diff --git a/dlnd_face_generation.ipynb b/dlnd_face_generation.ipynb index 79bbae0..e2afcd1 100644 --- a/dlnd_face_generation.ipynb +++ b/dlnd_face_generation.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -31,7 +31,8 @@ } ], "source": [ - "data_dir = './data'\n", + "#data_dir = './data'\n", + "data_dir = '/input'\n", "\n", "# FloydHub - Use with data ID \"R5KrjnANiKVhLWAkpXhNBe\"\n", "#data_dir = '/input'\n", @@ -57,24 +58,24 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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tt9HT0wO5XA6Px4N79+7h3XffxaNHj3J2n/06F4J3+xKJBKanp/GrX/2KLZrq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/esVqsiySQmJpKbm4vf78dqtap0bHhc91HqGrhcLux2O8vLy3g8nig3Qe6jc/23s0D1yIzMsYgA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\nl3ZJ0y5D2KVd2iVNuwxhl3ZplzT9PwQ2U3APvkvhAAAAAElFTkSuQmCC\n", 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B85Sfn48lS5bwMckSExeWzhvPDlYWmcZZ5tOQVqfu3bsDMPuv+P1+HhuZ45GUh4lEAgce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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -106,24 +107,24 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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hUqoyz5VpLiylUFVxwTEMO4bNjn7oETV1Z6iVQ864Jgyl4ltb2V1MnahmsHLO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\nioo0ZhGqGYsxltIQbpuh4+bKcXslcWc69tRFk61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YGHcbbO+w1kjWQ1FoLG+/+cD0NBFC\nFF24lZyK2p7bTolHo/DcWuqq6JRlawdOegEVfuFZUKsMQlOKFO95OD7ybv8g1UEVC7tWBaMldWwc\nOlxnAeEyhKraT9EYFVVyTa2WYB2nKzuX2XSawTkmUzgsmf0cWJO4YmWVLWK7WiXaQMuNJWwHlchZ\ncG7q6f/lnvzVbulf7WVa354/qdIvfTwy4Q9JBk7U0gJH5MMcjKFv0euuKfc0imSEzJPPB4LSLUi2\nELIi6iJfRWLUUi3kFp9VEPyWbMied8qgeFwy/8fPj7zeLGz8E+XDW8LDR/zpIBQk69Cq2YpLgiI0\n5d5q2c0bR6eqDPDaiso5R9d1TYXYlDf1LOkt4iYsmaAyMS7EnFGuoixoZaTEtgZnNFFlUkls8sQL\nNKvWdNMDD9PPeXj/luPhQEXhjEBVOysindMSOE0rPha6fuB6t+PFzRU3uy3b7chmM+C6XshK5gyb\nlQyI0tBytVmqUxJf/7qskiIdFnIJHPZHPnaOsbMcTmIHXyaxNA/DGa0uyU21QlVGTFltKGzagVBr\nabdr5QIoqaKtMBWsLZRtablwFSHkaWKO5Jw5rkfWEjFJoa1ta12FVQarEqHZkWnPJasMve2x2qKV\nFrDKL3jVUvDBE+YjH45PvD8dmLIkYBkluDpnNb1zIpBShlRSQ/MFrDUMRtE728J6pV0brGJ0il3v\nGNvwd90YDovlg505NZn7WjI+V0qRWVtU4ncpVV16Z60UXsMh/hrHweuzSI5nLFVFysJcxfsfQqA2\nFVivJWK814qh/bNT4LSQkq1SlGooVZGozSIsYaIxZ4KWAyEY4R3EIj2k/FOqh1KbXFiJM0017fq7\no+fv/uOPfDZkPssPvJq/plse0P7ErrsWEQkZTcJUyZPojWU3dtxuN2ycFeGyOkuHjdCQzLlFkaFa\nY7tKUEg1dDWzpMicwsVNp6rC6B5rBAGesig9Yyj0aWFbKq96iz595P3jz3j8+IF1WTBW5hvOGozS\nrH7lsD+xhog1lqvra169uOXV7TVXm1GcdUOH7Xq061C2uwxhi4jzxKpMEbBKERmxX1aWeWZdZ7xf\nSH7mtD+w3wxMy8JpXnlcVm6vN7zproWl2aS3UsMbWbkaWaFaaGRkOYRqlRCf8xNbhshy84993wZJ\nDQJrNCEJzv/4uCemiC8KVzWWM8JO+BG15kt1ShXWYm8cnbYYJbF6f/olFCMfVh6nPe9Oe97PR9ac\nAUnQMkq8Cs5ZtDZSjRZFLkmqx05xOzhux46h8TM3TrHtDdvBsOs7OqMhVyKaKWSuBs1+CUwh8TB5\n9mukhEJIlUShWnsZshsAIwzN/OssTLLmWbqaUVIeZkVRGZ8S6Yyw1gqnpDLojaLXmsG0asGodiBI\npQCSliyRcIKd1mcFXm0S/lpA18v4UCuFUYao5JDI5cyry9CakU1v+PLFyHU60h1OhOmJ6k84pNfX\numJURpWIo3AzdLzYjdxdbRida6u9itZSztZqvjXMPPeOVZW2m5fZiK5C+ZUOQWjUa53QOqOrxaDo\nraX2LR9zminzRD6eOB1+zof7P2Y9nVBUySvUopzJRQtVyns6YxmHgRfXV9xuN2zHgWEz0g893SCH\ngbYOjGQ6qnbQXgRbNclTuWSsMTgjVUtvNcFovJaS+PB0RHUG23U8PBypamEYOzoLSmsyWYJoXCfe\nBd0qaCW4M10NqmRqkZ+htqSvT6nNSolgaxh7dimQ88Bnr2/w88zh4Yn1sBJCIGBFzVF1myWc6c/q\nW5MCpRRWG5w2xKz+dNBJhZoiYV3YLwc+rCfuw0qoFd2EY7qpSo1tDwMFplSuBsvtaPmNlzs+uxl5\nse3YWEVnKroWievrLGPvsEqJVwGFz5XXO8vkI1NIvH1aePe08G6/sA+VOYmDslTZqhkqRmmicfhv\nz8v/9D35L+TO/ud8mVaeGc5TZKkQzhuFXFoS86VVUAxaM1gt1UE7EIwGpzWuKfuqkooxtbbgHM15\naUG1zA3OIyRdm/9HaRry9ZNho6jqbnrFv/zKku4X1vWRuuxJacFYBVXsUrqAJTMauB07bjcjV+OA\na1kN5nIAaM7Jp+eh5WWwVZ8L4rOcVyvpaVXJqJzJ2WNyxeDQWExtsxWrMSqj44JaJ8Lje/b3H0nB\nS+lqGmui7f9jlMpi03IV7nYbrjYD49DTDR2uH7Bdj7EOZUVpeR7KKZmASffbAlPIqQ3PpMy3NeNK\nwdZKjJ51XhndBmMtayqwRHaT58V1fwmPVdYIBUk114CqlzJeI3MBikSlV3K76J/RrQDGaDonGLc0\ndNxebTm9uOb25TUfY2KJK0lVbG1/xpnOVM8XyOUTaANsQ6ctK40/8a1DoVK8xy8Th+XE3i8ck9y4\npuV2qLZtEoSkRAFuOsVnVz0/ernlR6+veXM7cLNxjAaxRdcimhpn6ZxFVeRAqJKY/WJrWUNi9pFr\nZ9hqhc4JPQkib45ZcHylklu+x4yI9n7Z63sOe6UNDYrMU2oDmJREzJFKxSkRGDktMWe90a1C0PRG\nTD6icRfRhZTjEryiS0VlGVLWduMVqqA16xmN9Uml0GzRuc0vSi2oKpl4r/rCX39V+OrpiZ/N75j9\nUeYNppMU6ZzkVKdybS1348hV39NrQbBLVp+5VANngti33g+lUIhcNXOW9zZVYjUoMlUlSsz4tGBI\nGDp8iJQkJ51RUjG5Eql+Zj0dLx6FWooMI2vBRzH+gGYzjNxsN1yNA5tB1qCu67CdhLloK5AUrOOM\njtfaXZ52tVpKjuRQUUVmG3TiMVHJokqPKoUUA7qpFKvW+FSYZs/t1YizTlazDQ2vahYZd7Orn6nM\nWmtUKZDPoTkKSK2VqJe5j1YymOystBHXux0vX73geFo4TR6JAm46iyoYtFILpi36z8cCtYo12ZwD\nZr79sdUq2Z3rpJmWiSVGQhWFrVUS4HNWnNZa0TXS6cpnG8tffrPhr/3wJZ/fDtxuJM7N6IppMyVj\njJCXlcyVaiotVjATsyHEiPeKrdYMVEoIVDzpPJQubZ5WKmjJbCr6TyZTfvv1/bYMuu1Rq8boilK5\n+Q+a5RYu3n/bvoxS37L/OmswRoZlchqL7NjUiskVnTKohGzNRWyjaxVrdDseammzCxRGVSnP2geY\ns+Cr4rqwf/cN69MD1c+Y1n9ordsBU+hr4WpwTehjcOaMlW96B843vb60qudSVY6rZ25frWfktxxw\nyhQMik5VBiojRdaTKcEaSEESqkqMmFrpkDlMyUluUCWZFqqTQzOugZLFgNX3nRwCVj9XMpeBanud\n2xotqUZGm8tuttazhvL8az/5Pc3urI2RsJsqITh937HOK/dPJ17dXtEZR2cc9tyW1OZvaNWPUedK\nSVZ4FS03si4yQ6hS6J8docaoS/tijch4r652DOOAdpqYEq4qHG2IqHX7Hs9R701VTactvbGNS1Ge\nLePyw5PWmWgkj/Q879pYi3JyOIbLwCUzmsrdYPjR3ciP7gY+31leDJptr3BO7OzCtrRoLUToi2gu\n10a6SticpDXTGl0DKSZWPwoV4zyZV4kSFUkVGa5rTbS/xnHwRrULtWq0lvVSbuvBc8ksN/4ZBnL+\nd33J8LPWyP7fWvrOgjJUNKaCyQWtMwVNIYhkVxeMLpeEJE2VluHSb8kaSKNIVbYOtQgE88PbvY+x\nnQAAIABJREFUdyynI5rC0ItiTxuDVdAhsWlXveN67CXXTwvz8