diff --git a/8-translation-transformer.ipynb b/8-translation-transformer.ipynb index a79491d..b5b3c0a 100644 --- a/8-translation-transformer.ipynb +++ b/8-translation-transformer.ipynb @@ -144,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -153,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -168,24 +168,24 @@ " \n", " \n", " \n", - " xxbos quelles questions devraient être traitées respectivement au niveau international et au niveau national , ou quelle xxunk devrait être établie entre la réglementation internationale et la réglementation nationale ?\n", - " xxbos which issues should be dealt with internationally and which nationally , or what division should be made between international regulation and national regulation ?\n", + " xxbos xxmaj quels sont les trois aspects les plus importants des changements xxunk au xxup mdn / dans les xxup fc do nt vous voudriez être mis au courant ?\n", + " xxbos xxmaj what are the three most important topics regarding change within xxup dnd / xxup cf on which you would like to be kept informed ?\n", " \n", " \n", - " xxbos comment la culture et les arts y vivent - ils , et comment la société civile les prend - elle en considération dans le développement de la ville ?\n", - " xxbos where do art and culture fit in , and how is civil society taking them into consideration in developing the city ?\n", + " xxbos xxmaj quels sont les aspects de votre expérience professionnelle qui , selon vous , xxunk une importance particulière dans le cadre de vos futures fonctions de xxmaj commissaire ?\n", + " xxbos xxmaj what aspects of your professional experience do you feel will be of particular relevance in your prospective role as xxmaj commissioner ?\n", " \n", " \n", - " xxbos qu’arrivera - t - il si les entreprises canadiennes et les gouvernements ne se xxunk pas sur la question du conflit entre le travail et la vie personnelle ?\n", - " xxbos what will likely happen if canadian organizations and governments do not deal with the issue of work – life conflict ?\n", + " xxbos xxmaj qu’est - ce qui fait que l’eau xxunk ( au lieu de xxunk ) du robinet ( qu’est - ce qui crée la pression de l’eau ) ?\n", + " xxbos xxmaj what makes the water xxunk / run ( and not xxunk ) out of the tap ( what creates water pressure ) ?\n", " \n", " \n", - " xxbos qu'adviendra - t - il de l'examen de rendement et de la rémunération au rendement de xxunk et comment se xxunk - t - il à cet égard ?\n", - " xxbos what happens to xxunk 's evaluation review and performance pay and how will this make him feel ?\n", + " xxbos xxmaj quand les gens de la xxunk xxunk ont voulu continuer la tradition des concerts et des [ activités ] xxunk , qu'est - ce qu'ils ont fait ?\n", + " xxbos xxmaj when the theatre group wanted to continue the tradition of concerts and xxunk ( events ) , what did they do ?\n", " \n", " \n", - " xxbos quels avantages prévoit - on en général pour la région du delta de beaufort par suite de la signature de xxunk / d'une entente future sur l'autonomie gouvernementale ?\n", - " xxbos what benefits to the beaufort delta region generally are expected as a result of this aip / future self - government ?\n", + " xxbos xxmaj que font les employés chez qui cette qualité est forte , que ne font pas ou ne peuvent pas faire les employés chez qui elle est faible ?\n", + " xxbos xxmaj what is it that employees who are strong on the qualification do that employees who are weak on that qualification do n't or ca n't do ?\n", " \n", " \n", "" @@ -232,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -241,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -250,7 +250,7 @@ "1" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -261,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -273,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -296,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -306,7 +306,7 @@ " 0.6000, 0.6667, 0.7333, 0.8000, 0.8667, 0.9333])" ] }, - "execution_count": 156, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -318,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -336,12 +336,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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vpNHE6My+jvV5E7Oob7ew1Zu/ytYJa5+RQ1ALjvX/BlQqmPegHM7603P+H+eBsiY5fyQSGsN/TbjqUFHaaKIgLRaDtsc5JYTgrGm5/GP1Purbu8hMMPQ9qHoz7PoITrgN4tIDu6A+AY6+AVY/KJ8nZ3pQ47Y6rDz808N8sO8DHKZxnFl4O1MypnRvP7o4nX+s3s9PJUZOPiwwM0CoFCQV8Nppr/GXdX/h1Z2vsq9lH385/i8k6tyvhLZXyS//yb00BpVKMDk3ie1DJBgsJSW0LV9O+4oV3SYiQ/EIMqa0kXDto+hOusSreePHkiaOLErrNoWRkI1l5iLm/vhXlpXsGNTQxnCwbGsVcTo1c8b3NbkUZcRhtjqob7eQlWjwcHR40ObmknLhBaRceAHOri7MP/1E+5eraV+9mvblKxA6HXGzZ5N4yi+JnzMHda/oKqvdyUGjmflT+kbbzRmXhVol+HxXneeEvc1vgKkh8EUeQOFxMPYU+PYJmH45xAUfrru7Vo7uGhc1JUWeskYTBWkDw8GOKkpDkmBvrZtVypcPyKv+o926UXxzxCIwJMHXjwV1eIe1g+u/uJ4P9n3AuUVXYK64gskj+k6IGaOS0WtU/HCgMbgxhohWpeXOo+7k7qPu5qfqn7jk00uo6nCvgW2vbCFWp6Ywve9qb0peMrtr27DYvWscwWKrqaHppZcoOetsSk47ncannkaVlETWnXcy+qvVFC6wkn5SAXofQqG6pZPyJjNHFfV9KcQdezUOoSJr92uDMv5wsr6smdlj0vsskIDuuVHa6DsRMpyoDAbiTziBEQ/cz5iv1zDqrTdJWXgRXTt3Uv3H29h37Gwqb76F9i++wGm1ctBowuGUKMroO5eTYrUcVZTKql117i/ksMMP/4C8I2BUANpCb35xP1g74Lsngjvexe6adtQqMUDrGQqigqEXTqdEudHsNk44P00ub1Bu7DchqjbCgdUw+1b55R4MhiQ46gbY8ynUbAvo0MbORn6z8jdsrNvIw7MfZlbSxYCKMVl9Hya9Rs3hBan8sH/o/AzuuGDcBbww7wWMXUYuX345JS0lA/bZXtXKpJykntW2iyl5SdgcErtrwmeKcZpMtHz4IeVX/Ir9c+ZS/9jjCL2OrDsWM3rNGgreeIPUyy5Fay2D2u1wxNU+HZE/unw5R/cTDCIhm+8NJzK96RPoHEaht/1wOCUqm80DBDPQPTeGWjD0RqjVxM6YQdbixYz+ajWj3nqT5PPOw7x+PZU33sS+447H+NCDjDeWU+RmkXfC2Az213dgdOfr2fGBXMLmuN8Fn3yaOR4OO0vWPGxdwZ0DWWMozojzP7Q2jEQFQy+qWzux2p0UuBEM2YkGdGoVB43mvhs2vQ6aGJj569AufuQ1oE8MaJVR1VHFFcuvoLS1lH/M+QcLihewt64DlYDijIGT+pjRaeypa6ehffDLKHhjVvYsXv7lyzicDq5YcQU7m3Z2b7M7nOyq6et4VlB8DtuqQjMnSZKEedNmqu+8k73HHU/N7YuxVVeTfsMNFK9cQeHSpaRefjnarF5mlHVLZAE++Xyf5/+xpImUWK1b2/D2vIsxSF1Im18P6R4Gk5rWTmwOifzUgbWecpJj0KlVlEVQMPRGqFTEzphB9t13MebrNYx8YQnxxx1H7OqV/O2bfxK76GKaXnoJe2OPpqxoPRX957LTKc+/zMNgzC9DG9jMK6CrBX5eFvQpfq5pZ3x2ZCLwooKhF2WN8oMyKm3ghFCrBHmpMRxs6vUwWc3yCuOwM+Xw01CISYbpl8HPn8gp+D6o6ajhypVX0mJp4YV5L3Bc3nEA7KtrJz81doAJAHpWsOvLIp4qwrjUcbx26mvEamK5cuWVbG3YCsD+ho7ujPP+5CbHkBqnY1tFcKttR0sLxn/9i5IFCyi/+GLalq8g8dRTGPXmGxR/vpKMG29AN2rUwAPbauQJPv0y0PnOOl1b0sSRhWluY/0TCmfyk3M8zrXPy2aLYYiy+HEnGNQqwai0WEqGiWDojdBqiT/uOHIff4y3/vgsLx51MdrUVOofe5x9J55E5U2/peO77xmZLPtGKpr7CYYDX0LDbln7DzUPoeB4SCmQqyAEQVuXjaqWTsaPiEwJmKhg6EVpk/ywe0o5z0+Npby3YNj9CVja5JII4WDqhXIexM5/e92tzlTHlZ9fSZuljSXzljAtc1r3tr117YzxUE9I+bzPPUSQ/MR8/nXqv0g1pHLdquv4uennbueyO41BCMGUvKRu57S/dG7dSvXti9l3wonU/fkR1HHxjHjwT4z55htyHnqI2JkzvcfJb3wVnA6Y9Ruf1+qw2Kls7mTKSPdmxbFZCbxsPwV1WwXs+Syg+xgqlJW0uwUSQEF63LDRGDyxp0Oi8uhfUPDWmxR99impl1+OecMGKq66CvUV53Pevq+oPdgv/HzrOxCTChPPDn0AKhXMuFyuj9Z0IODD99bK5tIJUY0h8pQ1mjBoVWT1jzpyMSo1lgqjuSdUb/Pr8qogWCdVf7KnyGrs1qUed2nsbOSqz6/C2GXkuZOfY2JaT+0gi91BWZOZsVnunVXxeg1JMVqqWoaHYADIjsvmxXkvEqeL45pV1/D9wZ3E6dQUeRDOU3KT2FvXjtnqfbXttFpp+fBDSs+/gLILL6L9889JOvssCj/8DwVL3yH5vPNQx/tRc8ZuhY2vwJiTIa3Y5+5VzXL8el6K+5fq2OwEVjln0W7IgfUv+r5+BDhoNKNWCUYkuZ8HRelxlDeZcfjKBYggJQ0d3Vnz+qIisv74f4z+eg05jz+OfsQIrtz5KUfe/iuq77iTzp07wdIhC+qJZ3uuWBAo0y4BoQ5Ka/jZJRiiGsMwQIlI8pTun58WR7vFTrPZBs1lUPqN/OWHKf0dIeSqq5Xr3K4yTDYT139xPXXmOp6Z+0yfcFR5/PJk9VaBNDc5hsrm0JNvwklOfA4vznsRlVCxpvVBxuTZPH4HU/KScUqwq7rN7XZ7UxMNTz3N/pPmUHP7YpwmE1l338Xob75hxH33YRg/PrDB7VsJHXVw+NV+7a4I3dxk9zWP0uP1pMQZWJd4srya7KgPbDxDQHmTmdzkGI+lRwrS47A6nFS3DK/nSKHZZKXZbKO4X0SSSqcjaf7pjHr9NZ5YeB/bJs6mbflyys49j/KLzqOt1Ik08bzwDSQhWw5d3fIWOALLH9pd00aiQUP2IIcEeyIqGHpR2uQ+VFVBsbmWN5lgy9uAkKsthpPJ58vn3dZXa7A5bfx+ze/Z27yXJ058ghlZMwYcqiROjXHTd0EhLyWme1U7nBiVOIrnfvE8dslKfexTtFrcm4sU30P/RDdLSQnVd93F/pPm0PjUUxgmTWTkSy9S9OknpF5yiX/agTt2fiibF/yst1/VIkeh5KV4LoY3JiueZfYjQXKG5JwcLCqMZo9mJBgekUneKGmUQ8r7h6r2Rjd6DC8efgFjvl5D5m23Yauupuq7VA5cfS/GN97EaQ6TVj3zCjDVw57lAR22u7ad8SMSI1ZPKyoYXNgdTiqMZrcRSQrKZDnY1AFb3pTL7iaP9Lh/UCTlyslP25bKJX+Ro2ge+PEBvq/+nnuPvpfZue6rse6ra0clvE+I3JQYqlo6ByVzNVTU9hw6Ky/D7Kzn1jW3YnOzyspMNJASq+VAgzz5zZs2UXH9DZScdjptH39C0jlnU/TZp+Q//zzxxx4b2sSydcmVNSfMB7V/uaBVzZ1o1YKMeL3HfcZlJfBlUxpS+jhZ8AwzDhrNjHTjeFZQBENZ0/AUDAfq5XEVuQm3VRiZGktlsxniE0g7/3SKT6kk98pj0aSlUffgg+w/aQ71Tz6J3RhioEbxXEjIkd8XfuJ0SuypbWdCBBLbFKKCwUV1Sxc2h0RhuucJMdJlN3aUfAetFbIZaTCYcpFsqqr4CYDntz3Ph/s/5Lqp13H2GM+Osb11HRSkxbmNSFLITY7BbHXQYh660hj+UtXSicNcxJXjb2d97Xru/eFetwJsRKKBmM3rKLv0UsovvoTOTZtIv+EGRn+1mhH33Ye+KLReEN0cWC0nKh12ZkD3MCIpxqMpDOQggA6Lg/bi+VD2ndwSdJjQ1mWj2WxzG5GkkJmgJ1anpqRhmAqGxg60auFVaxuZGoPNIVHX1gU7/40QDhKv+D0FS99h1FtvEjNrFk3PPsf+OXOpfehhbNXVwQ1GrYGJZ8GBr2Q/hh9UtXTSYbEzPgI1khSigsGFEpHkzZQUo1OTmaAnveoLUOth3KmDM5gJC+S6S1vfZvXB1Ty95WkWFC3guqnXeT1sb327zyxJZbJUDUP7cG2rbIY5d+wZ3DjtRj4u+ZgXt/c4aCWnk7ZVq/jjfx7mvHcfx1ZZRdYddzB69Zdk3HQjmlQ/i535y8/LwJAMhf6Xr6hu6fToX1BQShz8nDoXkIaVOUkJx/YmGIQQFKTFDVuNoaRBNgl7K8+uLPIqjGbY9i5kTYZMubR17IwZjHz6KYo+/YTEU06h+e232T/vl1TfdRfWgwcDH9D408FhkcNh/eDnGtl/FokaSQpRweBCCb/z1R1pVGoM41q/g6IT/YppDwp9PIw/nf17P2Hxt4uZlDaJe4+516tZxGJ3UN5k9tn6MjdZnhDDzQENUN3ahUpARoKeRVMWcVrhafxz8z/5ruIb2pYvp/TMs6i66bfE2C08f+RCRn++ktTLL0MV6/klFjR2K+z+TJ7UAUSpVDV3kutlpQow1uUD2tyVDRkT5Obyw4QKLzkMvSnMiBu+PoaGDq/mVKDbVGas3C237JwyMHFRX1xMziN/ZvTKFaRceCFtyz7mwKmnUX3b7VjLyvwf0MijZD/V7k/92n1fvaxZRLKNbVgEgxDiFCHEHiHEfiHE7W62/00IscX1s1cI0dJrm6PXtogtnUobTcTp1GQkeLYNAxwRV0+WoxbGnzao42ktPpGbk7TEqDT87aS/oVd7H1dJg1wbpn8pjP7kDmuNoZOMBD1atQohBPcedQ9nVWbTecl1VN36OySHg5zH/sLG+5/jwxEzsYhBLBVQ+jVYWgMyI1ntTurau8jxoTEkxWrJStTLwQITz5Z7B7fVhDrisNCd3ObF+QxQmBZHZbNcKWA4YXfIxfOK3GT+9yYn2YAQEH/AlUsy6VyP+2pzc8m++y6Kv1hF6qWX0rZyJQdOn0/17Yv90yDUGtm6sHeFX9FJVS2dpMbpiNNHrsZpyIJBCKEGngZOBQ4DFgohDuu9jyRJt0qSNE2SpGnAP4HeGVydyjZJks4IdTzBUtZkYlRanE9n5bGOdQB0FZ48aGNxSk4W139NtUbD35Nmkh2X7fOY/a5VhreIJICUWC0xWvWwjEyqae0iOykGSZJoX7OG2gsvY+HrFagdsHRhDtn/foekBQvITo3r3n/Q2PWhXKKk6ES/D6lt7UKSIM+HYADZMVrWaJLtz8PInFRuNJMcqyXRW0MqZM3a4ZQGZg9HmIpmuZyHpzwYBb1GTXaigZyGb+X8oaQ8n+fWZmaStfh2Rq/6XBYQy5dz4NTTqLn7bmw1PgT7uNOgqxXKv/d5nfq2rkGvXOuLcGgMRwD7JUkqkSTJCrwDeFtmLQTeDsN1w0pZo8mvJtvjW79li7OYSvvgOYZe3fkq39as5Y9SKtPKN/p1TE2r/KIfmer9pSSEcEUmDa8JDfKLdVZzCeULL6by2utwmkzk/OVRDO88z38KG3lo/Z8ByHYlXin3HHYcNlntH3cqaLxrar1RtDBfpiSQ76GuzQIZ4+SkxmESnVRhNDPKhxkJ6I7eG24Z0CUNSqiq74qk45KcFJi3w5h5AV1Dk5FB1uLbKV71OSkLF9L64UccmPdLah9+GHuThyKVxXPkmmp+mJNq27rITvT/uRsMwiEYcoGKXv+vdH02ACHEKKAQWN3rY4MQYoMQYq0Q4qwwjCdgbA4nFc2dFHiJSAKgvZbUlu2scswctLISW+q38I9N/2DeqHlcNOZcqNsh95L2QV2bhVidmng/1M/c5JhhZ0rq+vlnfrPs75z3xsPYamrIvv9+ij/9hKQzzuCYkbO5dsq1fFzyMR/t/4gRSfKLt3awNIay76CzOSAzEvQIBl+mJIDMRD317V1y1NW40+QItK6hb0LUH1+hqgp5dwOGAAAgAElEQVRFwzSXQYmU6p/c5o6TdDtR4wxYMChoMzPlpkIrV5B45hk0v/EmB06eR8M/n8LR0e/voouVhcPuT7vD0D1R2zr4vS58MdTO54uA9yVJ6l1Qf5QkSbOAi4G/CyHc1h0QQixyCZANDQ0NYR1UZXMnDqfkNSIJkG2EwBfOGYMiGFq6WvjD139gRNwI7jvmPsS4U+QN+3y3xKxzqZ/+xO3nDqMkN2tlFVX/90dKzz6H4qZySs79DcUrV5By4QUIbY85Y9GURRyefTgP/fQQFmS1fdBMSftdUWdFJwV0mPI39VRKojdZCQZsDknOoh89FyQHlHwd1HDDhd3hpKq506fjGSAlTkdSjHb4CYbGDlLjdCTH6nzue7h1Hc1SPJbs4JpjKWhzcsh58EGKPvmEuNmzaXz6aQ7Mm4fxjTeRbL18CuNPh7YqqNni8Vw2h5Mm0/+GYKgCemd55bk+c8dF9DMjSZJU5fpdAqwB3H5LkiQtkSRpliRJszIyMkIdcx/8jUhiz3Kk5HwqtQUDy2+HiCRJ3P393Ri7jDx+4uMk6BIgfaxci2nvSp/H17dZyPThOFfITY6h2WzzWW9oMHG0tVH32GOUnHoq7Z9/juqSK/j1yXdgP/9iVIaBk0KtUvPIcY9gUBu484fbSI4bRFPSgdUw6mh5lRcAVS1mMhL0XvNIFBRzWF1bF+QdDroEv8MZB4ua1i7sTvfltt1RmD78IpMqmzv90nhwOilqWcs3zilUt4Unp0dfVEjeP56k4N2l6EePpu7BBylZcAZtq1bJmuHYU0CovJqTGtotSFLP8xEpwiEY1gNjhBCFQggd8st/gCdNCDEeSAF+7PVZihBC7/p3OnAssCsMYwoI5eH2lvWM1QQlaxDjTic/LT7sguH9fe+zpnINt868tacwnhByXfjSr+US316oa/ffYdWdyxABrUGy2TC+/gYHTp6H8eVXSDz9dIpXrqD+oisx6WK6zUTuyIzN5MHZD7K3eS+GrOWDY0pqq4H6XX6XwOhNdUuXzxwGhSyXDbmurUsOhy06Afav9mlmGEz8jUhSKByGVVbr2yxk+bNAqtmCwdrEV45pYZ/LMVOmkP+vV8l77llQq6m66beUX3YZnaW1cujqnhUej61tk5/pSNVIUghZMEiSZAduBFYCPwPvSpK0UwjxgBCid5TRRcA7Ut9U1gnABiHEVuAr4BFJkoZcMBw0monTqUmL86J+lqwBexeMO4X81Bi5XlKYKG8r57H1j3HUiKO4ZEK/bOqxv5SvW/atx+MlSXKZkvzXGAAqh9DPIEkSHV9/TcmZZ1H30EPoD5tA4b8/IOeRP6PNzu42C/kywxyfdzyXTrgUk/5rSjo2h3+gB1zuryAEQ5UfyW0KSt/w+jZX06TRc6H1IDTuC/i64cJbHwZ35CQbqGu3DKsqq/XtXWT6Mw/2rUJC8LVzysCGPWFACEHCiSdS9NGHZN93L9aSUsrOO4/qbzXYynaCyX2L3TrXPPDrHgaRsPgYJEn6TJKksZIkFUuS9JDrs3skSVrWa5/7JEm6vd9xP0iSNFmSpKmu3y+FYzyBUt/eRVaSD/t8yddyVEH+MYxKi6OiuRNnGCaE3Wnnjm/vQKvS8uCxD6IS/b6Sgtmgjev2b7ijrctOl83pt8aQO8Qag6WkhIpF11BxzbXgdJL3zDPkv/wyhgkTuvepDWBC3DzjZuJVOTQYXvNYbC9oDqyGuEzInOh73144nZIsGPyISIKe+6xzrRApnuu6fuTMSQeNZrRq4VVr601mggGHU3LfIjMCWO1Oms22bqHrlX0rIXcWJnXyoIbcCo2GlIsuonjlCtKuupK2DWUc+DSTxsfvx2kZ2Emx7n9FY/hfoKHd4rXoGSCbc0YdDRod+amx3clMofLCthfY1riNe46+h6y4rIE7aPRysb69n3s0M9S3KS9V/x6mzAQDGpUY9MgkR3s7dY88SskZZ9K5eTOZt99G0bKPSJhz0gAhXNPaRXq8zq/+tgaNgXkZtyCp23lw7cPhG7DTCSVfyX/vAEupN5msWO1OvzUGvUZNSqy223RAyihIGw37IygYmszkpcQO6LXtCSUZNNKtYhUaOuRx+PS1dTRA1SbE2HnkpsRQaRz8BZI6IYHMP/yBoo+XEZ/jpOHtLyg5fT7tX3zRpx5YbZsFnVpFqjfrxRAQFQzID7bXl2p7ndzyz1UzR3FuVYT4QO027mbJtiXML5rPLwu89JgtOhHaKsFY4nZzncsc4ZdtFbk944hkw6BpDJLTScuHH3Lg1NMw/utfJJ99lrxi+tWvEDr3D3xta2dADrfJGZOxNs5hRdlnrCzz7Zz3i9ptYG4K2owEnvswuCMr0dD93QGy1lD2XUgN5EPB31BVBeUFXB+GBVI46Fkg+ZgHB74EJBhzMiNTY4c0SU9XUEjerw8nf74aVUwMlTfeRMXVi7CUlAKyxpCZqI9YuW2FqGAA6n1pDKXfyL8Ljwd6HIehrJRsTht3f383yYZkbj9iQBWRvriu68nPoKifgYS4DVYuQ9fPP1N+yaXU3L4YbW4OBe++y4g//QlNWprX42pau8hO9P+lmpNkwNp4EgXx43n4p4dp7moOdeg9/oWiEwM+VBGy/uQwKGQlGvq+VEf/AuydcPCHgK8fDmpaO8lN9v8ZGm4aQ71rHBnxPu6h9Bu5dlH2VEamxAyKj8ErRScSF19B4UtPkHXHHXRu2ULJmWdS/9e/0tTYGvFQVYgKBkwWO2arw3uNpNKvwZAEI6YCdAuRhhBWSi9vf5ndxt3cddRdJOnd9wfuJn0sxGfJq0k3KCatQBxWucmxYdUYHB0d1D78MKXnnoe1vJwRDz1EwdtvEzN5kl/H17R2+RX/ryBrF2pOz7mZNmsbj6x7JMiR9+LAasiaJHfeCpDuzm1++hhAXmB0+xgACo4FtS4i5iS7w0mTyUqGP/Z5F92CoWN4CQaf86DsW9l3p1IxMjWWZrON9q4hLENfJFseRMV3pF5+GcUrlpM0fz5NL7zINS8v5pjq7RHvl3LICwZltePVLln6NRQcByrZ/p0Sq0OtEkFPiH3N+3hu23OcWnAqc/Pn+j5ACPlBLv3WrZ+hvs1CgkFDrM7/olt5KTHUtXeFXARNkiTali+n5NTTaH79DZIvvIDi5Z+RfO45CD/t9GarndZOW0CmJMVB6ujKZtHkRXxW+hlfV4SQIGY1wcG1sn8hCKpbukhw9dT2l6xEAw29o3p0cZB/dI/mMoQYTVYkCTLi/bdtx+o0xOs1PZFVEaahrQsh8B5d2FwOLQfl+UxPFFwfAT3YpI+FhBHdCY2a9HRy/vwwo956k3aNgdPe+zsV116LtbJy6MbUj0NeMHSrn54EQ3OZ/CD1qsmvUgnS4nRBqdAOp4N7vr+HRF0ii49c7P+BBcdBRy007R+wqb69y+/kNoXclBgkKbSyEtaKCiquXkTVrb9Dk5FBwbtLGXHvvaiTfGhA/aj1M1S1NzE6NcmxWmpbu7hq8lWMSRnDA2sfoN3aHtC1uyn7Hpy2nuigAKn0o9x2fzITDTglaOq9wCg6Qc6jMHmouTNIKIscX9WF+5OZoB9WGkNanN5rH4buInYFchfEHu1/CCOrhJDfJ6VfywEPLhyHTeaGE26h5Pwr6Vy/gZL5C2hc8kLf7Okh4pAXDA2+1E+lTIFi53eRkaCnsSPwh+mdPe+wo2kHtx9xOymGFP8PVK6v+Dt6UdcWeAp9XncuQ+D2Vclmo/H5JZTMX0Dn5s1k3XEHBe+9S8zkyQGfC3oEQ6DZntmJBmpau9CqtTxwzAM0djbyxMYnghoDZd/IZpz8o4I6vKqlMyD/AvQEC/RxQI86Vv598Ec3RwweyjxI9xWd14/0BD0Nw0RjqG/3I/u/7DuITYOM8YA8foDGoRZuRSfKgQ71O7s/qmvrwqFSYz93IUWffkLc7GNpeOIJSs85F/PmQcjZ8UJUMLjs8x6dz6XfyPb9jHF9Ps5I0AesMdSaavnn5n9ybO6xnFJwSmADTS2Se8e6cUDXBVGmV1ndBtqwp3PrVkrPPY+Gv/2N+BNOoOizT0m9/DKEOvjeCD3JbYG9WEckGahtk8c/KX0Sl064lPf3vs+Wes+1aDxS/gPkzgRtYGNQ8KdzW3+U76yPGSNnOmgM8niGEGWR89+tMfiR3Fb2rSx8XWZOZd4PvWBwWSBK1nR/1B1dmGhAO2IEI596irxnnsbR0UH5xZdQ+8CfcHT41x40VA55wVDfbkGjEqS4K7olSbJgKDxeVv96kR4fuGB4dN2jOJwO7jryrsDD0YSAwuPkFU8vP4MkSXKdpAAzJZWXkr/34DSZqH3oYcouWoijtZW8Z54m7x9Pos1yk3sRIMGWARiRHENNS89L9YZpN5AVm8UDax/A5gxA/bZ0QM1WGHVMQNdXMFlkH0nAGoPrfmt7CwaNXq6d5Efd/