From 3a4e8a124e98e8ec9b602a31b0ade7506a3be041 Mon Sep 17 00:00:00 2001 From: Sam Greydanus Date: Tue, 28 Feb 2017 22:11:13 -0500 Subject: [PATCH] serial-recall task --- .../handwriting-rnn-checkpoint.ipynb | 34 +- handwriting/handwriting-rnn.ipynb | 36 +- handwriting/logs/train_scribe.txt | 2 +- handwriting/models/checkpoint | 6 + .../model.ckpt-34000.data-00000-of-00001 | Bin 0 -> 8102400 bytes handwriting/models/model.ckpt-34000.index | Bin 0 -> 725 bytes handwriting/models/model.ckpt-34000.meta | Bin 0 -> 748009 bytes handwriting/rnn_controller.py | 4 +- handwriting/rnn_controller.pyc | Bin 1880 -> 1508 bytes handwriting/train.py | 6 +- .../repeat-copy-rnn-checkpoint.ipynb | 73 +-- repeat-copy/repeat-copy-rnn.ipynb | 104 +-- repeat-copy/rnn_controller.py | 4 +- repeat-copy/rnn_controller.pyc | Bin 1508 -> 1508 bytes repeat-copy/rnn_models/checkpoint | 8 +- .../model.ckpt-6000.data-00000-of-00001 | Bin 0 -> 990928 bytes repeat-copy/rnn_models/model.ckpt-6000.index | Bin 0 -> 715 bytes repeat-copy/rnn_models/model.ckpt-6000.meta | Bin 0 -> 771804 bytes .../model.ckpt-7000.data-00000-of-00001 | Bin 374480 -> 0 bytes repeat-copy/rnn_models/model.ckpt-7000.index | Bin 792 -> 0 bytes repeat-copy/rnn_models/model.ckpt-7000.meta | Bin 750759 -> 0 bytes .../model.ckpt-8000.data-00000-of-00001 | Bin 374480 -> 0 bytes repeat-copy/rnn_models/model.ckpt-8000.index | Bin 792 -> 0 bytes repeat-copy/rnn_models/model.ckpt-8000.meta | Bin 750759 -> 0 bytes .../model.ckpt-9000.data-00000-of-00001 | Bin 374480 -> 0 bytes repeat-copy/rnn_models/model.ckpt-9000.index | Bin 792 -> 0 bytes repeat-copy/rnn_models/model.ckpt-9000.meta | Bin 750759 -> 0 bytes .../.ipynb_checkpoints/debug-checkpoint.ipynb | 6 + .../repeat-copy-nn-checkpoint.ipynb | 380 +++++++++++ .../serial-recall-rnn-checkpoint.ipynb | 495 ++++++++++++++ .../visualization-checkpoint.ipynb | 610 ++++++++++++++++++ serial-recall/nn_controller.pyc | Bin 0 -> 1729 bytes serial-recall/rnn_controller.py | 26 + serial-recall/rnn_controller.pyc | Bin 0 -> 1508 bytes serial-recall/rnn_models/checkpoint | 4 + .../model.ckpt-10000.data-00000-of-00001 | Bin .../rnn_models/model.ckpt-10000.index | Bin .../rnn_models/model.ckpt-10000.meta | Bin serial-recall/serial-recall-rnn.ipynb | 557 ++++++++++++++++ static/repeat_copy_results.png | Bin 87137 -> 85230 bytes 40 files changed, 2161 insertions(+), 194 deletions(-) create mode 100644 handwriting/models/checkpoint create mode 100644 handwriting/models/model.ckpt-34000.data-00000-of-00001 create mode 100644 handwriting/models/model.ckpt-34000.index create mode 