Pkyaxj3TzQO3+5f2+S8/TfU5bF4\n2cZalelRjKUSU8Hngokrao0ULzh6lSXkFeRQM8rIai8ntOoxWpOiHLrWOVzXSbSbFsaiVs1z8Ekp\nfeYeytNXPUNWzpuGc8jshatw1phwYTBobaTUz4qx71nmlafjwrJEtr2jd51Eq3/rQMjfOhBUzahz\nkk1zb6pyVqY+8yuMMThnSM5eSu/tdsOwGTC9FeJxUXTtYNPt+wCXAwGkg3Ba0xnbUGxFYvM++XXZ\nL+1ASNQiM6+xs1Qn4qHSuBaWyugUL7eWL+9GvrjueTFqdp2idwrbWaxt1aSxKO1QSvQptOtTUsYi\nJiWskfQtXc/pY5IdmcoZPKMJJOaYhQFiDNn98lv++z0QtCQuawRkqpRuvb9UBwapCrTS36IE6QYG\nOZ+mzoiQpnNyolZl0EWhc0WpdOkzYy7PF31RTdwjr3btoy7zhKaSLJWSM94H9tOJTmuur69xTgty\nLGUGaxid4Xq0bHqHc7qJaBrlqEpYzHlYdYFstOEhTWRTahPhgFwE7cA8//KziMZqxWC1sCR0JWgl\nvEglmQQ1VtmrG4hKDFU0QvMZQpOzzMxt5y5sBK2a0Kk2qb68cZe1oiq6WZafD4pSCiUJ/r4k4UPI\nKvK87hJ9hTZSAuecqaUyOIfRljUUpsVzs3WMvaOzsprTNbdDoR0GVM4Is4r4o86pX+cZQ3uKQEul\ncv1AKYXOR7rO0jnDZjMwjgP70xM+VzqslPRVsiGeiyI5ARXy4HJaQL6p5AZ5bcdBraTkiVGxNpiM\n0YqutyRt8PUcg6kYnOV2NLzeDby5HrndDYyDw/UO00v0nbXCm1StOkDJQw5A1UpubUTWkaxNO+wr\nm1J4UQq+iPYg1ZWgPGvxkjvS9DmX1d53vL7nGcL58j+XnkLOLe1iOrcHVp33uaqpE5+HLZ2TSa6z\nba1jHFUZahKJSc7t8NAii81KvqyWRKVyfvJc0L/tCd3+jhWeoaQ50fcdm/GWobfCZ1wWtk4zGs3G\nSYmq23CwlEYYahY/mQnI3+s8TDwbqNoj4Pnmb0/oqsr52hTvfZUBo67yvgzGsHMGXTv6rmNIMGaY\nU+W47zkYLZANxIqtFJcUJaUNfdcJ8PR88J5//vbnfXrhf8uafq6ZaxUTVGlagVIF3XBpg9o7qg3G\nukssXmd025VXljXgQ2K32UhwqhbVqmmfhOLTG7BBZWsjLZVCybm5DFNTosoNiHbYfsOwyYwhM8ye\nq92W6+sdh4c9MWZ8SS32/dPtwreHhqJJ0AzWEXIgyjTn8qtiTiwpMKVEQsjPRmuykp/v3BL2unI3\ndnIYbHo2ncVafQma0VbeI9PaBbTMnep5o3OOnVfC1FBKX97Xrstsx8x1hCnC01q4WjODjQyNUKWs\nfQbifMfrewakPNfPZ1PROVxY5gdcykXTdDtWK2kRnKXvHH3X1lzOYp3FWKkQEsJHVJrn9sJoSpaB\n1kWlWIXRqMRfc1mlffqgKC2KjFoYxx23o6gM03rCq8SoK6NVdEb670t24OUgaE9L3cxVbbPyfPG1\n/hfpjSuq+dbrJ1TipqET5Q4UIUJ3RrPtROB07XpuTMdUNPvZw8OWk1GE0FKDOwc0G3AtGNPx/zD3\n7r6WpWma1++7rrX25VwiIjOruqqbZrrVBhIGEhIGQiDMQRofCYTBH4AEQkJYSAgDA4GHMDDwZoSF\nhzsWGgkGxDQ93dVdVV1VWdmZGZdz23uvtb7bi/F+a0fUTFcJqZnJOqWjzIqME3HO3mt96708z+8Z\nhkErhF6FbXbzbabx8WPDrW3mnt4CbZuQ/lVdlaCH4scv1X2/Cxq02xrea/uHMYqlTxmM/eQ9tzjT\nKU7lI7GIrQETQ22i6Vg5k1JiXlaVqxuLD4HoHcGPDDvY58buNHN7c+D29sjXQ1AWRysMn6gWr2/J\np9co+n0MLhCMY4Ft0IMgJKlcWuZU+4HgtOUR02VUorOrwTTud4HPb3Ych6i8zz4E3y5wY/WhZp3O\nw7j6FUQfctcDuV1NVsaq2C3GwG5oHMbKccjsgmXs7QtiEK+QnN/08d0eCFt9sLXLW30s2hp4o6vE\n4Ez/px4EY/SMQ2SMmg4UvA4XhxhU243F93w87z0+awDJNpQS6fJmY2hW4RHWok9os/UOW+WiJ0Sp\njXMqNBsI444YLL4seAej1c/QK5lttajltes3WdfQ2x4CbrYl68fbToQulFAFnbRN8NPLc3ruo9BV\nmCBWMM7ibcDu94RhRzSRMCZOux2NRioqrQ5hAtNzDaxaqEPUpCHXBVPGWXAWuU7xtq2IwTjXNybd\nHbqdC1uPJUaDYkTJydthIW072LoKszZMzT1AUroeInevyqbM6n+4dB9Dt0sba/X6cIYmiXlJfHj/\njoeHBz48vZBrTz6adtzd3nB/e8PoDT5Gbo4HljVzvqzc3t/zkB9ZXxLO6eBOTUW/ulTcwmidsQzO\nazXVtRx6xaoIbmmNU6nkXmM1qVfqlzEGb/RAOEbHzRgJTuPoBI/tn94E9dKYzeOgV0atlVqbhslu\nLZn0oXdr/XvWucngHbvgOI6O4+g5DJ5kVcORXbimdv+6j++YmPTJ1N0oNGK7iLbB2sYz1HRfHbg4\n71X2O0TGIeD7gRC8pxm9YAZnCVv/trh+ymrpn2vVPESgmobHYqVBketNCv9ElSCaDGBcUPON0Rgz\nayoBnXfYvtfeqh11crp+g2tpZ+32hl+nfp+8DuiB0Kfx1KJDTcM1FHeLd2t0BqFBn6ydn+CmCecG\njB2IIareoBascXivdUlravJxvV/dJLxmS23yPdZtK8ts//67ulKn3w7TDyfjHEZ8P+AF8JgOHaVv\na7anmZ5xDVLVpGPUiLOkwrpmWtVQXXWw9j6+z4+auI+qROMwZqG2xrKuXOaZucN2qhguSyZXPUBv\np4HoDPtp4vamcLqsvHp9z+W0cHqeCdIUzfbJFuH67putVtI5QugbFtM2nYSuiBOGVRrN6jZli75r\nGIIz7GPgfue5mSL7UUOFfBjw3ScSfSS4qIdTrw70p28f22qjQF3rtCYT6XOeXt4aFOU2RcvtLnC3\nH7idGyUbqHARy/LPOuzVaFPyvwNfisjf6cGvfxe4B/4h8O+LyF+r+jTbWgqLddKHhLqjN7ZzEAw0\nq09ynNNEX+s1/2AYGCedmuuh4CkCRizBRzBburSGWthSsKXgfuVAUNu108kSsFUu5tpLQ+8L/YDt\nUd4tJ2zN2Fa0JWhCq16DRm3VHk9cF185rAs4ryIf3DZ97hP8/lrYbm8TGlIK5brO08qlilDQROrr\noUAfqlmDOIvonpMYtEJZs0bGx14BtKqDuE+rF8zWhVjEOYzvnz3v0VhFtFnXy1mv6db6xG6a/dBf\nr+2phiu93P2kRBX1PZTSoKzUnHWbU4QlVS6zGqYsXA9XkL7RcD2Fuq9srSib0DuGMXJzd8N0PLLm\nyrxmDfhdZt69y5T9xN1+x81+x2G34/72hjdvXvPh/TPf8J4sFSPdEGX668MnldumbcBdh4ur1L51\nUfjuRo02na1YRVBqB+xj4NVx5Aev9tzvJ61sp5Fht2fc7RijzsOc910AZtnKL00u14eid/1wbaJV\nlsuITbpBqFqRWGMYg+NuP/A6GT4kS0mQl8aylD5g/vUf/39UCP8R8CfATf///zXw34jI/2yM+e+B\n/xD4H/66L7TW952zxRpdCW6xY0WEtSrxxjiDrzDXwtIsqxSaqxAEN1p2zuNixA8jNNF9svPkJlxy\n4TFVHi+Jl9Pak5rhnNQ8VFqhiCYn1+Y0g4D2T9UJzjh2ccAboeWVtM64tOJbRZylNmEpjaflhVTU\nR7Hb7bk5HhmHHdNoGPEMxmsuwVaiW/vJjKAPQpsqCVNKpHml1dLZkIkmVs0/JvQ0ot7n1i78iSPW\nN8RbqjTmpSgWrldhRYS1QcGTClzWrBe/s9gakKLCp639cc7hmnTDkAJrRTadQjcSNUURiRhqaeRF\n8xnWy8xymSmr/gzGQNoQ70UNR85AbYY1NS6z7tM3BoLd+knoiUe95ZAGLeFsYzdF6u0tMUZSKlzm\nFW9Xhm4im8aB3RDZj5FpHMm1MQyB3TQQBk9zqv23Yoh986N25V99IIjRw30MI/tWWVrnRKK6loiw\nN4aLgQVYjR7kzsJxcLzaRe72Iz4EVrG8ZMhrZTaJo3HsvWdykw7GvVYgCvPRqrA1oRVhzYmUM7VC\nLZZSPKU6/WwqVTO2sRsMtzvh1Qrnc+Vx1eDXtP4zzGUwxvwQ+NvAfwX8x/2X/23g3+3//j8B/wW/\n5kBwdoOI2mu7gKFbbEFa03BVZ7AO1mpI1ZJaohpHdR4JjiJQracGNP23NVpVJ9jLmnl7Wng8zbyc\nV5oIpcK56B5/O1k12l3nCZu44yrwEH16jyFipVFSQtYZyQnX6ci5CeuSeTxdeL7MlGbY7y7cXTK7\naWY37thNM4fDQQk4w6D7f+eu67tS9MZfc1JzUP9stZJK5pJXjHG4EBmnA8Z47VObGmxkTfiYsT4C\nirlf1sLg9AZG2jWcJovBFGFetMJRMK2jYBlrI2RHHApDE2JAn4YNjBOa7bDXnsFYaiMXdaameWad\nz6zziyLW0kpNK0YUurL2WLqa9Wll+lp0TZV5SRqGus0NjNksE9soUXvzmml5QVrWFV+MlFzJa6Xl\nArkwOs/hcOD+/lYDe7wexJd16XxLwKrTNkvFiiGgraWIRgJslZvpA9fNGm+M4VQWncVQcSKMwK11\nnI3hZPqI2Ojqeh8dh+gZgqNhuBShpcqFRChCwlGswlCtCTgXtEXuA2619FfWljitwmUu3RmqlVOr\njtocudoec68pZYcJ7lb4kBqOSkl64P6mj79phfDfAv8pcIu+eK+BB5Fr5tWXwO/8ui/uQ+arl6F2\nSKkyErV3UuWcVhAYlWSeRcg1c0kzH04vTMEzDQPTbkfOHaSiD01yRVOg10QqVcUx2GsvX6l6IWdl\nNlYqnxTqfQ2otWEzXvvdsmDTiilZHXg4Uqm8XGY+PF94Oi/kAvZhJn7zqK5E7xij5/M3r/n8zWd8\n/vo1h/2RadRdeSqZeVl4vJx4eHnmw4cHLXvXFYOWoLkWrHWMw8jr16