nASrMaQkaDvDhONND7rhfXzLwAkxWjRqMTQR1Yl5si+hl6CoVtz7jUPEubMoejjj0m59FKa336bktPn07Vnz6AP75AXDA3tFtLj9e6btzfsBlO9256/GQl6mkwWv7Ofvzr4FV8c/IJrp15LXoLvpiBuKTgOTA3yuFy0mG1YHU6yAogmATBo1SToNX5NiI7vvqdkwRk0v/EGKQtlNTdhTuCx/p6oae0kOVZLjC4wrWNEooEmk5Uum1ysN1Yby+IjF7OveR9v7HrD/xNVrgenHfKDEwx+BTC4IT1eh0ow8MU66lg5p2IIy3A3dshl2wPtGpaZYMBkdWCyRK4gI4DDKdHYYfGe9dzPvwAuf2G8bug1BpAXnAfXgkP+29V6CDtXx8eRfecdFCx9B8PEiejy8wd9aFHB0GHxrD6Xusw2hccN2JQRr8fmkGjt9L0yNdvMPLzuYUYnj+byiZcHP1hlHKU95iQlVDWY2Oe0eB1NXsoZOFpbqV58BxVXXYXQ6xn15htk33M36njfTVACoba1K6gSAIpPondUzNz8uZw48kSe3fos1R3V/p3o4I9y1cuRRwQ8BugxQ6QHKBg0ahXp8fq+PgaQNRfJCRXrghpPMDS0e5kHXhguuQxNJgtOyUeoaj//gkJ6fHD+wpDJPxqsHd1+hrq2LhINGo8LpJgpUxj5zNOoYoIzdwbCIS8Y6tu8TIiDP0JiLiSPGrApPYAY7he2v0CtqZZ7jr4Hrcr/cMYBpBRAUr7sKHXRY5cMfFKnx+tp9DCh21evpmT+AlqXLSPtmmso/PA/xM6YEdSwfRFoDoOC4pOo7ld+e/ERcrTXn9f92b8Tlf8A2ZPBEFxXPuWl4jVM0gNZiYaBpVXyDgeVZkjNSYrmHCiZwySXQVkceNXa+vkXFGTBEIHxK4EOB9cCsmCIdLlthUNeMDR0eLFLVvwEI48c4F+AXk4rHyulstYyXt35KmcUn8H0zNAaggAuP8P33WFuwWQ9K8gaQ9/x25ubqfrD/1F5/Q2o09IofO9dMm+9BZV+8Ko91rp6PQfKCFeWbv+Q25z4HK6Zcg1rKtbwbaXnqrQA2K2yKSlIMxL0aAzBrLjlJLd+z5AuFnJmDKkDurHDj3phblDuOdK5DA3dYece5oEb/4JCRoLnBdKgkpQHSSO7I9Bqg4guHCwOacHgcEo0eTIltVTI3ZY8hC/6k/UpSRKPrJOby9w689awjJlRx0CnsTufQbFPB/NS6q9Ct3/5pdxYZMUK0m+8kcJ3l2I47LDwjNsDXTYHTSZrUBqDYn5y18ntssMuoyCxgEfXP4rV4cVMULNFLmsepOMZoMn1Nwym8FlmosG983bUMVC1yWcfjnDR0GEhPSGI8XebkiLrgFZKi3hc5LnxLygo8yAi2cb5R8kagyRR1xp4dOFgcUgLBsUu6falWvGT/HvkkW6P7UmM8SwYVles5vvq77lh2g2kx6SHPN4+43GNr67NQnKs1q+uYf1Jj9fTbLZiMTZTfdttVN5wI5r0dArff4+MG2/wWPAunCgrzWBU6Di9hkSDxm0nN51ax+1H3E55Wzmv7XrN80mUVXn+0QFfX6HJJH8HWm+JVR7ISjB0V2btw6hj5YS7qg1Bj8tfrHYnLWab7xpDbkiJ1aFRie5E0UihPEceF0jl30NMygD/AshBAFaHk7bOCDjQ84+C9hoczeU0dFgiXm5b4ZAWDF6jSQ6ulfsgZLmv9ZMYo0GnVnnUGLrsXfxl3V8YkzKGi8ZfFLYxkzZafsAreuySgUYkKaTH65heu4eys86i9ZNPSb/+OllLGD9w8gwWyks92AmR6Sor4Y5jc49lzsg5LNm2hFpTrfsTlP/gqkUVfLvYxg5LUP4FgOwkD5pn/pGyQ3wIzEmKOTEYjUGlEkGFboeb+nYLSTFeFkgV6+RFlZsyLRGt+TRStkh07P0Oh1Mi63/JxyCEOEUIsUcIsV8IMaBUqBDiV0KIBiHEFtfPVb22XSGE2Of6uSIc4/GXBm/lMCrWQt4sULsP3xNCeE1ye3Xnq1Sbqll8xGI0qsBCAL0ihPyAuyJW6toDz2EAOS9h7FvP8NCPL+CIiaNg6VIyfvvbIdESehNsYpVCWpz3yKr/O/z/cEpOntjgJiPa6ZAXACFoCyDfQzCOW+jpoTGgNIkhSXaIeyicGE4aXeUggvExgCuXIeKCwUtZGLMRGvd6jDpLj1SSG0DmBNAnYS+TFwD/MxqDEEINPA2cChwGLBRCuDNML5UkaZrr50XXsanAvcCRwBHAvUKIAOpEhEZ3Ncb+K+6uNqjb6fOFkR7vvl5SnamOl3e8zMmjTubw7MPDNt5uRh4hP+hmI/VBZD13btlCyTnnkPDFJ3ww+gSanlhCzKTAOpaFC6NrtZoWQPG23qTH6/vWGupHXkIev570a5aXLR+YEV2/CyytIfkXQH6hBCsYsrpbfLqx0ecfA5UbwDG4tXIaOuRrBxpuq5AZRBWAcFPvLdy20mWOyxuGgkGlhpFHoK+WF3rBRBcOBuHQGI4A9kuSVCJJkhV4BzjTz2N/CaySJMkoSVIzsAoIsFZE8HjM9qxcL8eR57v3Lyh4qpf05KYnsTvt/G7m78I21j64/AzOg+uob7f4/TBJNhv1Tz5J2cWXgM2O7slneXHSAhoj2JlR+fu5zTz3g1QfGgPAryf+msyYTB5d9yhOqZctv9xVjyhEwdDUYSU9SMGW1b/FZ29GHiH3Z6jbEcrwfPI/oTF4y3quXAdCDbnuw60jnouRfxTxbftIouN/R2MAcoGKXv+vdH3Wn3OFENuEEO8LIUYGeOyg0NBuIUHvJqGk4ifZvpvnfbXvzpS0rWEbH5d8zOWHXR58hrMvcmaASkNn6Y+yXdKPh8lSUkrZwotpevY5ks44g8JlH5FxnPxCbIpEco+LUBy3IGsaLWYbdofn8uGx2lhumXkLO5p28GnJpz0bKtfJ9aeSg88ktdqdtHbaSAvypZoSq0OrFtS5eykpz1/F+qDH5w/BVlZVyEzQYzT1Kh8+xEiSJIede5oHFT9B9iS5rLkbkmO0qFUiMhoDdFsmDlfvC/o5CjdD5Xz+GCiQJGkKslbwr0BPIIRYJITYIITY0NDQEJZBNbRbyHC32j64FrImgj7B6/Hp8X0nhCRJPLr+UdJj0rl6ytVhGaNbdLGQPaU7McZbGQBJkmh+5x1KzzkHW0UFuf94kpxH/ow6Pp5Eg3cH+lBgNFmDdtwC3RPJaPYu3E4vOp2JaRP5+6a/Y7a5QkAr18t+pBAwurSVYE1hKpUgM8HgXmNIypPr9lcOsmBwLZCCiWwDyHBXPnwIaeu0Y7U73WsMDjtUbvQYXQg9ZfQbh7L0dm9yZ2AXGmbr9/vdb3uwCYdgqAJG9vp/nuuzbiRJapIkSXlqXgRm+ntsr3MskSRpliRJszIygo8g6U2Du5aeDrtskxzpu/xyRoJenhAuO/mKshVsa9jGb6f/ljit+9VJ2Bh5JIb6LWiwezQl2ZuaqLzuemrvu5/YmTMpXLaMxHnzurcLIdeJiaTG0NhhJS0u+FWSIlR83YNKqLjtiNuoN9fz6s5X5YbwzWU+tUJfdJfDCGGll5mod58gJoQsuCoHtzSG17IwfqDMoUiZk5QcBrf3UL8LbCavggEimP0MoI2hXDeGWarBL47nL+EQDOuBMUKIQiGEDrgIWNZ7ByHEiF7/PQP42fXvlcA8IUSKy+k8z/XZkOB2QtTtkB8kP+ry92Q/W7E6rDy56UnGpYzjjOIzBmO4fRl5BGpHFxPEQbempI5vv6XkzLMw/fADWXcsZuQLS9BmZQ7YL6ITApfGEORqG3oEg9GHnwFgeuZ0Tik4hVd2vEJdqat9ZtgEQ/D3kJmg79v7uTd5R8gCrCM8WrI7gi2HoaBExUVK8/QYRAI9+Ug+vuf0CJcP36GawFj7PjkTfxgQsmCQJMkO3Ij8Qv8ZeFeSpJ1CiAeEEMob8rdCiJ1CiK3Ab4FfuY41An9CFi7rgQdcnw0J9W1dAx8mH4ltvekd//z27rep6qji97N+j1oVfG8Cv3GNb6Zqb58Xq9Nqpe7Pf6bi6kVoUlIoeO89Ui+/3GObzfQIawxNHZbQBEOAESU3z7gZu2Tn6d1vyvWIXH28g0X524XyYk2N03sWbMoLbRAT3RrDpDFEqmFPvbee55XrIT7bpx8pPV4XmbIYLjY6R6PDBnXbIzaG3oTFxyBJ0meSJI2VJKlYkqSHXJ/dI0nSMte/F0uSNFGSpKmSJJ0kSdLuXse+LEnSaNfPK+EYjz+YLHZMVsfACVG5XrbrJo90f2AvlJdBeXMDz297ntm5szk6J7SYeL9JyqVFl8WRmv3oNbIgshw4QNkFF2L812ukXHIJBe+9i2HcWK+nSYugxmB3OGk220gdAlOSQl5CHgvHL+RDcxl7s8fL/poQUP52oTgN0+J0NJtt7ku450yTBdggVlqVNYbghXNEE8TwUUCv4icYebjbeme9USIMI1IWA/ihq0D+R+XGiFy/P4ds5rPHwmdVG+VOXn6gHPt59RuYbKbBC0/1wAH9RGao9iJJEi3vv0/peedjr60l75lnyL77LlQG39FKch5AZCZEs9nmGkPwL6UkV0RJ/2KA3rhm0lXEO538LYTrKjSZrBi0KuIC7CXRm7R4HQ6nhxLu2hg50W2QHNBdNgftXfaQNAaDVk2iQROxhj317RZitGri+/eS6KiXzXD+aP/xerksRtfQl8Ww2B3styRh0qYNSQkUfzhkBUO9u3IYZiMYS/yOVInTa4iNbWF722ecPfpsxqSMGYyhemSnahzpliaqb7qemrvuJmbqVAo/+oiEOSf5fY7uOjERmBDKyzyY4nMKKpUgNU7nl49BIamthkXNrXxna2Rtzdqgrw1ydd20OH3gHfl6ody/x3yMvCPkgnqO8H9H4XCeg6s0SQR9DJmJbr4DRcvyQzBEMsmt2WQDBMaUKT3JeBHmkBUMbsthVG2Sf/upMQAYMlcBaq6fdn0YR+cflbVxlK7MoG31N2Tceiv5L73o1sHsjUhOCGN3H4PQXkppcbrAGq1Urmdhezs5MRn8dcNf+ya9BUijyRp0xrCCcv8ewz3zDpcDIhp+dr89BLyWhQmAjHgPkVVDQIOnchgVP4Fa55cfSZkHkUhyU+ZeZ+Z0MB6QF6gR5pAXDH0eqKoNgJAbsvvBrqZd2GI2kub4BZmxgb2QQ0FyOml66SXOWPYOEoJRt5xE+jWLEOrAzRmK4zcSDuhGk+K4Dc2kI4fcBjChK9ejN6Ry08zfsdu4m+Wly4O+dmO7hfQQNB7o0Rg8O6BdGuwg+BlCrVWlkJkYuaieJk8hz1WbZDOcxve9KQUEI7JAcn3vTmVBWr1pyMfQn0NaMKhVom8phqqNclleH4ltCk9uehINcYhW/003oWI3Gqm49lrqH3uctTmTiD07hVh9edDni6TGoLzMQzElgbziDsSUROUGyJvFaUWnMS5lHE9tfgpbkPWImkyhhXpCL+Hs6R5SCiAuY1DMDB7LwgRIJDUGo8lKSv9nyOmA6s1+a//d8yACGoPy7OryZwJiWDigD1nBUN/eJTdjVzINJcn1wvDvQVpbs5Yfqn9gvOFsmtqH5s9oXr+e0rPOxrz2J5LuuJMHZ11GS9YUqNrc3dEtUJQJEYmsVaPJikpAcpB1khRS4wIIue1sgYbdkHc4KqHi5hk3U9lRyXt73wv4uk6nJK9WQ9R4lMWJR+EmhGxOGoREt56oqtDuIT1BT6fNgdk6tL4qp1Oi2ewme75xr2x+81MwpMTqXGUxhl5zVhYEaSnp8sJ0GDigD1nBIJdi6LVKai6VO6P58SA5JSd/2/g3RsSNYFbqfFrMtoGNVsKI5HTS+NxzlF/xK1QxMRQsfQfraWeDEJgzpoK1HZr2BXXulFgtQkBDJExJHdbuCRkK6fE62i12LHaH750VNd1lnpmdO5tZWbN4ftvzPaUy/KSty4bdKYW82tZpVCQYNN61nrzD5a59YbY/N7j6GCghz8GSGhsZk2Rrpw2n5EbrrHKtunP861OudgUxRMaUZEGjEiTGaOSFaeUGeaEaQQ5ZwdBksvZ9mLodz74jklaVr2JX0y5umHYDIxITXOcbnAfKbjRScfUiGv7+JImnnkrBBx9gmDChe5XhVPwhVcGpnxq1itTYAG30YcJoCi25TaG7XpI/5qRKlx/JtQAQQnDLzFswdhm9d3pzg7K6DMs9+KoSq1QGrdnieZ8gCDW5TUGZS80+alaFG+Vv5lYw6BPlxlZ+EqmGQ00dsilMCCG/fzqN8kI1ghyygqG5v2Co3ACaGMj03uPY7rTz1OanGJ08mvlF87sdp4PxQJk3bJBNR+vXk33//eQ8/hjqeLkGk/ISjMkeD7qEoAUDyC+2yPgYQquTpJAaSJJb1UZIHyM3wnExNWMqc/Pn8urOV2nuavb7uuEK9QRcIbdevoMR0+TfVeF1TIaa3KaQ6stPMkgogmigYNjkSg70/xWXHql50ImpMj8AACAASURBVLuQpBJoEGE/wyErGAZqDBvlB8lDxzaFjw98TFlbGTdOvxG1Sj0otdwlp5PGF16g/IpfIWIMFCx9h5QLL+gTp628RFITYuRxhyAYlCS3oabJZO1+oYSC8mLzOaklSXZIujEv3DT9Jjrtnby842W/rxuOchgKqXE+voOYZEgtlscfRmSNIfQeAIopqXmIBYPyN+szl21dcs2zAMLOQXagR8LHYOz9LsqYANrYiPsZDknBYHM4ae+y93wZdivUbPX5IFkdVp7d+iyT0iYxZ+QcoCcGPaCoGC84WlqovP4GGv76BAknn0yhy3TUn26HVZxeHnftDnlCBEGkymI0dYQe6gkBfAdt1dBR57ZhS3FyMfOL5vP27repN9f7dd1wOW5BNiX5HH/ujGGvMYRrHviL0Z0pqW4HOO1++xcUMlyF9Ia6CoBcSNK1uFBrZO0wwoluh6RgaO7/MNXvBIfFp2B4b+971Jhq+O2M33av3sM5ITq3b6f0nHPp+P57su66i9y/PYE6Pt7tvsYOKzFatdxkKHcmOG1Bd/qKRCE9q13Otg5HY5JUf3MxlNW2hzyVa6dei8PpYMm2JX5dt6nDgkoE332uN6nxOprNPkqT5MyA9mporw35eiCXwzBZHSH1w1BI0GvQqkUEBIObkGdFew5QY0iP12O1O2m3DG1kVVOHpe93kDcTardFtNLqISkYBjisunvCenY8m21mlmxbwhHZR3DUiJ6S3HE6NTq1ymejGG9IkoTxrbcov/gSJCQK3nyD1Esv8VpmoY/6qUyAIM1J6fF62i12umx+RPWECY+24SBI0MsNhxp9BQBUb5IL0mVPdrt5ZMJIzh17Lh/s/YCK9gq3+/SmoUP+DsLRXCUtTofNIXkvTaJoOmHSGnq+g9CFsxByTtDQCwYbcTp13yZDVRshPgsScwI6l5LkNpQOaGWB1Gce5M4Eh1XuJREhDknBMEBjqN4MsemQ5Lmi6lu738LYZeSm6Tf1eWEL4arVE+SK22kyUf1/f6TugT8Re8zRFP3738RMmeLzuKbefQwSc+TSwkG+MNIj4DgMRx8DBaXhkM/voHozZE6QC9N5YNGURahVap7b+pzP6zZ1hJ7cpuAz+xlkgSZUYfMz9JhhtGE5nz/9t8ON0WQZ6Keq2iS/XAOsXxVus7A/uF0gKRptmP1JgXBICoYBGkP1Znk15uFBare288qOVzg+73imZU4bsD0lThdUmJ6lpITSCy+k7bPPyLjlZkY++yzq5GS/ju2jMQhX+GUIGgMMbdZnj9MwfC9Wry+lbsez93InmbGZLBy/kI8PfMyBlgNe920MsZdEb3oEg5fvQBcnOyfDVDJBLt4WHlMYyPcw5M5nk7Xb8Q3ICYxN+wL2L4CfwjnMNHXXC+t1D8mjICYlKhiGmj5S2mqSM2G9vDBe3/U6bdY2bph2g9vtqXHagB+mthUrKTvvfBxNRvJffIH0a6/12EzHHcb+UVW5M+QJ0dkS0Dgg8GY34SDUXsn9SYvXe8/FaC6Dzma/Xhi/mfQbYjQxPLPlGa/7NZmsYdMYegrp+XJAT5dXxGFwkCq5N+EUbkNtSmo295sHSp6HmwADX3TnYgzhPfTMg17PkXDVa/tvFwxCiFOEEHuEEPuFELe72f47IcQuIcQ2IcSXQohRvbY5hBBbXD/L+h87GCiTLzlGK0fzSE6PgqGlq4XXdr3GyaNO5rA09zkOXjtw9UOy2ah75FGqbrkF/ZgxFP7n38Qdc0zg92Dq57AKIQEqPQKF9LpNSWHSGNJ9aQzKKtuPAokphhQumXAJn5d/zh6j5z684crDgACCGHJmyAlQLcHXx1JQXoDh1BhC8bUFg7HD2lfr7M549q8QZm+Uv8NQmsM8lp7Pme7qVx2ZHhchCwYhhBp4GjgVOAxYKITo/wbdDMySJGkK8D7wl17bOiVJmub6GYJmyfIqIzlWi0bdy147YqCJCODVna9itpm5fqrnstqpsf5pDPaGBsp//WuMr75KyiWXMOr119BmZwc8frPVTpfN2XdCKOOvDkYwDH0HLqPJ2lMGIAz4rJdUvRnUep8JjApXTLyCBG0CT2952u32LpuDDou922EZKt2d6PwJWYWwOKCNZhsiDLWqFFLjdLSYbdgdg1cepjeSJLnykXr5SKo2QUohxKYGfL4YnZoYrXpINQa3piSQBYPTDnU7h2wsvQmHxnAEsF+SpBJJkqzAO8CZvXeQJOkrSZKUQjRrgbwwXDdo+tglqzfLjtvEEQP2a+xs5K3db3Fq4amMTvGcWp8ap6ety47Ny4Qwb9xI6Tnn0rVzFzmPPUb23XchdMFNSLcPU2yq3Nc2CPXToFUTpxv6CZGqlAEIA2nxPoq4VW2G7Emg8e9vnqRP4vKJl/NVxVfsbBw4ObtzGMIQVQXydxCrU/teYGROlHsMhMHPYDRZSHZ1wAsHyqq3xV0nukGg0+bAYu+3QKreEpQZSWGotR6jyYpaJUiK6RcA0O2AjkwJ7nAIhlygd2xfpeszT1wJ9C6AbxBCbBBCrBVCnOXpICHEItd+GxoaGkIacJ9yGF4ckq/seAWLw8J1U6/zej5lxeLOAS1JEsbXXpML4MXGUrD0HZIWzA9p/G6TekC+jyBr6aQMsX24yWQJS6iqgte+Ek6n/HcJ0CF56YRLSdIn8dSWpwZs67YNh8mUBIrW40Nr0+gga5Is6EKk2WQbWK46BIbaeTtggWRqhLZKj9q/Pwy1n6TJJBeSVPUXzom5cqn1ICwA4WBInc9CiEuBWcBjvT4eJUnSLOBi4O9CiGJ3x0qStESSpFmSJM3KyMgIaRzd9dstHXJ5XjeCocHcwNI9S5lfNJ+CpAKv50vpdlr1XSk5zf/P3nmHyVXVjf9zpu+U7T2bbHoPqfQiAlIUCCogKIp0C4K9/HxfRQQF8ZUXBUEQFMur0ouINBOQmoQQ0pb0tr23md2Z3Znz++POnZ3dnXJn5t7ZjZnP8+TZ3dvmTO4993u+3aeEov7kp7g/9CGmP/YojrlzMxq7On5gfJhe1bIRJ2uKZHulpKfjFpKYYjp2QaA/5ZWk2+bmikVX8HrD62xqHT1B1Xug54s1aSE9lSkrFEEXyizvpHNsRE+GZLvC6rh7oL5Eq9MXDEVZjqzqHOsrVJlgB7QegqEBiE4AqAlvG4UQ4gzg+8D5UsrIskhK2RD+uRdYC6TuNUqRSNGq5s2AjPkgPbT1IYZDw3zhqC8kvd5Iz96R1V7gwAH2X3Ipvc89R9lXv0rNr36J2aOtAZCW8UMcuySktcoocmZ3QujRxyCakkR9JZJkPCfi0vmXUuwo5t737x21Xc8EPRXNq9XqFYqg69id0eeNi2zLEHWhkq0Kq51j70GT6i9M3sozHsVOa9ZNSXHvQfVypZ1rILVy8Hqgh2BYD8wRQswQQtiAS4BR0UVCiOXAb1CEQmvU9iIhhD38eylwImBoup+Uki5VY4jjeG71tfLIjkc4f9b5TM2Pn/SmUjxGY+hbu5Z9F17EcEsLUx94gNIvXJdSKGoyYpYBgJEJkYY5aSJsq7qakhJpDA0bweqC0tS1NafVyRWLruDNxjd5r3Vk9dYZvtf6CgaN0W3V6QcaRNM5NtQzQ4oT3QMD6BxrSmrcpBQajKqcmyrFLvs4zd9IOvoTFJKsXq5ETDZvydp4VDJ+W0kph4HrgReAOuARKeU2IcTNQgg1yugOwA08OiYsdQGwQQjxPrAGuE1Kaahg6B0cZjgklYepcZNiy/NUjDrmt1t+S0iGuPaoazVdU1WhO/sHabv7Huq/8EWsU2uY/vjjuE86Uffv0OENYDObcNvHRPQ4i5U2kGmon0pyUnYmRCSiR09TUiIfQ9MmqDoKTOk1o7l43sUUO4pHRSh1hZ2G+Q59oqog3Lvam6ReEkDpPLA4MurNoC6Q9BQMRVmusDrOpNq4KSMzEij+wn6tTZ90YFTJ7bFEIg2zb07S5amWUv4D+MeYbT+I+v2MOOe9CcQuXGMQo8phxHA8N3ubeWznY6yevZoaj7bgqSKXDefQALW/+CHtW9dTsPp8Kn/0I0yOzMsZx6IzUURP1bK0BYM6ITLt5pWMuKawDHDaLORZzeNNSaGgsuJacXn617Y6uXLxlfx8w895t+VdVlasjDgN9YqqAuX/IzAcwhsIjhf60ZgtigO66f20P0tdIOkpGKxmE/nJOtHpSIc3gNUs8NgtUY7n6zK6ZrS/sLLA2HkwFAzRMzAUP4Ahvwo8VRMiGI64zGf1pVRq8ytOyTFmpAe3PIiUkmuOukbzNUN79/Cr135JyfaNVPzXf1F1222GCQVIZpdcpiQ/pdgCcmS1Z7zW0Bmrhr4OqCvuUbTvhCFfxivJi+ddTImjJJIN3TU2fl4HIlE9Wpy31cugaXPavb71Tm5TyWZUT1e0cNbB8QxR2n8WvkPET5XI1zZBDugjTjCoE2KKb6eyIUpjaPY28/iux7lgzgVMcSeKuB2h94UX2fepS3AN+3n6c99PWhVVD0YV0BuL+n1SNDOoL7lsTIj2SCkG/UxJECeqR31hZBDCCJBnyeOqJVexrnkd65vX0+kL6P5SjZjDtLSJrVqm9PruTFzPKR4dY80wOpFNwTCq2VZj5o5nyG6L0k4tmnPVMmVx4+8zfDzRHHGCIXIzeuuUDVErjIi2sCS5tiCDQVp/cScNN96IY84c7r30v9leOtOQMY8locagTowUHZMRjSEbE8IgjSFmqGHTJqUjVumcjK9/0dyLKM0r5b7379PdPg8jBQWz4YCOmFQN0Biy5nyOzoVpytzxDNl1oMfsPjeW6mWAzLoD+sgTDOEXn7tzi1Jm21UKjNYWqt2J67gHu7s5dN0X6Lj/fgovvphpf/wDlvKKrK2UEgqGvCKlJEDKGsMEqNB6v1hj9QNo3KSUq07T8RyNw+LgysVXsq55HR3BOv1NYam8lMrmKyU+0nRAjwv11IlsVljt8g1FaQyZO54h2seQBcGgVWOAjPxJ6XDkCQZvALvFhLll8yi1U6u2MLhjJ/suuhjvO+9Q+aMfUXXzjzDZbFlTof3DSkRPwoepOnUHdLZVaL0jeiBG+XPV8ZyhGSmai+ZeRImjhEHXPw15qYJG4Wy2KiU+0tQY4mbPZ4gacpuN9piRzmc6ZDyrFOZZESI7C6TOfg0mVU+FUrInyxnQR6RgmOocRnTsjqwwtGoLvc8/z/5LLkEODjL9j3+g6FMXR/apeQBGT4iRCZ3gYapeDt0HU3JAF4QnRDayVrt8+kf0gHIPfIHgSCe6jt0w5NVlJanisDi4dN7lmF178Ipdul0XwGkzY7eYtL+UqpYpK8k0HNBd3gA2iwmnTd/Im2KXlUBQiawykqGg0vmsSA07h7QSGMdiMZsoyEu9jH46dHoDmES4ynMiqpdlFJqcDkekYFhhr1f+CK8wVG3h6iVXxzxHBoO0/s//0PC1r+OYP5/pjz9G3rLRL5uicKihz+AJockumUb8szohsqUx6BmqqjJO69HJ8TyWUyrPIzTs5t3ev+l6XSGE4kDXKpyrww7orn0pf5ZaDkN/4Rz2kxi8wFDvccmoRNXknQ+1UOzMTrJn3DpJY1Ed0AGv4WNSOeIEQ4c3wFJzeCJVLaXF28Ljux5n9ezVMSORIv6EB35L4ac+Re3Dv8daXj7uuGzZ6DU1uFEnSPPmlK4d00ZvAErxNn1DPWHEgR75Dk2bwJKXVsZzInx+E4GOD7G3fxMbW/StflnstiXu4hZNBglQemeeq0Si2wx+sY7SnHVyPKtkq16S5ntQtTScAb3V8DGpHHGCocsbYG5oL3iqwV3OQ1sfiqstDO7cyb6LP6X4E27+EVU/uiluqexsxT9rsg3nFYUzoFOMTEqzRWmq6F2KQWWccG7cpNjhzfr6Mjq9Qwx1HUu+tUhTb+hUSKXpk+KAtqVlZjDuHqiRVcb29lA1kiKXVTGn6WguzJa/ULNgqM6+A/qIEwyd3gDTA7ugailtvjYe2/kY5806b1yWc++LL7L/kksJDfioffhhii6+OM4VFTR34MoQzVnDVUtTfpCUCZGFBDev/jkAMCYXIxRSNCadzUgQjliRNi6e+1neanprXOXVTNBcYRXCJbgXpeWYjNQL05lIZJXBpiRVIyk3eaHnkK73OWuas1bh7KlSSnBn0c9wRAkG/3CQoL+f0sEDUL2Mh7Y+RFAGR2U5y1CI1rvuouGGG7HPmc2Mxx7HuSK5Uyt7GoM/HNGTxBRTtVSxPafQA7o4CxVWgyFJt0Gr1VG1ejr3KBVIdVxJqqgvpc8uvJQiexH3bdZPa0g53LMqnAGdYtBDwho9GVA01s9jEOo8K+0P5yNlmNgWjao5ZyOQRJNwFmIk0CBLHFGCocs7xAJxEIGkvWQmj+58lHNnnstUj1JBNdjXR/2XvkzHvfdR8MlPUPvHP2KtGO9PiEX2JsSQdocVpORnUJv1GDkhegeGCEn9SzHASGRVp2/IMMczKBPaYTVR7HRz+aLLeaPhDba06ZOAVOyy4Y2OrEpG9TLw90DnXs2fMRQM0Tc4bMg9cNnM2CwmwxPEVI3E0xXurqeT4xkUrWcoKOn3x+kGqAOhkFTyMLTeg6ql0FoHQwOGjSmaI0owdHoDLDEpjuff99YxFBqKaAv+vfvYf/Gn6H/9daXe0S23YEqh9Wa+w4LFJAyfEEq2pwbHbRqJMdkINTQqsQqiIqu8AUXtNtuhbJ7unxPd4ObS+ZdSaC8c168hXVLOQE/jPmuq0ZMmQoisaJ6d3gAFeVbMze9DYa3iV9OJoiwEkvQNDhMMSe3mvOplIINZ6wF9xAmGxWIfzc5SHtn/dz4242PU5tfSt2YN+y++mGBPD9MeejCtekdCiKxEM3SFNYakuEqUzO4U7M/ZKJs8qrqtAUT6SjS9H3Y86x/9FG2fd1qdXL7ocv7d8O+YvaFTJeWaVeULwGRNSTBEAhgM0BggO87bTl/YFKaz4xmyUzdsZIGk8fnMoNdKOhxZgsEXYLFpHw+XVeMPBrh68VW033sv9V/6MrZp05jx2KO4jjkm7euXZGlCaH6ppuiAzkbIrVEZtyrFThvd/YPK9zbAjATj78El8y4h35avi69BjerRXOXWYoeKhWkJBiNChiFLgqE/wNQ8v9LKVkf/AmSnbpimRNVoCqZCXnHWMqB1EQxCiLOFEDuEELuFEN+Nsd8uhPhbeP87QojpUfu+F96+Qwhxlh7jiUdPTw+l5iYeN/dxbuUZ2H5wF213/ZL8c8+l9v/+jLU6cY2kZBRlIZohpeJtVUuV7F+NlRkjgsHACaFONiMiYtTr2voOgr9X9xeGyth74La5+dzCz7H20FrqOuoyura6gtRUYVWlaqmyktToG1KFTtw+ABmSDcHQ5QuwxHJQ+UPn+1wSCbk1LkIvZa1NiLQiDdMlY8EghDAD9wDnAAuBS4UQC8ccdhXQJaWcDdwJ3B4+dyFKK9BFwNnAr8PXMwRz23b+UuiioDPIZ+/aRt8rr1D+7W9T/bPbdemfYHR7TMVhlYpgSK0yY0r9ANKkw2gzhtNGlW+H8odBgiFWuO2nF3waj9XDbzb/JqNrp2XOq1oKA11K2KYG1BwDIzUGw53P3gALZNjhrrNmWBQxJRmXi9GVjtZWvUxxQA8bmyMC+mgMxwC7pZR7pZQB4K/A6jHHrAYeDv/+GHC6UIz4q4G/Sin9Usp9wO7w9QzB1PUemzrc3PEHEO3dTH3gfkquvEK3sgBGr5R6Uo3oidglta0yshFZ1RWO6MnTuUaPSpHLxvTALqTJCuVj1yeZo9boGSucPTYPly28jFcOvsKOzh1pX7/QaRuJrNJKig5odSVsRFQSKPOgb3CYoWB6TYSSobYlnTG0G/JrIhWS9cJtt2A1C2M1hnSCMKqWQmhIEQ4Go4dgmAJEL1Xqw9tiHhPuEd0DlGg8VxeklPjfeZFvPCqxV05hxmOP4j5R337MRS4bPQNDDBs0IVJ+mNTKjBpfGB67ElllrI8hhRC9NCh2WVnAPkJlC5QEMJ1JZAr7zILP4La6uX/z/Wlf32wSFKqRVVqpWATCrNn+3OULkO+wYDUb42KM1Kwy6DlS25JWD+w0RCsUQlBkcGRVV7jKc541hQXS7I/AN3YYkpszlsPG+SyEuFYIsUEIsaGtrS2d83H2DrN7loV5jz6ObepU3cdY7LQipbKyN4K0Inqql2l+YUQiqwz2MRjlXwAoyrOy2LSfgZLFhlxftc/HEm4F9gI+veDTvHTgJXZ37U77M4pS1TyteUp5DI0LgI5U/FRpYLSvqssbwMUABb