100644 handwriting/models/model.ckpt-34000.meta create mode 100644 repeat-copy/rnn_models/model.ckpt-6000.data-00000-of-00001 create mode 100644 repeat-copy/rnn_models/model.ckpt-6000.index create mode 100644 repeat-copy/rnn_models/model.ckpt-6000.meta delete mode 100644 repeat-copy/rnn_models/model.ckpt-7000.data-00000-of-00001 delete mode 100644 repeat-copy/rnn_models/model.ckpt-7000.index delete mode 100644 repeat-copy/rnn_models/model.ckpt-7000.meta delete mode 100644 repeat-copy/rnn_models/model.ckpt-8000.data-00000-of-00001 delete mode 100644 repeat-copy/rnn_models/model.ckpt-8000.index delete mode 100644 repeat-copy/rnn_models/model.ckpt-8000.meta delete mode 100644 repeat-copy/rnn_models/model.ckpt-9000.data-00000-of-00001 delete mode 100644 repeat-copy/rnn_models/model.ckpt-9000.index delete mode 100644 repeat-copy/rnn_models/model.ckpt-9000.meta create mode 100644 serial-recall/.ipynb_checkpoints/debug-checkpoint.ipynb create mode 100644 serial-recall/.ipynb_checkpoints/repeat-copy-nn-checkpoint.ipynb create mode 100644 serial-recall/.ipynb_checkpoints/serial-recall-rnn-checkpoint.ipynb create mode 100755 serial-recall/.ipynb_checkpoints/visualization-checkpoint.ipynb create mode 100644 serial-recall/nn_controller.pyc create mode 100755 serial-recall/rnn_controller.py create mode 100644 serial-recall/rnn_controller.pyc create mode 100644 serial-recall/rnn_models/checkpoint rename {repeat-copy => serial-recall}/rnn_models/model.ckpt-10000.data-00000-of-00001 (100%) rename {repeat-copy => serial-recall}/rnn_models/model.ckpt-10000.index (100%) rename {repeat-copy => serial-recall}/rnn_models/model.ckpt-10000.meta (100%) create mode 100644 serial-recall/serial-recall-rnn.ipynb diff --git a/handwriting/.ipynb_checkpoints/handwriting-rnn-checkpoint.ipynb b/handwriting/.ipynb_checkpoints/handwriting-rnn-checkpoint.ipynb index bc37c10..8ec9adb 100644 --- a/handwriting/.ipynb_checkpoints/handwriting-rnn-checkpoint.ipynb +++ b/handwriting/.ipynb_checkpoints/handwriting-rnn-checkpoint.ipynb @@ -58,11 +58,11 @@ "tf.app.flags.DEFINE_integer(\"stroke_steps\", stroke_steps, \"Number of time steps for stroke data\")\n", "tf.app.flags.DEFINE_integer(\"ascii_steps\", stroke_steps/25, \"Sequence length\")\n", "tf.app.flags.DEFINE_integer(\"data_scale\", 50, \"How to scale stroke data\")\n", - "tf.app.flags.DEFINE_integer(\"batch_size\", 2, \"Size of batch in minibatch gradient descent\")\n", + "tf.app.flags.DEFINE_integer(\"batch_size\", 16, \"Size of batch in minibatch gradient descent\")\n", "\n", "tf.app.flags.DEFINE_integer(\"R\", 1, \"Number