/Z7/fEEEGMwubXlRYWLJ4q\nlnVZSSkx7RQGK02ZA6nqz+yMQWqmpKax52vidDrpINZb9tPEcb/nuD8wDiMSgjoerdN1WsnUnJjn\nlfNl4eUys6wLOa86MDR0UZWoUy9nfX9SoZV2TUartZCSsC4qGd8mzWK2sW43MbVCy8qxzMuFvCbW\nOfP0eObhQV+zp8dn1pQ5Hg9Mw8jN4YbDcYfzjlRWytMHzuvC4+mZ8zLTUKerAlHsR45G34xYo+1n\n8AHvPUJjtw68rBdyVVNXAPZY3njLM4b3WrujliwdjoMwr4nT6sF7Mg6XBesSy5pISdsnrPo5nI9q\nN7eePM9ccuJ0OvNyOnOeF6oYfIiEEGkMZKksZUaSGqP2QyAEuBkrk6mEmrEl8Wu69+vH3yTs9d8B\nvhGR/8sY829tv8yv7qrgV5e6v/Lxv335Dut0NvDmZo8fvMIeRLlz6m60SpkJniFEnPVdl1/JufJU\nZt4WTeSMwffodpjGQU1FqLorWIhj1GGNCFEKC5YZA2LVu9CFSIoJ/+RbN4rbWnJlTRBJhJyQvkLL\ntaouf10x3nM43lCb6/HrgjUN6y0ueA0pXS+8PDlMrZh2oDYVPp3OJ14uF06nkzILU6aK0V7ZKPSi\ndVTWy/mMGMPxYHDG05r2iYkzslbWZjidz9RScFZ99n3Ej22VwQq7YDhOQXtXo0CashZIRSfuVVuN\nAatGIKnY1q6UnpoSZV24XBZOl4WXy8qaE7VVnek4j/dBHZbWIsUgWeE0apDUfriUSjbCumrVINva\nyaBbH9Cpfsu0dKHMZ41fS4WahJoTNWdKWilphdrYjSPHw4HDzZHdfgIHknS9t7bCeZlZtqi2pk/Q\nZn0fWmsITLCeaAODj11ardzJnfU8Dk+sZWVNBScflaqu9qlJ10IEb9kPkeNu4vYwcdjtmKaRGHQY\n7p0hWqBm0nxmVuARw04raERhvpREkEKgEtDK2To96AlRJflUVqPCNHGGGCy3k+ft4wt//su3vDut\nzOWvZzpsH3+TCuFfB/6OMeZvAxNwBP474NYYY3uV8EPgq1/3B/wbf/Q50yEw3ux5SfDjr84Yp4Oy\nKSoUYucMMTjGGNgNEyEMWONI68KcE+eUePt84bJmtrnsGAOfv77nZlDizNDBlnGYtEsvhVItQ/fE\nY4SC5VIrknttsJ0F/XirrXFZM4uH0RZsLT2FWDSWuzaKNA6HG8bpBuMiqTTWlAgWpuA47kZGp2at\n+XJS34TTP3tZFs4vz+SUMbUweI/3EZwnjBM+BLxxrOvKsuiT2DnHMA4MXtuOnDIpNxIzlyqcTy96\nc1qD74EBRnQ7EoNOou8PI806UhNKT84utfUwmMa0FJJb1VXqusxadAaQ00JaFg3bSZqWnERoxnaH\npD5VIx5XC1iPJKFIJjejA85t84MhJZ3hmF46Std5b5IhaQXJC20+ky9nagXEEiyMUYG1eQxgDJ9/\n/ppXr+/ZHXaEGBAjeBrGO5oRUs3kVq7D2tqvnuC1vYhxYAwDo4sMNjAYT8Thgb1xPEy3vKSZkuZ+\nM/aHiFH6VzPgnGoAbvcDb24OfPHqlnEaCNHjnGUYPNPgca3oTZ5mlnNDqOCUp2mth3TB1wWvUE5w\nBsm5f52Gv5gwUgfL2VbWuYFtRGu4sfCv/AuvGLzlH/3ymW8vmYeXX49R+5ukP//naPw7xph/E/hP\nROTfM8b8PTQC/u8B/wHwv/y6P+PVF7d874ev2d8deJwbs3vkpx9eMB9eFB4khZK7d78ULmtjGmAI\nA9Z4jAVne/LwznJ3s6MkHVaRkyKseumG1ZBSdX8VPZFzZumadqlWpbnSUGxr2x5S/aNfpKL74NqT\ndwVFmu+GgWHaMcQJaxzPvbx7Pl8UNnJ7y3GaVJ1mIOeED50MZAzeW6YxsptGBKvD0POFh9OF88sL\nIQTu9ntudyPH3cDz6UWTra32t5vEOuXG3CA1FfRs3gNnts5HtwXBR3Aj5yI8nJ55XlbOWVOKm0CM\nkc+k4YdIrE2ffLUxBFU0VoFcFfaamrA04ZQKT5cz52Wh0UNJvOdmiByGyD4EqjWI1+j5q7DJaO5G\nTuoFUEGOuUpBrspIUQt0cFotFtNoYtjtwJgRI3ucbZTacE6oovOY1t/LVjK7OPDm7p7PX7/i7dtH\nvrEfENvlyc5zGyYOcSSGqHAU0w8D6/FGfRE7H/n+zWse05nz5VEl90bj34vRnEoxmnJ9mCJvbve8\nPk6M1vL04YHTsmJC4Hvf/4Lj/Rt8XfE1YaoeskJhGCyOpBuePGNzJqfK8+ML37x/5O3DC9Phhtef\nw+AFR4WWGbxhd3ukSqaWBKlxdzPx+lS4fcicyj9/YdJ/BvxdY8x/CfyfwP/4637jZ79zx+c/eIUf\nB9YPyyc5ivYq80WkCy/0f6GJOtT6pzVGYSne8fl+IAXLZU3MSS9U8VuKriCm6tCwVUDIIqxVNIdB\nNgaf6Ss4c5VLC0o+3h9GRpfx2akSEW0qvPfEcdSezgakWVqqrCGQQmCKA7thYBcCo7NKO3YqrtG9\nlaoZvYXoNeYrxkgVNCtiXqE1vIEpdkWmQ12dweN6ud+M0qlrA1ONTkXNR9YCot4C7zzDMGKccgke\nzwtPy0rBqN4dXfulJiy1sTRhbPrae6NldzVGf3//zBgysFThnApLWrQaMYbzGHm13+Fub1SW7N21\nudxUkogi2ASjOofeNYgBU9Wth9lCd7UVEVFUnXfqFBzHQMmRXBrOaGR9mmckK2CmtcpkHa8PB77/\n5jXf3L3jyyGSW8E1ffhOLnATJnbDyNCrA4/DG129eucYqHwumW/Oj7zzg9qTDTQpnYyo6dmDd+zH\nyN1x4rhTC3hakrItJ0OzkeFwj1nPmPVEy4laVlpZSKPD1pXmDGXOlLWRViEtC8uyclkW3LTX/Mea\nqGWhzBdub/eM40i1lpyhSuW4H7g7ZI5TZLj8cwh7FZG/D/z9/u8/Bf61/y9f973ffcXhbuLpeeXD\nwwvv3z6wzBmLXiTOQfC6x3c2EvzAbhyI3lO2AYlURU55OJBJTpOPTrWCWHzwXXioSjtjHEYq0jKy\nIdNwqNxnM7Oo+CN0MEarleMYNQGpLPiXlYtckKa22+A9u3FgN4xaVDbHPh64PdzzshZ98kendOi8\nIlL0fui8tFrVHETN6n9wDeMc4xC5u7vDhAsIavyxhiE4xt0tTQy56iA21UbrBKpgLR4hmE0+vO3R\nFecVu+VZjOlY+4qzjsP+gMp0hRgCu2FARN1zqUESCEbFS82qZgEXaFZozoIPhGFiUI0XOa1q+Hm5\n4DDcH484ZxQq01fM3li8c3pgSx/kOX8dLF7VirZoYI0PEDxkD6XRWtGwl1LV2WmdrlBboy0r+fkF\ngsdZQBpDa7waB373zSu+fX3Pz487XsoFswq2NTww2sBt3LMbdgx+4FMbuHUOj/DaGV6/vOcmTjqf\noWLkE4JTP3h3MXCcRoboyecFax276cB0d8ft/Rv2t6/JT1CWmZJ0E2BMYQ0GSV5Zk3k7DEBaZRoj\nt3e33L55zd1nr0nnZ+bHxOW0sIsRMw6EEBBpWF/YjXCcArsYdOX9Gz6+W7djHHh6zvzi5498+9Uz\ntgrHfqJaI0RnmJzizXQw5hmsykD1DRZqK4zBsQ8G34U8ozVMXsVM3ink0ofAOI3kVlnLyjw3Ko5o\n5RpNHpwOcppRsckYPHs/UErVLcYYOZRGKBGRCM3TSlKrrfdaKdiBYAesjdyKIzeDCxZLw9UVU3RY\n14pOtq+fKibDekWMhTAQrefGOF6ngogwWovpXu1m6Ng5mCUjztK6tmGwjtE7dkO4tgybBdmjttrB\nq7OOQbFqVQxx3Kn91nt8VGutdwq09a4TnvjYRlmjobCTtRACfhg57nekNZPWmbSu5JTwNM2gmCaC\n0U2Ot45sBScfQ3Jqq1cZrt04EP0vE9Gb3/iCjRVXABzGFoxRFmVZC81XZVs2gZSpy0o0BhtVAQiw\n2x344o3wt37vwvNp4ac/+hmn98+YWnGiMfPTMLIbJ4KPVOnuzf69GVFwzz6M3E1HhliwJmFK6Q8Z\nwXoYg+MwqgZiPw1U0ajBZh2H+zteHzyhXHAU0uZzEZ1htVopGYwRalaNhwuevRvxux03xjMeb9kP\nDrcaTLTY/cAQLc4okBhnEe9prhG9I0aHD7/F5qa1CO++PfNXXz7x+GFmMJabKXLaD6xrJloYvScY\nh7caN+bRaTc0qmkENHF4HzpryMBgDTvvqFaZBM7CEB2HaaDUwrIKrBnvG9VYiiiLIQX9d6UmVcbg\nOY4DayoMPmCs8u2mEsl1IBdPy51u0x1uMQbGMBLchkv3OrhqmZYMNTXKWntug4p/WnevOeewweNj\nIAwDLo44P/TgGb0gS03quGvlmlA1u0ozqlB04gg2cBsC+0Fx7cZ+PBQ8Dmu1J56iGoCOo2Y5ej/g\nhwEfIzY4oKm+oVal+AAb3kX5MMqj2EVPHA1TRe3XtWnM3ZpIy4o16m7cBZU0rzVf18mtm6mqSG/n\nmnY6XcW6zRO0eqsKTBFBmsXagvMV51YQS80V04RqMs4AJVOXBQkBu9GfurX43nh+7weZlArl+cLX\nqdJOWdkJzhODMiKsc6qJoXU1areCV2FygbvpgA8LrQpFErVpXF20sIuOm93AbgzsxqCK1r2G8hzv\nd+xGCOkFaQmhstK6GMt2g1wXyfXX2gV9bw9hwI17XBhUyhwMfvJM7ImDuxrHLBqus7qi1DFvCb+Z\nj/LdHgjffP3Mz3/8LaeHgq2W3T6wi57BGQoNXyGYSrAdFOkctERthlwThspudOx7JTFYiysaiHIM\nVm2qoheJKysmOQaBCExjpEVPkcY5ZZxtVPFcSiNVDQmZgudmGnmuM63BaRXsPnCzn1jKhdPcRVFN\nuQcbOdl1qSl8NKLQUWxFlMJEqVjfVBMvaKkbY6fy9hW+tI5mg+tz2ap8tyu41Cou8lH5aJyKcnZR\nY+h9uD6BQW80Z6yi6bAEYxiHiAsRHydciJigwpjWKtVk9T5swiQ+CnUs6s7DW22vxHZFV0VKoA2R\nOo0gDSsKCKnJUHE4MddqQ6uD1hWZeijQOgTH9DTvLvLRV0IFPM2rqtL52JFujuQDaZlpWePi8rJQ\nxoHY1Cegz0f9uvvDkb/1w9+hnGaOfuDtL77l4PfEoQu7SsFU1SnU2pCsh6MOlTMDlle7I0UMDy3z\nvsFZTSzsg+V+irw67tiNnmHoqH4LwTt2oTHIQsiNnBOUWSugjk7bfq9IxQWdq2w4O+cDfnDd0wBh\nClS7o46BzRuFhZoVqOPQNjhYIfJbbG4yVEIQjkdLLUIzmdZWWs0M3nFwjlcxMHodsvk4UGpjyYXz\noiext5ads0xds5BNwZiC0JQe06XIg4GdcwxWV0cintIj4J2plGa4ZINr3SvSRAGvzhKdRtK/OxWW\naHFOrc7W9B6+tuuc4iPAReVwDWUX0Bn5q0AtepMrnclStgm6sUr47bguvXgb1tiPyr2eFu+MrmcV\nHKKvpjUW74MGggy+22uvNXc/nNQ85ET/bm8cwQ/4OOLjiI1R9fRWp/L0TQV8NGDptsJ0lJlRkZcL\neOu61qEh3iHeI0HVjCohLUDBto230M2t0kEnrV7dnBuPQR2gTleRXmXCSkZ2SsNyVb0VXiW/3jt8\ncJRlUfETjVpKj4RX2TVVcfj7acTZe8wf/D43ceKXwx4uFl8j1ll9X7dDqvZqqVdA0goBxxRHfnb6\nwDpfeJdXnprOY47WchscN4NXW3xHunmrgcQOwdbcE6oKhgpW8DYo3yN6oKo3xihgJkRoKim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BotEfQgkNIrCIP1QYdqYqiiiLvcYF4y5/OZp+cTP/3Fl/w/P/pzfvKzL3n/8ERRq+InEfFKmT7s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\nWrAqS9ahKUQgKliihmRJqbDtHNvGcJ4LSRWEMq2upKAQAuep8PJ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8Bkf3iEfR1IAtPHuThqm8+SnxJWa80S2apPGswuY6RYhv5xWubXLJ9aMCmk21\nebksd+b1ACFFgC47YbAsDYiRckR583KMqM8EsVPyU69evY7NTTpfZRZYsFsSWxPiFg3n284WJSpF\nCvLqzeeh7lHGZHt9gI0OzdGljQHyFqdX/RiVxqKiYzw6HSOXNOh+K8P1XVKAkZRYa9M4bl6mOYk7\nM8zYDcoiiZt7FMlOTIU1NnNj2UKcMzdlSQrLVQXW+ZpNnKJhFuHDaYGtlN4/OLgLV9L9a3GVYaJS\n5Ckpm3YsccyMye3hFjqsFIbtCL7Ab5PTbSrRKDgRORxeRtRihbs5wDoTlZjJBKcnHIPg6kRX17Ds\nPrWzFGmLlYW1+PiYNpStzW3oBcUSGs6oRO0ONGeinJQh8xVJCdyne1K+/ncBANf7AjuX+H5EEdp8\n7q2NdXS+ygxX5w0eTWgcw4Y2ulZPIWbEVqQ1YkW/SyKJy9v0u58VEjIjl+elNa6S7F1HzOQ7aZyj\nFdNxe9MTfO83/hrdy79YYutn/iV8Hlm5DytZyUoek6fGUkghURuHmivnotoiatMut39tG2vbbFLN\na/z0C0QgkTBrc54qXNn6EgDA1eNQzejgQiHN9s4QMe9ou/u0280mU2BOrshX9l9CvCBT7N7JfRjj\ngS4CyqOW4CngTaCZp6gjFwFpjY0B7SS7G+swvM3VvIuXpgm1+Xk+DGCbSirUvKMbxgEg7WBjm3eE\nrQ08f2XIF+UQM1hKSonZbBauFQCSNILxPJCw6HMhWVTPIBnQIoXCz/7ZnwYArOe0+zw6PcaYg7LS\nOmQZnaPVGoRxatWF5Dx+xcGyOFbY4WseIsIGB0RnVYNFRYG/q/kGUNFOn3kAjhCBQNHpFDlH8vub\nW4FEJD8/Q9LLeL7omoZrLQyGRFiSttvIGDegtF5yXLQizEY0L56X0xiDlK2UNF9bFi5JYPMbL9F3\n6gaZJOs0D+QsUSDZMQAyLnIatNrQjN+wjo7VmT9AJ30FACBUjPUdssL2n3O4f5ssWR2fYi32OAS2\nGPY3kbVpbJ1WBzricww3cfNZutb+YBwqbDcimtd2fxMJBxSjJEXEvUq++cIlTO9SL6bJ+x9g+2sv\n4/PIU6EU0kjhhY0+YA1mHEFOxxkcm4YqExjkvPC2IsCTj8S+wYgILDZmNA+LTUmJhG9uVS6Qc71z\nZ8jpmt0u6jm9VyxqFEd0vvP6AA0/ZEqJC+bUssmKT0lCLUlYBCxMRQskkhoxjy+/QCpr+aEQUfJY\ntyQTWhOGMS3TAAAgAElEQVSxX5/m0L4TkjHIBI+5qQNZiHE2JEl8ExMVR2h8CtUZCFYy1XSExSmZ\nybFKMOyTgtzbZtCXMihZCTe1gWKEoU4TNDwDOt+Alb7XAZ233cogGXmadwbYYLr7eVHAWHogtd0I\nKD6fLTgez/HwnB7cuZFwTAzTWVvHcJdcl5NH99Fhkl3t0aES2OGof5xGYQOQSocmQePpGBnHLnzR\no5QKjfVkvBYdfrhdU6MfXciocCypYSgkVXD61y4cL9caYpPG2XAtw87sBB2m1Ddu2VNkfbiLYkoK\nYJZ1kLVnfA7OakgLBvIijlMIJo5JepsY3KDX2XAEy2sr99WXWRta0fkkJCImxtnvW3SvvQgA2Opn\nKO7ewueRlfuwkpWs5DF5KiyFVhzhletbiOwMYyasGOQ5XJ/hp30FwWarjmMIbylI+hsJBEhwKV3Q\nwEqp0CpsUTeBF0Ty751WiNhsd5iicQywKYuwYzhnQ0bA07cnUQTfh8kYC+s58GwDr2dV3ELMMOyA\nTxcCkncSKxQM037rSEPyObyJmEYSJR83jtNwza5uUPGOYcoFtbMCELFbkuYZGp4XrRXOObi2nqYY\nn1HwrDMYoq68mULjzbN2yI83xob6fkgJzTTqsjWEZPisZRem1W4te1A6F/gpWlkCaelalTFwfC2T\nwsNvHebM4TiaTaF5l1dJgi5zcEo4cJEnMp43hQgJc3DGKg8FKUoA85K5JYoCPXZp/L1zQHADIwe0\nmbylsQ4VZ5dUvbQEYWktONcE18w4izlnl0yxQN6lQLdbu0rH3b6PqEcZrOmsxPkjCojPHx4h5nsm\nsxgZQ5oVZ2eq8/OlRSNUyHAIlyDle5KtidAZLFyzkxAMoYd16DAIa2EnyHbIxRapwPmH7+HzyJ/Y\nUhBCXBZCfFsI8UMhxLtCiL/M768JIb4lhLjFfwd/0nOsZCUr+WcvP46l0AD4T5xzrwkhOgD+UAjx\nLQC/CuC3nXN/RQjx6wB+HcB/+k87UBRL7OxlOB9L7icJVIsFGm4eausmdHCOWhkEowad5MaZwqAu\nuZ1XY+E8uahS0AkTZtoq+N+RZL8vShHiBGKOmrX5yWjZ21AphZSJS1u8O3aTFCPeoSu3bCrqmgY6\nkLXGIWCkmM5LCrmMP1gTauid1qF4ylP0Cx2F10roYAlYVwc6LtOIQP+W8Q5tIADOq0dKYcbBvmG/\nh4rTnUJnYCqKkG6rmjpwOehIhWmZXUAKdtsDBBIfzXOYFTCN5yBwSH0H6iiC1kwxVs7RcM+MlKtZ\nVWQRpdzp0ZbotXwMwAakYAMdipUUw7gzKGiugEziOFDzVU2DBaMfY5Wixa3XPJlrWVVLBjljQ6FU\nnKRQzEDtygUst+Tz7FyNjNBwztlUBjOG3m+v9SCZym7zG/8aAKC4fAWOsQuL2uCcWb4XZ3cheRxZ\n3gnWT8NWR1lNkWaEJ3FOoDFk8cgmgZ3Qd5wEYkbterwFUKEqPDuXBLjgbXj9ecQpWTG1BcT08f6i\nP0r+xErBOXcA4IBfT4QQ74Fa0P85AD/PX/ufAfwOfoRSSOIIN/a38P7tg9BUdjyt0JrxDSqrQN0l\noxRSsCvBJq5dzFDNKLLuqhrwUNU0QgSuRISDYYUTqLqgA6WWLSscnDGO/uHpYy3MfaenGS86FUdB\nSY3Hs9A81VVVgNJq4RBxCWwUaJvtsiO0tah9i3OBJa154IPUcJ623tWQnjjG1NDc4lxbE0xbHxis\nTQ2A89WtNhxH3yezM7SYUMY6g/ExzdcpQ6Kr8/NAeiK0DiXLp+UCm9du0Nw3VShrVvCkNwkmBQcM\n57OAs+h2OhC+VH1ewjA4x+MpkjgKiiyN08AIraTG3mUCZPWG6yiYu7Fm0pso1lAMY5eRDpTzZVVg\nXngqtAw5Z6a8e+ScCzUos7JAi11MjRIJm+suiVHzA+ezTw7BQ4OzDoLvycsv3EDDmlV3CeY8euM3\nYWeEPdh59qsw7GoBLrAyL6bj0Py24Ma2k9EC77xP2Ym9K2P0mXb/0f05LjGOPenmcKH36AV2Zm6g\nLIQLGbHe1ZfwaMTzZRUirsF5UvmJBBqFEFcBfBXA9wBsscIAgIcAtv6Y3/yaEOJVIcSr54xQXMlK\nVvKnLz92oFEI0QbwtwH8x8658UUCTeecE+Kf3LPqYiv6F/e3XN7pYW04x6MpNwgxDj2ugOstFsCM\nd/SsgdSeeoybadRzcEYLdQM4ht028xksK5yybCDZNASTiajGQbLmL0YjfHCPNPeHx5Plji4l5oyK\n9FWGiBRS7m14fnaCGe+qiXDBBZGmAninCMVA1qHhlFzZNHCModA6C4FNP1taqXBzzGKGkPg0NRS3\nFZP1sq+k9hDsxSKkprbW16G73JMhbeC6nH61BUanZNpORwS/dfMZCnZFZkWF8zFhFkyaIO2f8Dw3\nyNn68a3iiqJCzdbdZDzDyTFXF/b66DNkXbkKFe/0dSAWEcsCM9RhXoRQGG7QPnL5+g28+wPqzViy\npQFFKUUAaGwDbvmJyfkINUPaTVGiWaeAX833rq5rJGyNVXUVzudUDcPsyVJGj9GwAUS8YozHpzhs\nbDFUfKMbCFQ9yjPt7eD4hAqY6qYJx6jrGp5K2joTugr5XhiNE5iNaN4e3S3RLMj1mZ06zDQhT7N+\nO8DtLbsJSikIdk1roSE1jWMRDdHdomstZrNAhvyk8mMpBUGULn8bwP/mnPs7/PYjIcSOc+5ACLED\n4PBHHac2Dg/HDRqhcco3NmulGPPrzskpFDMRQyWoPeiFgU5xliEf0M2qojZKNsvOPvkEhl+LpAXl\nMQsMO5bFsunJ5OQUt+6TSX1SWVi/EFwTHtQFs+MUVRVKiCMdY86kHyJS4SE11QKWF2Ht2aeNoapC\nEN+htRxrgAv049ozTsNC+AValaH0WKIJPQjrRYkpX0vE2RlZzBD7PpCVwU6fMiCjkwMYjok0vQoF\nuyBF4xmJZyh57KPxLIyjpds4vUeG37E4QI8j3B5DMS/mKPnBy7IslJE/fHSIhusksligZiVSs3tU\nQyFngNTVq5soS+/3inAtvbW1gD045YdmURVoPBV9VaDhe2IWBWqGSjfW4IMPPuRzs1siBCKORbTy\nHA1XzNpEhnNEMoXv2u4zWI1pwHoQxgkccEex7731Nr7xK/8RHZvXVffaNxAxmMooB8ExpaZpYENv\n0iawOKfc9n6n3QmdoOqyDl2xrrx4FQnjSRBJVHx/vP8rBLjqBog6a0g6FJfQeTsQ6qSxDoQrTyo/\nTvZBAPgfAbznnPtvL3z0fwH4C/z6LwD4e3/Sc6xkJSv5Zy8/jqXwMwB+BcDbQog3+L3/DMBfAfC3\nhBB/CcAdAP/2jzrQ4ekUf/1//300cYW8IW3YvrGLYZ80cFkWKJn8Qk6i0MI9YiSa1BEE79xJlkEN\neFeazSG63uRqYBmGV/PuUpYVBKPuJosCd7kirTE6NAOBE0uqNJ+vroGEkYmttIXZhHaxeVlhxsQo\n3dkEdU3X4isqJTRiDvbJNEbD1F3F6WxZ0MTITeEc7IytADhUXPlZFlNIjnCPygqnbKU0zDhsrINk\nS6qo5hhwFH5S3Mf9T+4AADbXbwQORsPWyPmswJh3WusM1gYML24naHGR07SqMeHApc8KxFqj22dM\nQGRh2FWajuc4mBKCstvOIWPmydC8t8VxaFU/MVPMah88s0suzCQOGNLTMfdWmFXo95mopikwZ7fS\nFCW63KIeQkIxxDxhq6PT7QbXQAmFivtQCKeAjIvfFnPEAdLM/TgdcVQAQONqfHxA7sFvffc1/NeM\nvahL3xPSIMspc1JXD0IQu24a8OaPxgGlvyguukLTIEnoCx2dB6i7SS0KNlNjmGWTo+CQy8AFodt9\nyD7jO/TSkhNKQXGR4ZPKj5N9+H3gj6V/+4XPc6xFWeH1Tx9A5Q5b7CPdPy+xv03+lIziZY8/RQQk\nADA5pIWSTirEXL1mlILg1E3TODQccS4mY8w5Sh6z2drpdWC4GnJUC9xhJhwhdWj4CikDe5E3yaQU\nsGxedtptlHP6nbMmcClO5lPEje9dyfx7WRzgzM66kL60jUHBaaPilMcQKajME3Ua1H6mtYLhBiHH\n43HIYPhHKlUxKrZ3x5MxbMIP9HwByVj9yWQCYT0ZCsdnmjp0bHJKYsFLQ4kodGdKIiDhB8inRZW1\noezZCBE6MlUSmFYMJpqW6PmSax6pyiM0bDIXwqF/6RK8CDbzB8NNpJxJKjgedDwa4+olZp6CxHzM\nMZFFhT6DrPK8jQ7XubgLrLuNz4aUNSp+XTRzKK67yOM0dMkyAbAkQkyhMQ1GXB/ihCSQG4DZlMaA\npsKYyVI6rQUS5anaHezMZ19kgFuf8z0/fzTF7BFnrSqHjAlf1/YGGO7QdSxSBbALbTjVCx3B+rR3\n1oaOPWgNkM4rQAknVs1gVrKSlfwY8lTAnI0QGEuBjbyDBWvqNw9GEBwwGwyeRerxGogAxikcPCD+\nuoPbHyNWXDB16TJ6e0xkYhvMmUrs3e+9BpmQ9vzmv/A1AIBAjIKDMPfGNR7OePfDshW5ERcYgeF5\nGYGaA1V5K0XOO/BsWqHinbcWLuThz3kMxfkUawO2MHp9SLYp4yhGkrKLUvtIl8X5KQU+56ZEj1uC\nxSrBdEHjOBxNA4Cmx+3fTDEKOIxMakzZZBZpih5X7T0a12ix++NbwvV7bURstp5P5rjN3ZM39zV2\ndhjmXFg4f3B2xYxzqCRd03xa4lPmFJQa2OpzMU+SQDPIyDdn0dJgcka7aqQaPP88EZUAIrSWy3tr\nyDPaHQvOGB2Px1gwF+Nmv4d2m3bgjz5+FycFcTtudgeY+MCrx38oGVrNl2WFKbtgyVoLl29epblN\nEhgGSdUMwW6cDHTvVVWhYCzEfD7H+OEdvlV0f4/ufIyPXv0OAOCVV/YABo7FEVAafzzAZ+Bvf0i/\ne/X7nyDvcIfqa/swbBU9+L33kWe0hv7MV7Zx7TplVHqcRbI6h2xRIDnpDqHZqhLSBlcDQuKfnP/7\n4+WpUAoODpWkEmRvft4pG8zvEBfh8ze20WrzohqdQXP8YGufoq2iVigntFjTdh5AHK6u4Jhfr9fP\nsXWFvp9xSdqiWWDBnIKvfnAHJ3OuI9AqxBSsE6EVu29mOh6fo8M+IJxFi4Eyi/k08PmNZlOk3JOh\ns83jHM1w/1NauLF5EDpLtbMcwmc7GCBVmwZT7j2xtr+NFnMDzicl7h1SirB0Ai1Oaw652nE6OSYY\nG4AXr96E9QjDdhtXv/zP0TiydYxuf0TX9Ak9/Lmpkcd0nd12hq0NYi6qnA59ELdefDb0R1Q++zAd\n44RJZcflMVq7tHBbXe31DZRVcOwq1VyLMjMxbh/Q/X3pz34NpnUBzsIxmKzTR4/Zte4cUhJrPF/g\nATNStdMEit2Z7Ss7WNyj78RwyLnScNmgVaDiTFPc6aC/Ttmq9vYAEbubRgClz+xwetZChEyEMQY1\nZ4Gsc6jP6Lonc7ofb37n25g++BQAcLRZYjohpV5VZVBIUkpoQVphs0sK8uagFbIhOH6InN2ETZVD\nc5l1O1WwnMsssXRjuwOKI6isAyV8OX/tW2gCwsKpz5eSXLkPK1nJSh6Tp8JSAIirpFgUWO9zQxah\ncJ9x5q/dOsJzm2RezcUZNAOEEjadh3ttjA/ou8l8gjYzA6eNg2TQy+ZOG4M9ClyW3nSsanz2iMzS\n7773IAQz0yTCgn/nrIVlzeyr7B4+OkHDrMzr/TYSNvHSPMN0QSbheDpBzhHz/haZ372dTUQcCS4e\nTSkaB8C5JODWHWcOYhmj22O6sm4OU5Obc3Q+w++9RwQal7dayLg/ZMpmpIoi7Kxzl6IvvQLPFbKx\nfx2dzW2er2dwxq7LwQ/fonkt56HNeiwcMnBmp05Qn1NwrXjjLT9kKJ6rYr6AYuxFPxbQ2zwObQJU\nvKo0Gs5WgN0B1+mjz7iJn/83/z384x+8DgDoOgcfv06zNhLeCRvzDgDg+OQIB2dkVXRaESLflr6V\noccBSFk2kBx0i9m1E0oi8WCpdg7d8gQGAgXjSOq6Dp2oarZsitpgwvc0SSMkDCff2rmE1373HwIA\n7h/RGpqezcAJB5wdHGAyesCTlTO/Aqiyl12U4ZDuwYvPd7G4zXR0RiDxdTc7a8ifIUtJrasl1wOj\nE+JYIduge4okguT+ngo2rCcLARdxYPIJZWUprGQlK3lMhHOfMwrxBYhW0vWzCJFKsMZtwKxtMOWU\nTRItKwaLug5pJs2xg6ZeFkxpKSCkh5dWITctkwQpMxSXTOxqygaWYwC5aLC/wVRqOx0c1OTv9q7n\nuPF1SpelHTrff/Vrb4agXKYUrj9HzL+/+AvfwOhT2sXtSEM0tPO2Fe1ENzdyXNqgnXR3cxMdTtNF\ncQTNSEHD45mPRqgqLqIpF5gXtFvDOZR8TaUTKNhdnDsOatYGt++Tb310NMLw5/59AMD3/tH/iU9v\nvUZz5Gq0uU7fX0esJMrGo/hqdHiHlbCh+/W0aHBecFqPU3q5FqGtXlWbgLBzQgWWJiEkYo59+PtR\nVyVqTi1LqaAjmot/OY/wtXW6Tx1bo+bAXsRxm3lRQvlzZzlO2Nh9Y1zgvjdjdAylfL9GWiv9tAXL\n8YC7Jw8w4gpcqXXoITrMcnQ8SStbPzrOYdlKg7OPQZdf+abv2E2xg9JWoc+lgcacsReHZwuUvItb\nKREp3yOVvttKY6x3aO11WwmGTEDbbeUhJRtHOrQy9GESrSMsmJ9iMV8EWsCiNBjPyWQ5mc5xzvGK\nv/Fbr/6hc+4V/Ah5KtwHAUALgW43RcZcfEXlQq653+1hdEoAoaKsoVgZSLNs7tFh7EE711iWQ1ss\nOIo8r2UonS1KrxRMCMgUVuLhCZlwaarh24Qf3Rmhs0U36dIzy2CYDaacC81eJukcV37xJgDg4Luf\nwd6lhXeJQTWXBxkubxC4pd3vI2JMRhRHgQzG4/AjtFEyK7MqgAa8MGsHy5V8Qkn4XuWJ863qHYY9\nOt+DB4e49e4f0uvP3oPkLEGv1UHO5rWHZU8nE7Aljs08xXrmWYJlgESPpEISjkHjvbrRgWI34WRa\n4C7T2p8XNWacJRBSLhvqsMugpIasmSquLCG52u+ZdgddBkBN5kVoxX42Lfi4JTpcGXlSGHxQkLn/\nw8kEbSa1aUkDy2ukYHfgztEBEp7jKM3QDxT9QJ83i721HiKPPeDaj1k9x5Tfk1IEAFtjGjSOrpVj\nmsihYdn4roxE6a/fuoBH1kqCcVzotLwL2sEmr5G1Xhs7vEaGvW4IMCstgnK2XIMzXyxQFOwfDvso\nmIRlMi7Q9k1r8gwJ1wg9qazch5WsZCWPyVNhKUgpkKUJkXTyDtzK0tBKLUkUZORpzhRy3j6GTDS6\nu7OBDW7iYV0BxbtArFUgbRmXFR6d0+tPpwwvdiZoRSME5hzgeXRWotXi6rMTgUfvkwWxvsk+jHOQ\nbBorrTE7pc8/ePMj7O1+EwDQG3aQcYBqlwlENtcGaHfIDE5bMVTYNWXARThGWNo0QxQzjVsMpFwO\n2Izm0IFI1CBhk1IxsYoRGp2IzXIl8MM3KW9u6llAFeZxGlK1Pu+epzH2uXb/yzsD7DC7sIPBhNOk\ns0pgyhWRl9nVuraewTA243Ba4vYpBVXfvX+OW0dcoSpiaDbnvbMaJUloDR8nMoxjPU0wZ9P+vDbI\nuK+iL7pScQrL7x1agdvnhzyHgOZrKq1Bab1FQ/O9szFA5sltpQz9I1t5Gtr+9ZIUNSMWx3y+u/MF\nJj4NqWS4AlcbxIGVxuNJXVhPs8rBckBbSiBnzIpWAj3uNr41pCDipZ0NbPT4vfU1DHgtt5IkuMVV\nVYciPe8SqSRBJ1k2KCpTOt9Gd4CSLazOZIaU+2I+qTwVSoGAoALzeRF8z6qaBwWRxHEADvUyheeH\nlEV48Qb5dFkWIfFsNs0CsfbMQxo1ZxHmVYm