4Dhr0kjTYLq4UkU7JW2N3gqTRsTNHoIRgagOi3bE14W8xjhBAWoADo0HguAFLK+6WUq6SUq8rKytIa6IV/XsfHnn4Pk8uV1vnJKHan0IErDTrSEQxVS6F9BwR8mg43OrLKqOJtKlNM7RSJfroKFxly/WQRPZ9d8FnyLHkZ+RrSKsmQggPaqHIYKkb7qjq8ARaKAwikYX4ko83CmrOeJwg9BMN6YI4QYoYQwobiTH5mzDHPAJeHf78Q+JdU0mufAS4JRy3NAOYA63QYU0yExYJF54Jq0RhdFmPEYZWiYJAhaNFWmVFRoY2zrabkPE+DSq9i329x6Z/YBtHlnmNH9BQ6Crl0/qW8sP8F9vZoz0aOJi2trXoZeNugrznpoUaVw1DJhsaw2DRSIdkIjM5JSqeIYUiGaPG2GDSi0WQsGMI+g+uBF4A64BEp5TYhxM1CiPPDhz0IlAghdgNfB74bPncb8AiwHfgn8GUppbENDQzE6C5oER9DKjb6FB2TSkSJcVEPRhXQUynprWNYmjhknWHI9bXkAHxu0edwWBxp+xrS0tpSSIDqMvgeGJ0Po+YjBV0VhplWSgw2JaVzD14+8DLnPHGOLomUydDFxyCl/IeUcq6UcpaU8tbwth9IKZ8J/z4opbxISjlbSnmMlHJv1Lm3hs+bJ6V8Xo/xTBRGNxLv8gbIs5pTi+jJrwZnqWY/Q5HLSlcqETEpEBhWavQYqTE4O7exS06hfdAY91lEMCSY1MWOYi6ZdwnP73ue/T37U/6MtIq4VSwGRNIFgJTSsJLbKmpHMsMEgzfAYrEfWalffaSxFDltdPsMDCRJ0aQakiHu23wfNZ4a5hfPN2RM0Rw2zufDgUj8s4G21ZQntBDh1oAaNQanjW5fgGBI/0J63QYntyEllpb32SZnGrba6/QG8GiI6Pncos9hM9l4YMsDKX9GsVMp4taXShE3u1tpSJTkPnsDQQLDIUPt2xaziUKnce0x+3t7mC0aME8xLjpHnWfdBgSSxAt5TsSag2vY1bWLa4+6FrPJsFSvCDnBoCN2ixm33WKoxpBWUlLVUmirg6HBpIcWuWyEpFIFVW/SMoWlQl8TwtvGPutsw+zDWn0kpXmlXDTvIp7b+xyHerUlnqlE8knSMScl0Qw7tbSG1QEjexrYO7djFhKhQ4/neKR9DzTQHdbItQpnKSX3bb6P2vxazp5+tu7jiUVOMOhMsYHhnp0+jQX0xlK1DELD0JrcNmmk49DoGj3qarkxb66hZgyt9+DKxVdiMVlS1hpK0rXRVy2Fvkbob417iOo/MtL5DMZG9RT3qD0YjNMYSgw0C6daDmPtobV80PkB1yy5BovJuOCZaHKCQWeMnBBd6UaTqLHeGvwMRiYnRXIAjHopNW4CBF2e+YYJ5y6f9ntQmlfKhXMv5Nk9z1LfV6/5M9Iu+6wh070rnYzbNEg5FyMFKn0f0GMqUPxnBjGuf7iOpLJAklJy7/v3UuOu4WMzP6b7WOKREww6U+KyGdbWMO3Y54KpSr16DREr6oQwZKVk9Eup6X0onYvLk2+gcB5K6R5cufhKTMLEb7f8VvM5aYc9q81qEiwA1GfTqAJ6Kkbmw0z376Ihb57iPzOIErdx8yAV4fxa/WvUddZx7VHXZk1bgJxg0B2jVkr+4SD9/uH07PMptAY0VmNIHtGTEU2boGqpoZFVHV5/SoKt3FnOJ+d+kqd3P01Df8zczXGoK8mUtR5HARTPSrgAiJgxDGjSE41h7TGHBqiVh2j3LND3umMwsjeJ1tLzqrYwxT2Fc2edq/s4EpETDDqjxj/rPSFUh1XaE7pqKbRsT1qZ0Wgfg5aInrToa4G+JqheZlhk1UAgyOBQKGXBduXiKxFCaNYa3HYLNrMpvSJuSUqgdHoD2MwmXAYVMVRR22OmFFmlgaHGLVgI0VdkTGa7is1iwuOwGLLI07pA+nfDv9nWsY1rllyD1WSQXy4OOcGgM8UuG4Fh/dtjqiaAtCN6qpdpqszosJpx2syGhNwaWg5DXSVXLYtEVuldsyrlrlthKl2VfGLOJ3hq91M09TclPV6pWWVNr+xz1TLorQdve8zd6j3Qq6JwPIxacQ8eeBcAf7lxOQwqJQaVD+/QsECSUnLf+/cxxT2F82edH/c4o8gJBp2JOA51frFm3OAmkgGtzc9ghMbQ5TMw4zbseKbqKMMybzMxhV295GoAzRFKStOnNDUGiKs1GF2rSqXYIBt9sHETndKNo6RW1+vGQgkk0b8KgJaQ59cbXmdL+xauXnI1VgPa0yYjJxh0ZiTMTd8HKuOWmEXTFRu0hsikErcxDnTDNYbSOWD3GNaasb0/HOqZhjmv0lXJJ+d8kid3P6lJa0g77DkSmfRezN0d3kBa40+VYoM0BkvLZraGZlBksPMclLabRs2DRIsLVVuoclWxetbY1jbZIScYdMaoekkZhxmm0BrQqIgSQ2v0NL4X0YqM0hjU66Ub0aNqDVp8DWkXcXMUQPHMhBqDkXWSVAwpDzM0iLN7J1vljKxoPYbNgyQhz280vsHm9s0Tpi1ATjDojvrS0HuloV5PrUOTFlVLoWUbBBObKIpddmPit30GrVajHM9gXGRVphE9qtbwxO4naOxvTHhsRkXcEkSgZc2UZMQ9aN2OSQ6zJZQdwVDs9/XCTwAAIABJREFUNiayKlHIs5SSezfdS6Wrko/P/riun5sKOcGgMyP9YvXXGAryrFgyieipWgZBP7R9kPCwEreN9n6/rhMi3YgeTUQ5niEqOUl3U1IAq1ngsacfT65Va8ioiFv1MqX/s7dj1GY15NnorGcAp82M3WLSdx6E7/MWOYNCp/EraTWyqndQ38iqRCHPqrZwzZJrJkxbgJxg0J1IqKHOLyVdVnpqbZnG2PZnlWKXDf9wCJ+OkVWqzyXViB5NRDmeAfJsZvKsZgM0Bj8lLntGET3RvoZEWkNGRdwigQaj73Mk8zwLPgYhhP5VABo34TN76LNXG9aWNBojsp8TLZCklPx606+pdlVPqLYAOcGgO5EJYUBUUsaCoWgG2JM7oNOu1ZOALiMb0DdtgpLZYPdENhUbEGqolxlGS4RSRkXcVAf0mPucrTpJKroLhqb3OWifE+mUaDSqANUzMilRyLMaiXTNUROrLUBOMBiCEfWSOvp1cBqaTFC9NKnGYEQ5AEPLYTRuGtf7t8hl1V1jaO/Xx0eiag1P7XoqbjZ0RsI5r1CJQhsTmqyll4Se6No3edgPLdvYZZpFURbMSBAVYajjIm+kb/to4aZqC1PcUyYsEimajASDEKJYCPGSEGJX+GdRjGOWCSHeEkJsE0JsFkJ8Kmrf74UQ+4QQm8L/jCuXmEWMWK0qGoMOE6J6udLmczj++IojDnT9VkpptSXVQl+LUlF0TKVNIxzoagN3Pbh6ydUIIXhgc2ytIWMzRtUyaBztgI5EVWXBlAQ6L5BatkFoiPdDs8a9VI3CiOi2kbDz0XP53w3/ZmvH1gn3LahkqjF8F3hFSjkHeCX891h8wOeklIuAs4H/FUIURu3/lpRyWfiftjZjkxy9S29LKVMu3haX6uUQDCQswW1EyWH1Wrr3YlBXxWNq85caZkrS56VU6arkorkX8dTup2L2a8i4NEn1Mug5CL7OyKbOOKtVoyjSsydD40YANgzVGuOnikEkwtAAwRCttUkpuWfTPUqW8+zsZznHIlPBsBp4OPz7w8AFYw+QUu6UUu4K/94ItAJlGX7upEZvH4M3ECQQDOmzWtXggC5x679S6uj3YzEJCjIJt43FGMezit5JeoND4YgeHVfbVy25CovJwm82/2bcvkghvUw0Bhh1nzu9AUwC/e9BHEpcNvoGhwkM69Aes/E9ZF4x23wFWRNsahCDMRrDyHO05tAatnds5wtLv5D1mkjxyFQwVEgp1TTOZqAi0cFCiGMAG7AnavOtYRPTnUKI7Nxxgylx2ejzD+Mf1ieqRxUyutiGC2uVEtwJBIPTZsFh1TfUsKNfcdyaTDrX6InheAYocdsZGAriC+gTajiS3KafYCh3lnPR3Iv4+96/c6D3wKh9ajfAtMpiQFRpjJH73OENUOi0Ydb7HsRB1XC79dCeG94jWLWcoaBBkW1x0Ntf2OVThHO+Q/kOIRni15t+zTTPNM6dmd0KqolIKhiEEC8LIbbG+DfKQyKVoPe4ge9CiCrgj8AVUkp1CfE9YD5wNFAMfCfB+dcKITYIITa0tbUl/2YTyEhEiT5F3HR13AqhaA3JHNAue6QEhB50eP2UGBFNEsPxDPo7DjMuSRKHq5ZchdVk5b737xu3L+1CeqAI/+KZozWG/uwkt6noZpIM+KCtDm/JEiB7znNQNE+9NYYi58gC6eUDL7OjawdfWPqFrPZbSEZSwSClPENKuTjGv6eBlvALX33xx+wpKITIB54Dvi+lfDvq2k1SwQ/8DjgmwTjul1KuklKuKiub3JYovcM9dXfcVi9XqqwODcQ9RO8J0d4foFRvp2dvk+J4rl4xbldpWAjpJdwyqZOUiNK8Ui6Zfwn/2PcP9nbvHbWv2GmjM5O+EtUroGFj5M9sZT2r6NY3uXkLyBDtBUqp7Ww5z8EYjUG9B8FQkF9v+jUzCmbw0Rkf1e0z9CBTU9IzwOXh3y8Hnh57gBDCBjwJ/EFK+diYfapQESj+ia0ZjmdSoHc0g+5mjOrlSg/olvgOaL0nRIfXH3lZ60bYIcmU8YIhEnKrs8ZgROezKxZfgcPs4J5N94zanna9JJUpKxXB2dcMhEuSHI4aQ/g+N7nmA9nVGPSeB+39I10YX9j/Ant69vClpV/CbDK2P0aqZCoYbgM+IoTYBZwR/hshxCohhJrzfzFwCvD5GGGpfxZCbAG2AKXALRmOZ1IwUkBMn9Vqp+4aQ/hFmsCcVKxzi9KOfgNeSg0bQZihcnxtftVspfc9MCJruNhRzGULL+PFAy/yQedIuZKMX0qqwAxrDROmMWTqY2h8DzxVNAWVaHij25JGo/Rk0M+k2t7vp8xtZzg0zL3v38vswtmcOf1M3a6vFxkJBillh5TydCnlnLDJqTO8fYOU8urw73+SUlqjQlIjYalSytOklEvCpqnLpJT9mX+liUd3jcEXwGLKrEbPKPKrwVU+yswwFj0nhC8wjC8Q1N/H0LgRyheCzTlulyqE2nUSbnrUSUrE5Ysux2PzcM97I1pDcabhnpVHKYKzcSPBkNQnez4FCvOsCKGD1tawEaqXR/Ukyabz2c7gUEi3IIaOsEn12T3Psr93P9cvvx6TmHx5xpNvRP8BFDptCKFfZcnOsPqpW9ctDQ7oErd+EyLSgF7P1baUygtjyvKYux1WJapHP1NS5nWSEpFvy+fziz7P2vq1bG7bDIxEVnnTbY9pc0L5AmjYSLcvgJQGZZ7HwWI2UZBnzUxjGOyFjl1QvZxO7xBWs8BtkHCOhZ5BDIHhED0DQxS6TNz7/r0sLlnMaVNPy/i6RpATDAZgNgmKnPolWLX3G2Cfr14O7TvAH1tJK9ZxQqiOW12dz517YbBbsaPHocStn9aTDTPMZxZ8hiJ7Eb9671fAyP9XRg706uXQuJGuSBHD7AkG9fMymgdq+fDqFXSGq5Ia3ZY0miIdtX/1WTw0vIYmbxNfWf6VrH6XVMgJBoMoclp1MyUpgkHnCV29HGRIifiIgZ7ZzxGNQU/bsKrtxIhIUinR0U+iV52kRLisLq5achVvN73NuqZ1lHp0iKyasgIGuuhvVlKHsmmfB8UclpHmrAYYhDWGbDqeQV+zcEd/AESAtzsfYWXFSo6vPj7jaxpFTjAYRInLrqPGEKDMCI0BRibeGEYmROYr7khVTz1frA3vgiVPMZXEocStXy6GnnWSEvGpeZ+i3FnOXRvvojT8eW19GTxHYcEpw/6kidAYMnqpNr4HhdPAVaKY87IYqgr6LpDa+v3Yit6ib6iTG5bfMGm1BcgJBsMozjTUMIyUkrZ+P2UenQWDpwLya6B+Q8zdqulKH1OSARpDw0alDEaCgmOlbv3MeXrWSUqEw+Lgi0u/yOb2zezqfwfIUGOoWARmO/ZWpabUYScYwo5ngC7fBGgMOpberu/uwFa6lpVlx7OiIr6mOxnICQaDKNYpQazPr9Sa0d3HAFCzChpiCwY9e/Z29Adw2czk2XSK1Q4OK7bnBGYkUARRpzdAKJRZJzoj6iQl4oLZF1CbX8sfd9wHhDITDGYrVC6hoFNJEcpmRA+MFJRMqxugtx26D0Tuc3u/P6t5GAAeuwWrWegyD15pegRhHuCrK2/UYWTGkhMMBlHsVCZEpi+l9r6w49ZjwISoWQXdB6F/fMK6nq0ZO7z+iL1cF9rqYHggoeMZFNNVMCTpSacLWhRG1ElKhMVk4fpl17O7ezf5ZVszN4dNWUFZfx0FdhN2S3YTqYrD7TH70omsanhX+VlzNINDQfoGh/XXnJOgV+OtNl8bm3qeJdS3jGUVi3QanXHkBINBFLtshGSarRmjaFMFgxEaw5RVys8Y5iQhBKVuuy6mJN2T2xriZzxHo1eSm1F1khJx5vQzmV88H1PRC7T2+jK7WPUKbKEBljljVqwxlIyi2+rXK3kY1csiwjHbggH06e3xm82/IcQwBf7JUygvETnBYBB6la5W7fOGCIaqpcrES2BO0sO22t6vcwG9xo3gKFCKxCVAF+ctxtVJSoRJmLhxxY0EzR3s8b+U2cXCAnSlZW+SA/Uno5pV9euhYiHYXJEF0kQIhpIMQ24P9R7i8Z2PUxw6mXJHjY4jM46cYDAIvcLcRnIADJgQNqfinIzjgNarE53uBfQaNip25yRRHXprDNkO9Tyx+kQKxULaLM/RH8igKEDJHPqEi6Pkbv0Gp5HyfOX/TH2xayYUUu5zzdGjzi9zO3QdnxYydaD/atOvsJgsWHvPNGYeG0BOMBjESGvGzF5K7f1+TMJAM0bN0UpIYGh8MxU98gBCIRnJGtaFgA9atyc1I4F+hfSMrJOUCCEEK9yfQZr6+f2236d/IZOJrcxh7lCdbmPTihpmnbJgaN8J/t6IubOt30BfWxIyiTDc1rGN5/c9z2cXfpauvjzKJmD86ZATDAYReSnpoDEUuwxsrlKzSpmA7TvH7dKj9Hb3wBAhqaMZpvE9pTLs1GOTHloULk2Sae9qo+skJWJu0UKGeo7i4W0P0+ZLrw+JlJINw7Oo9O8Df5/OI0xMUbgxUGvfYGonqubNsMbQ3jcxWpvymek13pJS8osNv6DIXsTlCz+v7wLJYHKCwSD0KinR1hcwVv1UHdAx/AzFrsy7oHVE7PM6fYdDSmy/+sJIhNkkKHbaaM9QuBldJykRpW4b/rYzGQoNxWzmo4V+/zDrg7MxERqJ9MkSJpOg1G1LXWOoX6/4kUpmA9DWP0iR04rNkv1Xlqopptp46/