6vlv1mvuPycyOywAWUimJtFcXFwUGhqq5cuX29qsVquWL1+uGjVqJOlfsmRJ7dq1S9u3b7d9PfPMM2rQoIG2b9+uQoUKPcjwAQAAAADZSNE8OTS/Vy01LJVX0bFWDZizQ8MX/quYOGtmhwYgC8j05Zz9+/dXp06dVKVKFVWrVk1jx47V9evXbXfr7NixowoUKKBRo0bJzc1NZcuWtds+Z86ckpSkHQAAAACAtPJ2c9bEF0P1xYoDGvvnAU1dd0R7Tkfo6/aVqZMGPOIyPYnWunVrnT9/XkOHDtWZM2dUsWJF/fHHH7abDRw7dkxmM7dGAQAAAAA8GGazSf0aFleZ/D56fdZ2bQq7pGbj1uqbF0NVvmDOzA4PQCbJ9CSaJPXu3Vu9e/dO9rWVK1feddupU6emf0AAAAAAgEdeQp20l6dt0eHz19Vqwnp92KKcWoUWzOzQAGQCpngBAAAAAJCC23XS8lAnDXjEkUQDAAAAAOAu4uukVdFr/1dMkjR13RF1+G6jLlyLyuTIADxIJNEAAAAAAHDAbDbp9UbFNfHFUOVwddLGsEt6Ztxa7TxxJbNDA/CAkEQDAAAAACCVnigToPm9aqqIn6dOhUeq1YT1+vmfE5kdFoAHgCQaAAAAAABpUDSPl+b3rqX/KxlfJ+0N6qQBjwSSaAAAAAAApJG3m7O+7VhFfamTBjwySKIBAAAAAHAPzGaT+jcqrm/uqJO260R4ZocGIAOQRAMAAAAA4D40vqNOWssJ66iTBmRDJNEAAAAAALhPydVJG/ErddKA7IQkGgAAAAAA6cBWJ+3xopKkKX8f0YuTNuoiddKAbIEkGgAAAAAA6cRsNqn/EyX0zYuh8nSxaMPhS2pGnTQgWyCJBgAAAABAOouvk1ZLwbfqpLWasE7ztlInDXiYkUQDAAAAACADFMvrpfm9aunxknkUFWtV/9nUSQMeZiTRAAAAAADIID7uzvqOOmlAtkASDQAAAACADJRQJ21Ch9t10p758m/tPkmdNOBhQhINAAAAAIAH4Mmyt+uknbxyUy3Hr9Mv26iTBjwsSKIBAAAAAPCA3Fkn7fVZOzTy1z2KpU4akOWRRAMAAAAA4AFKqJPW51adtMl/h+nFSZuokwZkcSTRAAAAAAB4wMxmk954ooQmdKgsTxeL1h++SJ00IIsjiQYAAAAAQCZ5smy+JHXS5m87mdlhAUgGSTQAAAAAADJRQp20BiX8FRVrVb9Z2/Xeb9RJA7IakmgAAAAAAGQyH3dnfdepqno3iK+TNmltmDpO3qRL16MzOTIACUiiAQAAAACQBVjMJg1oHF8nzcPFonWHLqrZuLXUSQOyCJJoAAAAAABkIQl10oJye+jklZtqNWGdFmynThqQ2UiiAQAAAACQxRTP66UFvWurQQl/RcZY9dpP1EkDMhtJNAAAAAAAsiDqpAFZC0k0AAAAAACyqIQ6aePbUycNyGwk0QAAAAAAyOKeKkedNCCzkUQDAAAAAOAhUDyvlxb0qq36ieqkvU+dNOCBIYkGAAAAAMBDwsfDWZM6VVWvBiGSpO/WhqnTFOqkAQ8CSTQAAAAAAB4iFrNJbzYuqa9v1Un7+2B8nbR/T1EnDchIJNEAAAAAAHgINSmXT7/0rKXAW3XSWo6nThqQkUiiAQAAAADwkCoR4KWFvWqrXvHbddI+WESdNCAjkEQDAAAAAOAh5uPhrMmdq6pn/fg6ad+uia+Tdpk6aUC6IokGAAAAAMBDzmI26a0n76iT9iV10oD0RBINAAAAAIBsInGdtBOXqZMGpCeSaAAAAAAAZCMJddLqJqqT9uHivdRJA+4TSTQAAAAAALIZHw9nTUlUJ23i6sPqPGUzddKA+0ASDQAAAACAbCihTtpX7SrL3dmitQcvqNmXa7XnVERmhwY8lEiiAQAAAACQjTUtn0//396dx0VZ7+8fv4aRXcGtWNywNFdERSXUTqe+JFmZmJlxKtfUVDp5OEcLc81KM/Vouf3y5JJLZZZkHcWQI3ZEjopLpbmgWbYIai4gpiLcvz+QyVEUTYYbhtfz8eBRc88997zv8eNklzPXvXJoe9WtXtCT9ticFK366hezxwLKHUI0AAAAAACcXGN/H62K6WDrSfvr+zvoSQNuEiEaAAAAAAAVQFUvNy3o01aD6UkD/hBCNAAAAAAAKgiri0UvXtGT9ugsetKAG0GIBgAAAABABXN5T9qPJ+hJA24EIRoAAAAAABVQYU/aPQ1r2nrSJq7eo7x8w+zRgDKJEA0AAAAAgAqqqpebFvZtp+fuLehJ+39ffqc+C7bo1Fl60oArEaIBAAAAAFCBWV0seqlzY838Syt5ulr13/Tj6jJzo/YcoScNuBwhGgAAAAAA0CMtAvXJkPaqU92zoCdt9iZ9Rk8aYEOIBgAAAAAAJElNAnz0WUxH3dOwpn7LzdPz9KQBNoRoAAAAAADAprAnbdC9d0iiJw0oRIgGAAAAAADsWF0siuvcRG9H/96T9ujMFHrSUKERogEAAAAAgCJ1Cfm9J+3wibN6bPYmff41PWm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