9HpvjfBPfuvMAFZvoUsWBin2yqCE4Oq+VwOg+mYkH\nnxwvh+w5WIRAw77/8cdnOHiDctfbiNHncfib3+v1gyKIYw3tmZ2FCOZ1zOkCCYuGzfYkisPDUcR1\nqLir6zKUH4PjKGmk0eZ4wP7+JXz79g8AAHmig7JsmibUc2z0SVFstCRe2CUz+oWdLtaSKFzqlJWC\njjI4Vob9nGMqbgFraBn1sxhrXPnXTRNMqiOat4WEVvzAsuvjmhoX6KwR8flkWcB3pS+tRqzoWhL2\nsyFVWPCj2RyWIcN7rRYyH0uCQZfjEjs7xLi8tbODbcZytNIYjucWrsYpQ5MXx8ehz2jNDr+1Fg2v\ni+miCBgYDYE2r1Ufw5JawjK82EgDsMunpEbMIKpWLHBpg9bDZe4WtjnsocfZkE4cIfYT39SwPpjm\nLNSFGA0AtLxSApV6J55v1AlUnpPHCjy8d4DPIyv3YSUrWclj8lRYCs46VFWDOHZYcNDOmhJp7l0C\niQG32V5TNX7uRQrm7TJtFbRE3HiN2gR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xvwTg0Dn3XcbYVz7t+y9a0aeCOzOb4vNXdvHV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uCTn/gEAODFF17EBlWEk1AgYWV/wR28C2JISpvNLi58dRpBCBPb1VWJCMrZvPO9f+8//hsY9imG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\nE6RTo6f+yb/8KtuSx2/6c9g5WQgx51eMRvREpzVUS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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -163,22 +164,15 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 92, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "TensorFlow Version: 1.3.0\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/ipykernel_launcher.py:14: UserWarning: No GPU found. Please use a GPU to train your neural network.\n", - " \n" + "TensorFlow Version: 1.2.1\n", + "Default GPU Device: /gpu:0\n" ] } ], @@ -216,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 93, "metadata": { "scrolled": true }, @@ -230,7 +224,7 @@ "\n", "If you want to mark it as used call its \"mark_used()\" method.\n", "It was originally created here:\n", - "['File \"/home/spike/.pyenv/versions/3.5.1/lib/python3.5/runpy.py\", line 170, in _run_module_as_main\\n \"__main__\", mod_spec)', 'File \"/home/spike/.pyenv/versions/3.5.1/lib/python3.5/runpy.py\", line 85, in _run_code\\n exec(code, run_globals)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/ipykernel_launcher.py\", line 16, in \\n app.launch_new_instance()', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/traitlets/config/application.py\", line 658, in launch_instance\\n app.start()', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/ipykernel/kernelapp.py\", line 477, in start\\n ioloop.IOLoop.instance().start()', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/zmq/eventloop/ioloop.py\", line 177, in start\\n super(ZMQIOLoop, self).start()', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/tornado/ioloop.py\", line 888, in start\\n handler_func(fd_obj, events)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/tornado/stack_context.py\", line 277, in null_wrapper\\n return fn(*args, **kwargs)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py\", line 440, in _handle_events\\n self._handle_recv()', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py\", line 472, in _handle_recv\\n self._run_callback(callback, msg)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py\", line 414, in _run_callback\\n callback(*args, **kwargs)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/tornado/stack_context.py\", line 277, in null_wrapper\\n return fn(*args, **kwargs)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\\n return self.dispatch_shell(stream, msg)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/ipykernel/kernelbase.py\", line 235, in dispatch_shell\\n handler(stream, idents, msg)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/ipykernel/kernelbase.py\", line 399, in execute_request\\n user_expressions, allow_stdin)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/ipykernel/ipkernel.py\", line 196, in do_execute\\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/ipykernel/zmqshell.py\", line 533, in run_cell\\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/IPython/core/interactiveshell.py\", line 2683, in run_cell\\n interactivity=interactivity, compiler=compiler, result=result)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/IPython/core/interactiveshell.py\", line 2793, in run_ast_nodes\\n if self.run_code(code, result):', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/IPython/core/interactiveshell.py\", line 2847, in run_code\\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File \"\", line 22, in \\n tests.test_model_inputs(model_inputs)', 'File \"/home/spike/ml/udacity/nd101/project5/problem_unittests.py\", line 12, in func_wrapper\\n result = func(*args)', 'File \"/home/spike/ml/udacity/nd101/project5/problem_unittests.py\", line 68, in test_model_inputs\\n _check_input(learn_rate, [], \\'Learning Rate\\')', 'File \"/home/spike/ml/udacity/nd101/project5/problem_unittests.py\", line 34, in _check_input\\n _assert_tensor_shape(tensor, shape, \\'Real Input\\')', 'File \"/home/spike/ml/udacity/nd101/project5/problem_unittests.py\", line 20, in _assert_tensor_shape\\n assert tf.assert_rank(tensor, len(shape), message=\\'{} has wrong rank\\'.format(display_name))', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/tensorflow/python/ops/check_ops.py\", line 617, in assert_rank\\n dynamic_condition, data, summarize)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/tensorflow/python/ops/check_ops.py\", line 571, in _assert_rank_condition\\n return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py\", line 