WG11nXvI7rll7H8LCdkNS5LIyB5ASDQdgtZgryrKmvlMZgSJ2kaEpmg71AmYhjd+kg3CLOc71MYfXrlTE7izUdrvR+ztzHkO3EMJVStx05VMqHq1fz+K7H2duTugO5vT/AppDygo11n42mzGNPQzBsUMKRTcorqq3PgCRPjYxkP2v/DsFQkF+8+wumeqZy8dyLR+bBBH2HVMkJBgMp99hp7c3cx2DoKsNkUuz19eNXkno40EfKYegwIaSEQ+ugJm6jv3GUuDIPuc1GnaR4qP9vp5RdisPi4M4Nd6Z8jdbeQXpx4cufBYeyLxjKPY6Ij0AT/n7FjxSlFU6kYFAz3lOZB8/seYbd3bu5ccWNWM3WEc05Z0rKUZHvoDXVlVIUUkrjNQZQJmDrNgh4R23WI+S2IxJuq8OLtWsf+NphagqCQYeyGNmqkxQL9f/N73dy9ZKrWVu/lnVN61K6Rkv4GQxUr1I0hnSykDOgzJ2ixtD4nlLgMVowZGMexEFdIGkNufUN+bh7090sKV3CmbVKE562SB7GEWBKEkIUCyFeEkLsCv8sinNcMKp72zNR22cIId4RQuwWQvwt3Ab0P4bydFToKLyBIINDIePVz5pVykRs3DRqs7q6ySTztiMcVVWoR42bQ+EXYgqCoVSHQnod/f6s1EmKRXQewGULLqPKVcXPN/yckBwfRRaP1l7FnGmrPRYGOqFjjyFjjUeZx057f4Cg1ioAqr8rnNkupaS9z4BCkhqpCIfcatX+H972MK2+Vr656psRv5Sh+UgGkKnG8F3gFSnlHOCV8N+xGIjq3nZ+1PbbgTullLOBLuCqDMczqSjLVwRDWnViiCqHYfTDFMmAHm1mKNZBY2gP2+d1iao6tA5sHiibr/mUEpeNvsHUI0pUBoeCeAPBCTMlOaxmPHYL7f0BHBYHN6y4gbrOOv6+9++ar9HW58dmMZE3M1zmOct+hjKPPdJBThP1G6B4VsSP5A0EGRgKTpgpyW234LSZNWn/Ld4Wfrftd5xZe+aoQnkd/X4sJkG+I7u1qtIlU8GwGng4/PvDwAVaTxSKKD0NeCyd8w8Hyj0OAsEQ3b70ymIY0uAmFq4SZSKqET/qZpsZW4b1kjr6dQzRq18HNSshhcbpqo0+3e+Q7TpJsSj12COmiI/O+CiLShZx18a7GBge0HR+a5/SZ1iUzQd7vvL/mEXUF7om7VlKRXCN8S9EXyfbCCEo99hp6U0eSPLL937JcGiYr6786qjtSva/DZNRYec6k6lgqJBSNoV/bwYq4hznEEJsEEK8LYRQX/4lQLeUUo2FrAemZDieSUV5+EFO189gaNbzWGqPh4Nvj0p0E0JQ6rJl1DdZN8etvx9atmnKX4gm0yQ39byJikoCZWGgao8mYeJbR3+LVl8rv9v6O03nt/QOKuYQk0kxz2TZAV2eimDoPgD9LYp5M8xECwaA8nxHUlPSto5tPLPnGS5beBlTPVNH7VOy/w8PMxJoEAxCiJeFEFtj/FsdfZxU7CXxbCa1UspVwKeB/xVCzEp1oEKIa8PCZUNbW3qJPtlmRDCkF7LaFn4plWdjQkw7Pmx/3jVqc5nHnlHIbYdedZIa3g07JLX7FyDz9piGNBlKkbF+kpUVKzl7+tk8tPUhmvqbEpyp0Nrnp9wTLiUx9Rgl0CCLiW5lqSyQDryl/Jw20t3M0EKSGqnId9CSYB5IKfnZup9R7Cjm2iXXjtuv2zzIEkkFg5TyDCnl4hj/ngZahBBVAOGfMcs3Sikbwj/3AmuB5UAHUCiEUNNJa4CGBOO4X0q5Skq5qqysLIWvOHGU5yuTMd2Q1fY+P8LIchjRqBPx4FujNlfkOzSp0PHQrbKqav6oSVxqeyyqGStdjUH97pEX6wSgCIbR4//6yq8D8It3f5H0/NbewUjNImqOUQRsQ+zOfUZQmkpZjINvKolt5Qsjm9rCL+SJ1BgqwqHn8fyFL+x/gY2tG7l++fW4be5x+3WvF2YwmZqSngEuD/9+OfD02AOEEEVCCHv491LgRGB7WMNYA1yY6PzDGXWln2ilkYj2fj9FThsWcxaiiotngqtsZMUWprLAQXNPeuMfHArS5x/WZ0IcWg+l8yAvZuBbXEZKk6QnnJt7lPMq8idWMPQMDBEYHjHzVbmruHLxlfxz/z95tyV+NvPgUJDeweERrVMVrIey52dw2S24bGaNguFtmHpcJLENlJeq2SSy3r0tmop8BwPh53ksviEfP9/wcxYUL+ATsz8xbn/Wws51JNM3zm3AR4QQu4Azwn8jhFglhPht+JgFwAYhxPsoguA2KeX28L7vAF8XQuxG8Tk8mOF4JhUuuwW33ZK+xmB0cls0QihaQwyNoXdwmIFA6lE9EcdtphNCdUimEKaq4rZbsFlMaWsMzb2DlLptE1KKQUUtHDdWuF2x+AoqnBXcvu52gqHY90d99lTtlbwiZTV+8E3jBhyDsigHely87UrNrtrjR21u61M6txlWL0wD5ZGQ1fGLpAe3PkiLr4XvHfs9zDECI/r9w/iHQ0eOxiCl7JBSni6lnBM2OXWGt2+QUl4d/v1NKeUSKeXS8M8Ho87fK6U8Rko5W0p5kZRSn87tk4hMchna+rK8yph2vOL8622MbKoMv1Ca0zAndegVu922Q/F/TDsu5VMzdaArjtuJ0xYgKpdhTF+JPEse31j1Deo663h81+Mxz1X9Q6P8VLUnwsF3IJhZE6lUUMpiJHmG1EXJtBNGbTak53mKqKbEljGLvEN9h/j91t/zsZkfY3n58pjnHm45DJDLfDacTJy3WY9kUF+8B9+ObKosCAuGNMxJ7Xo5bvf/W/lZe2Jap5e47Wmbkpp6BiPCcaJI1Ozm7Olnc3Tl0dy18S46BzvH7VcdvqN8JNNPhCGv0jc7S5R7NFQBOPAWWBxQPfoFO5HlMFTUJLex/rY71t+B2WTmayu+Fvdc3QtJZoGcYDCY8gzKYmTdLll5FFhdo8xJ6mo5HeEW0RgyzWM48Abk10DR9LROL3Hb0o5KaukdpKJgYgVDpKdBjO8ghOD7x34f35CPuzbeNW6/+iJTX2zAyIr8wBv6DzYOmgrpHXxTSba0jF5IZF1zjkEkkCTqO7xW/xprDq3h2qOupcIVL1I/i/lIOpITDAZTniSaIR6+wDC+QDC7jUnMFiV+PEowZKQxhCdERg1upIT9ryur3DTLXqdbzNA/HKTTG5h4jcGTOOR2VuEsPrvwszyx6wnebxutBbT2KRm3oxy3ngoomQP7sysY+gaHGRyK46vy90PT5nH+hVBI0uGdeI3BHfYXqoJ2YHiAn7zzE2YWzOTyhZcnPFcNO5+okh7pkBMMBlPuUXoa9MeIZkiEak/O+kqp9gQlkWywBxiZEOn4GJp7BvGEz0+b9l3gbYPpJ6V9iaqCPNr6/aOierSgCpOJFgxOm1KSIZED/bql11HuLOfWt28d5Yhu7VVequMybqefGE5oTK9USKok7eRWvw5kcFT+AkDPwBBDQTkpXqrRC4wHNj9AQ38D/3Xcf2E1Jy5zoZqSiiYwSTJVcoLBYCLRDCmakyLVGLM9IaYdp8S5R9XTqcjXVg5gLI3dA1QVZvhSzdC/AFBd6EDK8fbhZKjCcKJNSZC8GKDL6uJbR3+Lus46/vLBXyLbW/sGYydI1p4I/h5o2WrEcMeRNMntwFsgTOMiz0aqkk4CwRCeB3t79vK7bb/jvJnncXRl8oZRSti5FWs2ws514vAZ6WGK6vRL1ZSR1XIY0UxZBcI8Kp8h3VyGxp4BqgvzMhvPgTfAU63kWaSJOobGbm21hVTU71w1KQRDcj/JWbVnceKUE/nle7+MZES39vpHQlWjUQVtlsxJSeslHXxL8XHZPaM2T4ZyGCpq9vNP3v5JJCJMC+1Gd2E0gJxgMJh0y2JEBEO267fb3Urjnn2vRTZVeBzjwvS00NQ9SFVBBoJBB/8CEBlDU4rCbcRxOxkEg31cuOpYhBD817H/BcCt79yKlDK+xlAwRXHmZ8kBHamXFEu4DQcUDbX2hHG7JkM5DJWKfAft8g3eaX6Hr674KiV5JZrOUwvoHU7kBIPBqKu1VHMZJrL5OTNPVWoThf0MFQVKWYyQ1nr6KBm3Hd4AUzIxJXXsUQqqZeBfAMWUBIoGkwpNPYPkWc3kOzLwkehEqUdbX4kaTw1fXvZlXq1/lef3vUiXbyh+OY/aE+HAm6MKJxpFscuGEHHmQcMGGB4c51+AyaUxuPIGMJc9y1Gly7hw7oXJTwjT1JPhAmkCyAkGg8l3WLBbTCnbt9v7/RTkTUzzc2Z+WHEE7n8dUJyvwyGZUic0dXWekSkp4l/ITDA4bRYK8qypm5J6B6kscESarUwkpW47nb4Aw8HkL/HPLPgMC4oXcNu6n4JpYHSoajS1JyqJg20f6Dza8VjMJkpcttiCYc8axb8w45Rxu9r7lV4Sk0E4v9P7IIgAV83/NiahbV4OB0M09w4yJVOTapbJCQaDEUJQnm9P2fnc2jc4caukmqPB6oS9a4ERU0oqwk19CWe0Utr/OrgroSTlYrzjqC7Mo6k7RVNSz2D8l2qWqSpQHOhaosMsJgs/POGHdPu7sFc8N1JAbyzTw36GLJmTSt1xsp/3rlHKgecVjtvVpvaSmGDhvObgGrZ0v0ag/XSsoUrN5zX3DhIMSWqKcoIhxxjKPclruY+lvmtg4h4mi01ZTYYFQzq5DA1hwZD2SklK5YWVoX9BpbrAQWOKPobm3onPelaZWuQElOdCC4tKFnFq5cXYCjfQ6H8v9kGFtVAwNXKfjaY83zFeYxjoUsyWMz8c85zJUA6jL9DHLW/fwnTPLAIdH0ppLqv3a0pOMOQYS3kaZTEOdfomdpUx81SloFlPQ1r1ktTVeUVBmpO6fRf0NWXsX1CpKnTQlIKPQUpJa6+fykliG1afhUOdPs3nLHdfTNBfzoMf3EFvoHf8AULA7NNh76tZqZtU5o6R/bzv30p49KzTYp4zGcph3LbuNjoGO/jh8T8CzClVS27oynCBNEHkBEMWUASD9lVGz8AQvYPDkVXihDDzVOXnvlcpddswidRNSWUeO3aL9jaco9j9kvJz1unpnT+G6sI8un1D+ALaEg07vQECwRCVk8SUVF2YhxDaNQaATm+IQNNFdPrb+fn6n8c+aPYZEOjLShlutcLqqCoAe9cofbyjOrZFM9HlMP518F88s+cZrlpyFauqluJxpFYtWdWcMw7bzjI5wZAFyvMdicsBjKG+S1kVTi2eQMFQsUjpz7B3LRaziTKPPSVTUmPPANWZxP/veknpv1BUm/41oqguUHMZtH0H1XleOQlyGABsFhOV+Q4OdWnXGFp6Bym2zOaKRVfw5O4nea3+tfEHzTgFTBbY/bKOo41NmcfOUFCO7oG+51+KVhgje9g/HKTTF5gwP0/nYCc/eutHzC+ezxeO+gKA5t7PKvVdPso8dhzWNBdIE0ROMGSBSNanxpXGoU5llTGhGoMQitawdy1ISWW+IyVTUmN3BsltAa/iX5jzkfTOj4GapKbVnDSZchhUaoryUtIYWvv8lOfb+dKyLzG7cDY/eOMHdAx0jD7IUaD00c6SYICoXIbOfdC1P64Z6VDnAFLCtAlYIEkpueXtW+gL9HHrSbdGyl5UpFgUs6F7An2FGZATDFkg1QqlqsYw4Q/UzFOVPILWupRafEopaeoZTF8w7HsNggHFzKETqWY/q0JwsmgMoCwUGlIRDL1+KjwObGYbt59yO32BPn745g/HF3ScfTo0b4a+Fp1HPBpVOKvmFfauUX7Oiu14PtjpBaC2xGXouGLx7N5neenAS3xp2ZeYWzQ3sj3VVrcNXQOHnX8BMhQMQohiIcRLQohd4Z/j+i4KIT4shNgU9W9QCHFBeN/vhRD7ovYty2Q8k5XyZHVixlDfNYDbbqHQmbg4l+HM+JDyc+/alMpi9AwM4QsE0y8lseslpfx3jEzYdFHyEbSbklp6BjGJyVURs6Yoj6aeAYY05DLAiMYAMLdoLl9b+TVerX+VR3c+OvpAVQDv+Zeewx1HbYmy8j/Q7h35vPwaKJkd8/gDHb5R52WL/T37ueXtW1hZsZIrFl0xal95vvZqyaGQpLF78LCLSILMNYbvAq9IKecAr4T/HoWUco2UcpmUchlwGuADXow65FvqfinlpgzHMymJCAaNKw01ImmiY7cpnKqUZ979UkotPtWXb1orJSkVwTCxC7cYAAAbIUlEQVTzQ2DR76VsNZsoc9s1m5KUlp727PTb1khNsZOQRFM+xnAwFC5XPSKcP73g05xQfQJ3rL+Dvd17Rw6uWAKucsPNSWVuOy6bmf0dPqWq677XFG0hznN+oMOHy2amJItVSQPBAN9+7dvYzDZuO/m2ca06KzwOAsHQaD9JHNr6/QSCIWom0iScJpk+9auBh8O/PwxckOT4C4HnpZTaPWj/ARQ5bVjNgmatPoYu38Q6nqOZ/1HY9xpT85SsZy1+hkhyWzqCoX0n9BzU1YykUlWYp7leUnOvf1IUz4smErKqwQHd3h9AytEtPU3CxC0n3qIUgHv1GwwMh4WkyaSYk/b8y9Ay3EIIaktc7O/wQv0GpeRKHDMSwIEOL9NKXFldIN218S7qOuu4+YSbqXSNT2RTNTAtIasRk/CRZkoCKqSUTeHfm4H4bYwULgH+MmbbrUKIzUKIO4UQcZeIQohrhRAbhBAb2traMhhy9jGZBFOLnexXVegESCk51DkwsY7naOafB6Fh5vUp7T612FfVmkTV6dRJ2hUOU9XR8awypdAxYt9OgpL1PLkEw0iSW3LB0NCtHDP2HpQ5y7jt5NvY072HW9++dWTH7DOU8hiNxirtM0pdyjyoewZM1oQLgAOdPmqzuEB69dCr/GH7H7hk3iWcNi22QzziL9SwyFMDBSbcV5gGSQWDEOJlIcTWGP9WRx8nFaNbXMObEKIKWAK8ELX5e8B84GigGPhOvPOllPdLKVdJKVeVlZUlG/akY1aZmz1t/UmP6/QGGBgKTp6HacpKcFcypVkxM2gSDN2DWM0ivZaeu16EsvlQOC31c5NQVaCUxdBiH27qGZhUjmdQnLdmk9AUmbSnVVmEzCpzj9t3wpQTuPaoa3l6z9M8uetJZePMDwNiJH/EIKaXOqnv8iHrnlG0BUdBzOOCIUl950DW/AsHew/yvX9/jwXFCxKW067waE/2jGT/T5a5nAJJBYOU8gwp5eIY/54GWsIvfPXF35rgUhcDT0opI8Y5KWWTVPADvwOOiXv2Yc6sMjf7O7xJi6AdCk/6SWNKMplg/kdxHVyLnYAmB3Rj9wBVBXnju4Ylw9+v1OU3wIwEyot1YChIz0Bi+/BAIEjv4PCk0xgs5nAug4bs5z1t/djMprj27S8u/SLHVh7Lre/cyo7OHeAqUZrk1P1d72GPorbExTy5H9F9EBacF/e45t5BAsFQViKSBoYH+NraryGE4Ben/gKHJf59ryxwYDEJTdp/fdcARU4rTtvEFwBMlUxNSc8AasPTy4GnExx7KWPMSFFCRaD4J7LTTmoCmFnmYigok6721Ek/tXgSrTLmn4sY8nKGfbumlVJTz0CaZqQXlDDVuWenMcjkqM7wZOakSKjqJBMMoDwXmjSGtn5mlLowxxHOZpOZ2065jXxbPjeuuZGuwS5Y9HFo2QJtO/UedoQZpS7ONq9DCjPM+1jc4w50qKGqxi6QpJTc/NbN7OraxW0n30aNpybh8TaLiemlLna1Jtf+G7oGDkvHM2QuGG4DPiKE2AWcEf4bIcQqIcRv1YOEENOBqcCrY87/sxBiC7AFKAVuyXA8kxZVpU9mTjoUyWGYRA/U9JPBXsC51nc1m5Kq06kxtOUx8FTpGqYajeoMTxbV0zzJsp6jqSlyanI+727tZ3b5eDNSNKV5pfzvh/+XNl8b33j1GwzNPxcQsO0JnUY7ntoSJ+eY1tFUtFLRUuJwMByqanRy25/r/szf9/6dLy77IifXnKzpnDnlbnZrEQzdh2cOA2QoGKSUHVLK06WUc8Imp87w9g1SyqujjtsvpZwipQyNOf80KeWSsGnqMill8v/tw5RZZYpKnFQwdCrqp9s+idRPiw3mnsVJofXsb41RjC2KYEjS3JtGcttAl+J4XvQJMBlTPqBaY/azGlU1GQXD1CInLb1+/MPxo4f8w0EOdvoiz1wijio7iptOuIn1zeu5/YOHFaG89QklbNgAygb2MdvUyHuuxC/hA50+rGZhaI2h1+pf444Nd3Da1NO47qjrNJ83p8LDgQ5vwhI3Ukrquya4EGYGTJ4g7f9wCp02Slw29rYltk3WT6ZQ1WgWnIsn1EtRx7sEhuP7SVr7lPrzVamakrY/A6EhWKK9M1aqlLrtWM0iafntHS192CymrEbEaEV90SRK1DvQ4SMkYVYSjUHlvFnnccXiK/jbjr/xl+pZ0L4DWrfrMt6xiLAP46VQ7KJ5Kgc7fNQUOeOawjJlR+cOvvXqt5hXNI+fnvxTzY13QNEYQhL2JfAzdHoDDA6FDkvHM+QEQ1bREplU3zWJQlWjmXU6QZONM1iX8Ds0pltNcutjUDwTqpdnMsqEmEyCygJH0rIYdU29zKvwTKrkNhUt5bdVM0esiKR43Lj8Rk6tOZWfNr/Kyy4nbH08s4HGo+5p9jgW8X5P4md8f4fXMDNSm6+NL7/yZdw2N3effjdOa2qfM6dC+X9N5GcYCVWdhHNZA5Pvyf8PZla5iz0JNIZQSCoOq8nkeFaxuxmoPZ3zzG/xQUN73MPUlWxKPobeJqUu/5KLdGnKkwg1ZDUeUkq2N/ayoMpj6DjSRdUmEzmg94RfWDM1mJJUzCYzP/vQz1hStoTvlJexoe5x/c1JnfugeQsHKs7gUKcvboSelJKDHT5DHM89/h6ue/k6egO93H3a3ZQ7y1O+xoxSFyYBu1r64h6TcaOqCSYnGLLIzFI3nd4AXXF6J7f0KSF6k1JjAPKOu5JS0YtMENI4ojGkYEra9iQgYbFxZiSV6oLESW6tfX46vAEWVuUbPpZ0qMh3YDWLhA7oPW39TCnMSzlMMs+Sxz2n3UO1vYgbnMPs3PlspsMdzXt/AmHCN/tchkMy7n3o8g3R5x/WPVTVN+TjS698if09+7nrw3exoGRBWtexW8xML3GxqyW+xtBwmHZuU8kJhiwyq1x50Pe2x36gJnumpHnO6bSYyplXH9/MsK/dS6HTiseRQgHALY9C5RIom5v82AyZU+GhoXuAbl9s4by9SXGuL5ikgsFsUhyyCTWGNm9K2kI0hY5CfnP6veRJybXrbh5dUykThgOw8WGYezblNUrRvHg2+kioqo6mpEAwwFfXfJWt7Vu545Q7OL76+IyuN7vcza7W+BpDfZcPj8NCQd4EF8JMk5xgyCKRkNXW2BNiJIdhcmoMmMxsLD2fRf5N0LEn5iEbD3axfOr4pu5x6dgDjRsVM1IWWD5NGdt7B7tj7t/eGBYM1ZNTMIDalyG2xhAKSfa0JQ9VTUR12UIeyJsPQwNc+cIV+giHumfA2wZHX8X00nCV1Y7Y3+Fgp75VVf1BP19f+3XeanqLm0+4mdNrM+8KOLfCw/4OX9xAjMM5VBVygiGr1BQ5sZlN7ImjMagNeibzA9U972KGpQnvWw+O29fjG2JnSz8ra8dVX4/P2/cqNXOWXKzjKOOztKYQs0mw8WBXzP11Tb3UFOWRn4rGk2VqCp2RZ2Uszb2D+ALBlBzPsZh5/Nd4qKkZhge58oUrMxcO6x+Eohkw87RIldX4GoN+CyTfkI/rX7meV+tf5b+P+29Wz16d/CQNzKlwEwxJpSBgDOoP4+Q2yAmGrGI2CaaXOuNrDF0+KvIndxvA2umzeDm0EuuW/4Ph0YXE1JftytpibRfztit256M+BflVeg81Ji67hfmVnriCYXtT76T1L6hMLc6jvd8fswS6GjGWqWBg+knMLF3EQz1Kj+zP//PzbGnbkt61WrbBwTdh1ZVgMkWqrB6I81I90OGjMt+R8TzoD/TzxZe/yLrmddx60q1cPE+/xYeqke2M4YDuHRxiV2v/pA1g0EJOMGSZWWVu9sYJ99zV2j8hbQxTYWFVPv8XPA2bvws+GO2E3nCgE7NJsHRq7MJo41h3PwwPwIk3GDDS+KyYVsSmg90EQ6OjbnyBYfa1e1k4ic1IoPhJAN6vH28OUyOSMjElAUp02PHXM7N1N7+ffw1Oq5OrXryKVw+NLV6ggQ0PgdkOyy+LbJpe6lT6MsTgYKeXaRmakZq9zXz+n59nc9tmfnbKzzh/1vkZXW8ss8rcCEFMB/TbezoIhiQnzS7V9TOzSU4wZJlZZW4OdI63Tbb3+9lc382Jk/xhKnTa2O0+mg5rJbxz/6iQxncPdLGoOl9bNEzAqwiGeR+FsnkGjng8K2oL8QaC7Ggevdrb0dyHlJPX8axy4uxSrGbBmg/G16zc3dZPvsNCqVuH5jYLLwBPNdM3/Y0/ffRPzCiYwQ1rbuCRHY9ov4a/D97/Kyz+JDhHNMnpJa64Iav7O3xMz0AwbG3fyqXPXUpDfwO/Ov1XnDX9rLSvFQ+H1cy0YmfM0hiv727HaTOzfFoKJtVJRk4wZJmZZS6CIRlxsKms+aAVKeGMBclaWkw886oK+D/zBXDo7YjWMBQMselQt3b/wnt/UspgnHijgSONzcppygtqrDlJjUia7KYkt93CMTOKWbNjvGDY0+plVrlbn+Y2Fhscey3se5XSniZ+d9bvOKH6BH789o/54Zs/ZHBYQ9Ojd34DgX44+upRm6eXuGKGrHb7ArT1+dMOVX1+3/Nc8c8rsJvt/PGcP3LSlJPSuo4W5pR7YkYmvb67nWNnFGOzHL6v18N35Icp8YrpvVLXSmW+g0WT3IwByor67t6TCJXOgxf/G4b9bG/sZXAopE0wBIfgzbth6nEw7TjjBzyGqcV5lLptbDwwWjDUNfXicVgmbbhwNB+eV87Olv5x0Ul72voz9y9Es/LzSv/tN+7CaXVy92l3c82Sa3hi1xN87vnPcajvUPxze+rh3/8D88+FmpWjds0Ih9PWNY2uvfXsZqXv14fmptZzxTfk46Y3b+Lbr32bBSUL+PNH/8zsoti9pPViToWbfe3eUT24G7sH2NvmnfSafzJygiHLzIxRTG9wKMhru9o4fUH5xPd51sCCqnz8IROHjv4+dO2Ddffzbvglu0qL43nDQ0r7zgnQFkBpMbl8WtF4jaGxlwVV+YfFPfjwfCVjN9qc1Ds4RGufP3P/QjR5RXDsdUquye5XMJvM3LDiBu45/R4a+hu46NmLeGTHI4RkjLDNF74PMgRn/WTcrqU1hZR57Px1/WjB8vi79cyv9KS0QPqg8wMuee4Sntj1BNcsuYYHz3qQkrz4lVv1Yk65m6GgHBV2+/pupSrAyXMOv2Zi0eQEQ5bxOKxMKczj1R1tkU5ib+/twBcIHhZmJCASbbHeslJpqvPqHezYs48phXnJK5K21sFLP4DZH4F552RhtLFZMa2I/R0+OvqVyKpQSPJBc9+kNyOpzCx1UVvi5F9RgmFTODdDV40B4EPfgdK58MxXlD7NwCk1p/DIeY+wuHQxP377x1z94tUc6o16ye9dC9ufgpO/AUW14y5ps5j49DHTWLujLRK2uru1j02HurlwZY0m4dwf6Odn63/GJX+/hP5AP/efeT83rLgBqyk7ocZzypV5EF0a4/Vd7ZR57Myt0PkeZJmcYJgArvvQTN7Z18k/tzYDihkpz2rm+FnGr3L0YHqJC7vFpJgBzrwVGejn2AP3JjcjDfvh8avB5oYLfm14XaREqGPdGH6ZHuj04QsEDxvBIITgw/PKeXNPB4NDQYaCIW59ro7qAgcn6P0cWR1wwb3Q16RoAWGmuKfwwEce4Kbjb6Kuo44Lnr6AO9bfQZe3Ff7xbSiaDifEjzj7zLHTsJgEf3zrAACPvduA2SRYvWxKwuEEQ0Ge3fMs5z91Pn/a/ic+PufjPHH+ExxXlV2z5KxyFxaT4Jn3G5FSEgpJ3tjdzkmzSw8LrTMRGQkGIcRFQohtQoiQECJuHV0hxNlCiB1CiN1CiO9GbZ8hhHgnvP1vQggdQikmP58+ZhrzKz3c8lwdA4Egr9S1cNKc0kmdvxCNxWxiXqWHV3e20WCrpX/plXwi9CJXBB9LfOIrN0PLVlh9D7hTL16mJ0fVFGAJJ7pJKXlpuyKkJ3tEUjQfnl+OfzjEW3s6uP+1vexo6ePm1YtxGdHLo2aVYvp7749K34wwQgg+OfeTPLX6KT4282P8qe5PnPPYmdwz3Ez7ad9XhEocyvMdnLOkikc3HKJ3cIgn36vn1LlllHli9wofCg7x5K4nWf30av7f6/+P0rxS/vzRP/PD439IoSOFbHudcNosfO0jc3l+azMPvr6PD5r76PAGDnv/AmSuMWwFPgG8Fu8AIYQZuAc4B1gIXCqEWBjefTtwp5RyNtAFXJXheA4LLGYTN52/iIbuAb7+yCYaewY5Y8HEvihT5eqTZ1Lf5eOM/3mVb3RfyJPBE1m++25Ye/v4g0NBeOvX8NbdSnTKPGNad6aCw2pmYXU+L2xt5ry7X+cn//iA+ZUe5lYePiaAY2cUk2c184e39vPLV3ZxzuJKzlhooDny1O9B2Xx47ErYPDpktcJVwc3HfI8nLbM53tvHfUUFfOS9n/L1tV/nzcY3GQrF7rP9+RNq6fMP881H3qel18+FK0e31pRS8kHnB/x8/c856/Gz+MGbP8BpcXLnqXfy13P/ypKyJYZ9XS186dRZnLWogp8+/wF3vaK0RD2c8xdUMlpaSCnrgGRq0zHAbinl3vCxfwVWCyHqgNOAT4ePexi4Cbg3kzEdLhw3s4Tzllbz7PuNwIgz8XDh/KXVLJ9ayI//vp0Xt7fwlu16Vh81FdPanyg1cRacC5VHQfcBePar0LQJZp0OH/nxRA89wqraYh56Yx+1JU5+duFRfHz5FKyTsAdDPBxWMyfOLuXluhY8dgs3nb/I2A+02OEzjyrmwCeugZ0vwJm3wJAP+lvglZuZefBt7jzndvbPP4vHdj7GU3ue4qUDL+Gyuji28liOrz6eOUVzqM2vpcRRwoppRSyeks+L21sodFo5brabPd172NK+hU2tm3i35V329+7HYrJw8pSTuXDuhZw85eRJY6oRQvDzi5ZywT1v8MK2FmaXuydl579UyUb/yClAdOhBPXAsUAJ0SymHo7YnNi7+h/H/Pjqfl7e3MLfSQ7nn8HuYphY7uf9zq3htZxtDwRCmeWcppoP1Dyj/VNwVcOFDStvOSTKhAb5y2mxOnlPKyXNKJ2VTHi2cvqCcl+ta+PbZ86jIz8IzVDgNPv8PeP1OWPtTpcGSitmm3OfFn2A68M2jv8lXVnyF1+tf543GN3ij4Q3+dehfkcNdVhdOi5NAicDlCCJsPk55ZCSvwWPzsKxsGZctuIyzpp81IeYiLXgcVn7z2VV8/J43OP0wW+DFQ8gkzTiEEC8DlTF2fV9K+XT4mLXAN6WUG2KcfyFwttoDWgjxWRTBcBPwdtiMhBBiKvC8lHJxnHFcC1wLMG3atJUHDhzQ8v0mPev2dZKfZ2F+5eFj206Ktx2atyj/gn445lpwaCyTkSMlAsMhXt3ZxunzyzEZ1AYzLo2blOgjd7ki/MvmQ0H8tZ2UkkZvI/t69rG/Zz/1/fUMDg8yOOxnS0MXy6dMYUZRNeXOchYUL2Bm4cyUWm5ONF3eAC67ZVIntgkh3pVSJu6rigbBoPHD1hJfMBwP3CSlPCv89/fCu24D2oBKKeXw2OMSsWrVKrlhw7iPypEjR44cCdAqGLIh2tYDc8IRSDbgEuAZqUikNYDatuty4OksjCdHjhw5ciQg03DVjwsh6oHjgeeEEC+Et1cLIf4BEPYhXA+8ANQBj0gpt4Uv8R3g60KI3Sg+h/FF/nPkyJEjR1bRxZSUbXKmpBw5cuRInclkSsqRI0eOHIcROcGQI0eOHDlGkRMMOXLkyJFjFDnBkCNHjhw5RpETDDly5MiRYxSHZVSSEKINSDf1uRRo13E4hwtH4vc+Er8zHJnfO/edtVErpUzaReiwFAyZIITYoCVc6z+NI/F7H4nfGY7M7537zvqSMyXlyJEjR45R5ARDjhw5cuQYxZEoGO6f6AFMEEfi9z4SvzMcmd8795115IjzMeTIkSNHjsQciRpDjhw5cuRIwBElGIQQZwshdgghdgshvjvR4zECIcRUIcQaIcR2IcQ2IcSN4e3FQoiXhBC7wj+LJnqseiOEMAsh3hNC/D389wwhxDvh+/23cNn3/yiEEIVCiMeEEB8IIeqEEMf/p99rIcTXws/2ViHEX4QQjv/Eey2EeEgI0SqE2Bq1Lea9FQq/DH//zUKIFZl89hEjGIQQZuAe4BxgIXCpEGLhxI7KEIaBb0gpFwLHAV8Of8/vAq9IKecAr4T//k/jRpTS7iq3A3eGuwR2AVdNyKiM5S7gn1LK+cBSlO///9u7v9ea4ziO4893G8WU4WKx0aaWW5O0Iq1x4ccyF+KCSMmlXEhxIxfuJBdqN/NjSiTE/gCKG8uPXShuNGLaDyUjypSXi8/n5JzDCXPOTj7f96PWzvdzTn0/317r+z7n/f3ufJLN2swagQPAyrjaYw1hjZcUs74AbCgaK5XtRqA1/uwHev5lx5kpDMAq4LmkIUmTwBWgu8pzKjtJI5Iex8cfCSeKRsKx9sWX9QFbqzPDyjCzJmAz0Bu3DegEcosSp3jMc4G1xHVMJE1Kek/iWRPWqp9lZrXAbGCEBLOWdBd4VzRcKttu4KKC+0C9mS2c6r6zVBgagdd528NxLFlm1gy0AQNAg6SR+NQo0FClaVXKaeAw8C1uLwDex4WiIM28WwjL456PLbReM6sj4awlvQFOAq8IBWECeET6WeeUyras57csFYZMMbM5wHXgoKQP+c/FZVWTuR3NzLqAcUmPqj2XaVYLrAB6JLUBnyhqGyWY9TzCu+MWYBFQx8/tlkyoZLZZKgxvgMV5201xLDlmNoNQFC5JuhGHx3IfLePv8WrNrwJWA1vM7CWhRdhJ6L3Xx3YDpJn3MDAsaSBuXyMUipSzXg+8kPRW0lfgBiH/1LPOKZVtWc9vWSoMD4DWePfCTMIFq/4qz6nsYm/9LPBM0qm8p/qBPfHxHuDWdM+tUiQdkdQkqZmQ621JO4E7wLb4sqSOGUDSKPDazJbFoXXAUxLOmtBCajez2fFvPXfMSWedp1S2/cDueHdSOzCR13L6a5n6Bzcz20ToRdcA5ySdqPKUys7M1gD3gCf86LcfJVxnuAosIXwz7XZJxRe2/ntm1gEcktRlZksJnyDmA4PALklfqjm/cjOz5YQL7jOBIWAv4Q1fslmb2XFgB+EOvEFgH6GfnlTWZnYZ6CB8i+oYcAy4yS+yjUXyDKGt9hnYK+nhlPedpcLgnHPu97LUSnLOOfcHvDA455wr4IXBOedcAS8MzjnnCnhhcM45V8ALg3POuQJeGJxzzhXwwuCcc67Ad1I7KDhuhr8nAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -361,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -375,7 +375,7 @@ " [-0.9589, 0.9132, 0.7121, 0.3103, 0.1253, 0.0500]])" ] }, - "execution_count": 14, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -386,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -424,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "metadata": { "hidden": true }, @@ -452,7 +452,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -507,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": { "hidden": true }, @@ -529,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": { "hidden": true }, @@ -549,7 +549,7 @@ " [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], dtype=torch.uint8)" ] }, - "execution_count": 19, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -576,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -593,7 +593,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -620,7 +620,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 27, "metadata": { "hidden": true }, @@ -658,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 28, "metadata": { "hidden": true }, @@ -674,7 +674,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 29, "metadata": { "hidden": true }, @@ -686,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 30, "metadata": { "hidden": true }, @@ -700,7 +700,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 31, "metadata": { "hidden": true }, @@ -738,21 +738,46 @@ "### Training" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is important to init the model in a way so that the gradients can propagate through all the layers. With the right init, we can also train at a higher learning rate.
\n", + "We `model.apply()` to traverse the modules and apply the `init_transformer` to any module it encounters. With the correct init, we can improve the score for both the standard and Label Smoothing versions of the models." + ] + }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "def init_transformer(m):\n", + " classname = m.__class__.__name__\n", + " if classname.find('Linear') != -1:\n", + " if hasattr(m, 'weight') and m.weight is not None: nn.init.normal_(m.weight, 0., 0.02)\n", + " if hasattr(m, 'bias') and m.bias is not None: nn.init.constant_(m.bias, 0.)\n", + " elif classname.find('LayerNorm') != -1:\n", + " if hasattr(m, 'weight') and m.weight is not None: nn.init.normal_(m.weight, 1., 0.02)\n", + " if hasattr(m, 'bias') and m.bias is not None: nn.init.constant_(m.bias, 0.)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "n_x_vocab,n_y_vocab = len(data.train_ds.x.vocab.itos), len(data.train_ds.y.vocab.itos)\n", "\n", "model = Transformer(n_x_vocab, n_y_vocab, d_model=256)\n", + "model.apply(init_transformer)\n", "learn = Learner(data, model, metrics=[accuracy, CorpusBLEU(n_y_vocab)], loss_func = CrossEntropyFlat())" ] }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -774,7 +799,7 @@ }, { "data": { - "image/png": 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\n", 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epochtrain_lossvalid_lossaccuracybleutime
02.3887382.5218960.6080560.44060302:04
11.9018571.9585180.6875280.50489001:55
21.5652191.6528500.7233450.53668902:00
31.3065751.4553230.7479500.56529902:02
41.1374551.3424230.7641080.58732902:00
50.9495921.2821150.7745090.60125202:00
60.8081731.2699650.7788100.60713701:58
70.7679591.2749210.7788220.60711601:51
" + "Total time: 13:36

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epochtrain_lossvalid_lossaccuracybleutime
01.9790022.0933450.6767010.49894501:42
11.6407801.6670780.7180820.53482701:41
21.3240991.4189630.7445970.56479601:40
31.0867591.3006160.7612320.58539801:40
40.8985651.2397250.7729470.59861401:42
50.7109011.1977850.7830150.61421301:42
60.5513291.1950190.7886480.62337701:42
70.4441571.2038430.7893440.62483101:42
\n" ], "text/plain": [ "" @@ -886,12 +907,12 @@ } ], "source": [ - "learn.fit_one_cycle(8, 5e-4, div_factor=5)" + "learn.fit_one_cycle(8, 1e-3, div_factor=5)" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -910,7 +931,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -930,8 +951,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [149/149 00:28<00:00]\n", + " \n", + " 100.00% [148/148 01:21<00:00]\n", " \n", " " ], @@ -949,18 +970,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(Text xxbos xxmaj pendant que xxunk les activités requises pour maintenir mon xxunk physique , est - ce que je xxunk de la protection d’un régime d’assurance ou de pension ?,\n", - " Text xxbos xxmaj while i go about maintaining this high degree of fitness , am i protected under an insurance or pension plan ?,\n", - " Text xxbos xxmaj while i do to the my physical physical of physical , do i aware by the pension plan service plan ?)" + "(Text xxbos xxmaj quels sont les deux grands processus naturels à l’œuvre dans les prairies d’amérique du xxmaj nord et en quoi sont - il bénéfiques à ce type xxunk ?,\n", + " Text xxbos xxmaj what are the two major natural processes in the native xxunk of xxmaj north xxmaj america , and how are they beneficial to this type of ecosystem,\n", + " Text xxbos xxmaj what are the two major natural processes in the xxunk xxmaj in xxmaj north xxmaj america and and what are they beneficial to this type ? xxunk ?)" ] }, - "execution_count": null, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1073,16 +1094,17 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ - "model = Transformer(len(data.train_ds.x.vocab.itos), len(data.train_ds.y.vocab.itos), d_model=256)" + "model = Transformer(len(data.train_ds.x.vocab.itos), len(data.train_ds.y.vocab.itos), d_model=256)\n", + "model.apply(init_transformer);" ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1092,90 +1114,86 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
epochtrain_lossvalid_lossaccuracybleutime
03.2810343.3573560.6218480.45800901:45
12.8720452.9233400.6909210.51037601:47
22.5986032.6534380.7292910.54573501:49
32.4079442.5148470.7481870.56705701:46
42.1952462.4037290.7664090.59216501:50
52.0956952.3620980.7761270.60466601:48
61.9993032.3586470.7795350.60967501:47
71.9236212.3594210.7802110.61087101:47
" + "Total time: 13:26

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epochtrain_lossvalid_lossaccuracybleutime
03.1771573.2321280.6500050.48036801:40
12.7832452.8288530.7030970.51825101:42
22.5370712.5836070.7353550.55134601:42
32.3116382.4462700.7564950.57782801:42
42.1219072.3748100.7685920.59351401:39
52.0125542.3446810.7762690.60362601:37
61.9089682.3397470.7801460.60940601:40
71.8586112.3420940.7802870.61001801:39
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