of DNC read heads\")\n", - "tf.app.flags.DEFINE_integer(\"W\", 16, \"Word length for DNC memory\")\n", - "tf.app.flags.DEFINE_integer(\"N\", 10, \"Number of words the DNC memory can store\")\n", + "tf.app.flags.DEFINE_integer(\"W\", 100, \"Word length for DNC memory\")\n", + "tf.app.flags.DEFINE_integer(\"N\", 8, \"Number of words the DNC memory can store\")\n", "\n", "tf.app.flags.DEFINE_integer(\"train\", True, \"Train or sample???\")\n", "tf.app.flags.DEFINE_integer(\"print_every\", 100, \"Print training info after this number of train steps\")\n", @@ -141,14 +141,14 @@ "text": [ "\tloaded dataset:\n", "\t\t11895 individual data points\n", - "\t\t5947 batches\n" + "\t\t743 batches\n" ] }, { "data": { - "image/png": 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8GB59FLp3jz5n6lSrm9O8udXReeklWLs2mPGKiIiIiIiISGIpj5o49QAPrC6H10oKjRvD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\nmTUr/H1hwZ3582374IPo/S1b2o1b375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bX7IE/vOfcOMRERERqcgSkcTZDbgMmAEcCTwNPOacOycBzyVSbu3bW9Jm9my4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\n0UcHVzxPPdXG6SZq4qCISLqaMQP23DP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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -252,12 +252,12 @@ "output_type": "stream", "text": [ "model overview...\n", - "\tvariable \"dnc_scope/basic_lstm_cell/weights:0\" has 133200 parameters\n", - "\tvariable \"dnc_scope/basic_lstm_cell/biases:0\" has 600 parameters\n", - "\tvariable \"W_z:0\" has 10800 parameters\n", - "\tvariable \"W_v:0\" has 450 parameters\n", - "\tvariable \"W_r:0\" has 48 parameters\n", - "total of 145098 parameters\n" + "\tvariable \"dnc_scope/basic_lstm_cell/weights:0\" has 547200 parameters\n", + "\tvariable \"dnc_scope/basic_lstm_cell/biases:0\" has 1200 parameters\n", + "\tvariable \"W_z:0\" has 122400 parameters\n", + "\tvariable \"W_v:0\" has 900 parameters\n", + "\tvariable \"W_r:0\" has 300 parameters\n", + "total of 672000 parameters\n" ] } ], @@ -285,7 +285,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "loaded model: models/model.ckpt-1000\n" + "loaded model: models/model.ckpt-34000\n" ] } ], @@ -367,9 +367,9 @@ "outputs": [ { "data": { - "image/png": 