175, in wrapped\\n return _add_should_use_warning(fn(*args, **kwargs))', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py\", line 144, in _add_should_use_warning\\n wrapped = TFShouldUseWarningWrapper(x)', 'File \"/home/spike/.pyenv/versions/3.5.1/envs/ml/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py\", line 101, in __init__\\n stack = [s.strip() for s in traceback.format_stack()]']\n", + "['File \"/usr/local/lib/python3.5/runpy.py\", line 193, in _run_module_as_main\\n \"__main__\", mod_spec)', 'File \"/usr/local/lib/python3.5/runpy.py\", line 85, in _run_code\\n exec(code, run_globals)', 'File \"/usr/local/lib/python3.5/site-packages/ipykernel_launcher.py\", line 16, in \\n app.launch_new_instance()', 'File \"/usr/local/lib/python3.5/site-packages/traitlets/config/application.py\", line 658, in launch_instance\\n app.start()', 'File \"/usr/local/lib/python3.5/site-packages/ipykernel/kernelapp.py\", line 477, in start\\n ioloop.IOLoop.instance().start()', 'File \"/usr/local/lib/python3.5/site-packages/zmq/eventloop/ioloop.py\", line 177, in start\\n super(ZMQIOLoop, self).start()', 'File \"/usr/local/lib/python3.5/site-packages/tornado/ioloop.py\", line 888, in start\\n handler_func(fd_obj, events)', 'File \"/usr/local/lib/python3.5/site-packages/tornado/stack_context.py\", line 277, in null_wrapper\\n return fn(*args, **kwargs)', 'File \"/usr/local/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py\", line 440, in _handle_events\\n self._handle_recv()', 'File \"/usr/local/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py\", line 472, in _handle_recv\\n self._run_callback(callback, msg)', 'File \"/usr/local/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py\", line 414, in _run_callback\\n callback(*args, **kwargs)', 'File \"/usr/local/lib/python3.5/site-packages/tornado/stack_context.py\", line 277, in null_wrapper\\n return fn(*args, **kwargs)', 'File \"/usr/local/lib/python3.5/site-packages/ipykernel/kernelbase.py\", line 283, in dispatcher\\n return self.dispatch_shell(stream, msg)', 'File \"/usr/local/lib/python3.5/site-packages/ipykernel/kernelbase.py\", line 235, in dispatch_shell\\n handler(stream, idents, msg)', 'File \"/usr/local/lib/python3.5/site-packages/ipykernel/kernelbase.py\", line 399, in execute_request\\n user_expressions, allow_stdin)', 'File \"/usr/local/lib/python3.5/site-packages/ipykernel/ipkernel.py\", line 196, in do_execute\\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File \"/usr/local/lib/python3.5/site-packages/ipykernel/zmqshell.py\", line 533, in run_cell\\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File \"/usr/local/lib/python3.5/site-packages/IPython/core/interactiveshell.py\", line 2698, in run_cell\\n interactivity=interactivity, compiler=compiler, result=result)', 'File \"/usr/local/lib/python3.5/site-packages/IPython/core/interactiveshell.py\", line 2808, in run_ast_nodes\\n if self.run_code(code, result):', 'File \"/usr/local/lib/python3.5/site-packages/IPython/core/interactiveshell.py\", line 2862, in run_code\\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File \"\", line 22, in \\n tests.test_model_inputs(model_inputs)', 'File \"/output/problem_unittests.py\", line 12, in func_wrapper\\n result = func(*args)', 'File \"/output/problem_unittests.py\", line 68, in test_model_inputs\\n _check_input(learn_rate, [], \\'Learning Rate\\')', 'File \"/output/problem_unittests.py\", line 34, in _check_input\\n _assert_tensor_shape(tensor, shape, \\'Real Input\\')', 'File \"/output/problem_unittests.py\", line 20, in _assert_tensor_shape\\n assert tf.assert_rank(tensor, len(shape), message=\\'{} has wrong rank\\'.format(display_name))', 'File \"/usr/local/lib/python3.5/site-packages/tensorflow/python/ops/check_ops.py\", line 617, in assert_rank\\n dynamic_condition, data, summarize)', 'File \"/usr/local/lib/python3.5/site-packages/tensorflow/python/ops/check_ops.py\", line 571, in _assert_rank_condition\\n return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File \"/usr/local/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py\", line 170, in wrapped\\n return _add_should_use_warning(fn(*args, **kwargs))', 'File \"/usr/local/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py\", line 139, in _add_should_use_warning\\n wrapped = TFShouldUseWarningWrapper(x)', 'File \"/usr/local/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py\", line 96, in __init__\\n stack = [s.strip() for s in traceback.format_stack()]']\n", "==================================\n", "Tests Passed\n" ] @@ -270,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 94, "metadata": { "collapsed": true }, @@ -278,7 +272,7 @@ "source": [ "alpha = 0.2 # for leaky relu\n", "print_every = 10\n", - "show_every = 10 #change to 100" + "show_every = 100 #change to 100" ] }, { @@ -291,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -362,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -382,7 +376,6 @@ " :param is_train: Boolean if generator is being used for training\n", " :return: The tensor output of the generator\n", " \"\"\"\n", - " \n", " \n", " with tf.variable_scope('generator', reuse=not is_train):\n", " \n", @@ -408,8 +401,14 @@ " #print(x3)\n", " # 16x16x128 now\n", " \n", + " x4 = tf.layers.conv2d_transpose(x2, 64, 13, strides=1, padding='valid')\n", + " x4 = tf.layers.batch_normalization(x4, training=is_train)\n", + " x4 = tf.maximum(alpha * x4, x4)\n", + " #print(x4)\n", + " # 20x20x64 now\n", + " \n", " # Output layer\n", - " logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 13, strides=1, padding='valid')\n", + " logits = tf.layers.conv2d_transpose(x4, out_channel_dim, 9, strides=1, padding='valid')\n", " #print(logits)\n", " # 28x28x(channels) now\n", " \n", @@ -436,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -456,7 +455,7 @@ " :param out_channel_dim: The number of channels in the output image\n", " :return: A tuple of (discriminator loss, generator loss)\n", " \"\"\"\n", - " g_model = generator(input_z, out_channel_dim)\n", + " g_model = generator(input_z, out_channel_dim, True)\n", " d_model_real, d_logits_real = discriminator(input_real)\n", " d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)\n", "\n", @@ -488,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 98, "metadata": {}, "outputs": [ { @@ -541,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 99, "metadata": { "collapsed": true }, @@ -589,7 +588,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 100, "metadata": { "collapsed": true }, @@ -618,7 +617,7 @@ " #print(out_channel_dim)\n", " \n", " inputs_real, inputs_z, lr_rate = model_inputs(*image_shape, z_dim)\n", - " print(inputs_real)\n", + " #print(inputs_real)\n", " d_loss, g_loss = model_loss(inputs_real, inputs_z, out_channel_dim)\n", " d_train_opt, g_train_opt = model_opt(d_loss, g_loss, lr_rate, beta1)\n", " #print(inputs_real)\n", @@ -648,6 +647,7 @@ " for epoch_i in range(epoch_count):\n", " for batch_images in get_batches(batch_size):\n", " steps += 1\n", + " #print(\"Step {} ...\".format(steps))\n", " \n", " #1 Scale real images to [-1,1] range since that is also the generator output scale\n", " batch_images = scale(batch_images, target_range=(-1,1))\n", @@ -658,9 +658,8 @@ " \n", " \n", " #3 Run optimizers\n", - " print(batch_images.shape)\n", - " \n", - " #Tracer()() #this one triggers the debugger\n", + " #print(batch_images.shape)\n", + " \n", " \n", " # Optimize discriminator\n", " _ = sess.run(d_train_opt, feed_dict={inputs_real: batch_images,\n", @@ -669,22 +668,27 @@ " \n", " \n", " \n", + " \n", " # Optimize generator\n", " _ = sess.run(g_train_opt, feed_dict={inputs_z: batch_z,\n", + " inputs_real: batch_images,\n", " lr_rate: learning_rate})\n", " \n", " \n", + " #Tracer()() #this one triggers the debugger\n", " if steps % print_every == 0:\n", " \n", - " d_train_loss = sess.run(d_train_opt, feed_dict={inputs_real: batch_images,\n", - " inputs_z: batch_z,\n", - " lr_rate: learning_rate})\n", + " d_train_loss = d_loss.eval({inputs_real: batch_images,\n", + " inputs_z: batch_z,\n", + " lr_rate: learning_rate})\n", " \n", " # Optimize generator\n", - " g_train_loss = sess.run(g_train_opt, feed_dict={inputs_z: batch_z,\n", - " lr_rate: learning_rate})\n", + " g_train_loss = g_loss.eval({inputs_z: batch_z,\n", + " inputs_real: batch_images,\n", + " lr_rate: learning_rate})\n", " \n", - " print(\"Epoch {}/{}...\".format(epoch_i+1, epoch_count),\n", + " #Tracer()() #this one triggers the debugger\n", + " print(\"Epoch {}/{}-Step {}...\".format(epoch_i+1, epoch_count,steps),\n", " \"Discriminator Loss: {:.4f}...\".format(d_train_loss),\n", " \"Generator Loss: {:.4f}\".format(g_train_loss))\n", " \n", @@ -692,7 +696,7 @@ " show_generator_output(sess, 10, inputs_z, out_channel_dim, data_image_mode)\n", " \n", " \n", - " break\n", + " \n", " " ] }, @@ -710,12 +714,40 @@ "metadata": { "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tensor(\"inputs_real:0\", shape=(?, 28, 28, 1), dtype=float32)\n", + "Epoch 1/2-Step 10... Discriminator Loss: 0.4624... Generator Loss: 2.0014\n", + "Epoch 1/2-Step 20... Discriminator Loss: 0.1115... Generator Loss: 4.4609\n", + "Epoch 1/2-Step 30... Discriminator Loss: 0.3358... Generator Loss: 1.4702\n", + "Epoch 1/2-Step 40... Discriminator Loss: 0.1045... Generator Loss: 4.8826\n", + "Epoch 1/2-Step 50... Discriminator Loss: 0.2907... Generator Loss: 2.7310\n", + "Epoch 1/2-Step 60... Discriminator Loss: 0.2245... Generator Loss: 3.3256\n", + "Epoch 1/2-Step 70... Discriminator Loss: 0.0959... Generator Loss: 4.9314\n", + "Epoch 1/2-Step 80... Discriminator Loss: 0.0202... Generator Loss: 4.7981\n", + "Epoch 1/2-Step 90... Discriminator Loss: 0.0627... Generator Loss: 3.5547\n", + "Epoch 1/2-Step 100... Discriminator Loss: 0.4442... Generator Loss: 1.4499\n" + ] + }, + { + "data": { + "image/png": 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yC6TtuHk9Tilst5SaOk1xpPEUi+d4CpWELWlszzTN41bUPHZ/oo2MRNX7RLHk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\nO5WQMtlbimv7pG4GKaDpEc8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l7RaUXJ2T4Mcyts0+FVyv9vSCduMUaZaNWB8+c7eddNwB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\neQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "batch_size = 10\n", + "batch_size = 128\n", "z_dim = 100\n", - "learning_rate = 0.002\n", - "beta1 = 0.9\n", + "learning_rate = 0.0002\n", + "beta1 = 0.5\n", "\n", "\n", "\"\"\"\n",