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MIhA65pjR27Of3V0jOHbtKnrdrF07envssdHPN2wYCXOmYyrVWGbMKAKZRtuC\nBfXDnH33tXeVJEmSpOab7p5ACylG+WwY57wAbouIecAq4MOZeUPZxak9PPe5cPzxcPvtcPPNcNNN\ncPLJk/+c9euhvx++/nW44YbGTXef8hQ45BBYurTYDjqoGN2xe/fItmVLEWCsWVM8rl5d9ICptXs3\n3HNPsf37v48cj4CnP/3J4dDRRxcji1rdzp3FNLnxQp3qcKfMRsfDZs8eP7wZL+CZP98QR5IkSVL7\nm7YQKCIC+CRwfWbe2eDUR4F3Ukwhmwu8A/hRRDw/M28rv1K1ugj40z+Fc88tnn/yk0WQMxG7dsHV\nV8NllxWjfsbq7XLQQXD66XDSScW2bFkxumNPbNwI995bbP/zP0Xwc+edcNddsH376HMzi5FD990H\n3/726NeOOAKe9axietkRR4w8HnroyDSjqZw2tH17EdKsXz92g+OxRvCMFXhNhXnzYOHCsbeenvFf\nmzfPAEeSJEmSACKn45/igYj4R+As4NTMfHSS7/0R8GBmnjPGa8uAlaeddho9PT2jXuvr66Ovr2/P\ni1bL2r69CEIee6wIP378YzjxxPrn33knXH45fPnLxQidWsccA69+dbE9//nl92EZGoIHHyzqqt22\nbJn850UUQdCiRcXIln32KbZ584rH4VFLmSOPO3cWTZK3boVt24rHxx8vQp5tjTp27aX99iuCtoMP\nLh5rt9rj3TRFTpIkSVL36u/vp7+/f9SxwcFBrrvuOoDezBzY2++YlhAoIv4e+F3gRZn50B68/+MU\n4dGpY7y2DFi5cuVKli1btvfFqm18+MPwkY8U+/vsA5/7HJx9dtG/ZedOuOUWuOYa+M53ipCo1sEH\nwx/+Ibz1rcWy861g92545JGRQOiOO0b2N7doh6wFC+oHOGMdnzev2RVLkiRJUnsYGBigt7cXpigE\nKn06WCUAeg1w+p4EQBUnUEwTk37jz/6smDa1cmUxcuUtb4FzzimmAT3xRDGypdasWfC7v1tMJXv5\ny4t+Ma1kxoximtcRR4xe9SyzGKHz0EMj24MPFiOh1q0rpmetW1dsjz8++V47s2cXI2723Xd0Q+NF\ni+qvZnXQQcWS5a50JkmSJEntodQQKCIuBfqAVwNbImJJ5aXBzNxeOedjwFOGp3pFxPuA+4E7gHkU\nPYFeDLy0zFrVfhYsgOuvh/e8B77wheJYZrGKVK3jjy+Cnze9qQgv2k1EEcgsWtR42huMTPXavr3Y\ntm0rpp9zVcQ8AAAJVklEQVRFFCFTRLHNmlWEPvvs03phmCRJkiRp6pU9Eug8itXAflRz/FzgS5X9\nQ4DDq16bA1wCHApsBX4KnJmZ15VaqdrSvHnw+c/DmWfCFVcUI2I2bSpCj5NPhpe8pHjtiCOaXen0\niYA5c4ptwYJmVyNJkiRJahWlhkCZOWMC55xb8/xi4OLSilJHeuMbi02SJEmSJI1t3JBGkiRJkiRJ\n7c8QSJIkSZIkqQsYAkmSJEmSJHUBQyBJkiRJkqQuYAgkSZIkSZLUBQyBJEmSJEmSuoAhkCRJkiRJ\nUhcwBJIkSZIkSeoChkCSJEmSJEldwBBIkiRJkiSpCxgCqeP19/c3uwS1MK8P1eO1oUa8PlSP14Ya\n8fpQI14fmg6lhkARcV5E3B4Rg5Xthoh4+TjvOSMiVkbE9oi4JyLOKbNGdT5vpmrE60P1eG2oEa8P\n1eO1oUa8PtSI14emQ9kjgR4GPggsA3qB/wSujIhjxjo5Ip4GfBv4IXA88CngCxHx0pLrlCRJkiRJ\n6mizyvzwzPxOzaG/jIjzgRcAd47xlvOB+zLzA5XnP4+IFwLLgR+UV6kkSZIkSVJnm7aeQBExIyLe\nCMwF/rvOaScD19Qcuxo4pczaJEmSJEmSOl2pI4EAIuI44EZgHrAVeENm3lvn9KXAmppja4AFETE3\nM3eM8Z55AHfdddcUVaxOMzg4yMDAQLPLUIvy+lA9XhtqxOtD9XhtqBGvDzXi9aGxVGUd86bi8yIz\np+Jz6n9BxCzgCKAHeD3wHuD0zLx1jHN/DnwxMy+qOvYKij5B88cKgSLiTcBXSypfkiRJkiSp2c7O\nzK/t7YeUPhIoM3cB91We3hoRz6fo/fPHY5y+GlhSc2wJsLnOKCAopoudDTwAbN/rgiVJkiRJklrD\nPOBpFNnHXis9BBrDDGBmndduBF5Rc+xlleNjysz1wF6nYZIkSZIkSS3ohqn6oFIbQ0fExyLiRRHx\n1Ig4LiIuBE4DvlJ5/cKIuKLqLZ8FjoyIiyLi2RHxLoopZJ8os05JkiRJkqROV/ZIoIOBK4BDgEHg\np8BZmXlt5fWlwOHDJ2fmAxHxKmAF8F7gEeDtmVm7YpgkSZIkSZImofTG0JIkSZIkSWq+UqeDSZIk\nSZIkqTUYAkmSJEmSJHWBjguBIuKBiNhdtQ1FxAeaXZemX0S8OyLuj4htEXFTRDyv2TWp+SLigpp7\nxO6IuLPZdak5KosXXBkRv6xcC68e45yPRsSvImJrRPwgIp7ZjFo1vca7NiLisjHuJVc1q15Nr4j4\nUETcEhGbI2JNRPxbRDxrjPO8f3SZiVwb3j+6V0ScFxG3R8RgZbshIl5ec473jS403rUxlfeNjguB\ngAT+ElhC0Xj6EOAzTa1I0y4i/gC4BLgAOBG4Hbg6IhY3tTC1ilWM3COWAi9sbjlqon2B24B3Ufz9\nMUpEfBD4E+CPgecDWyjuJXOms0g1RcNro+K7jL6X9E1PaWoBL6L4+fIFwEuA2cD3I2Kf4RO8f3St\nca+NCu8f3elh4IPAMqAX+E/gyog4BrxvdLmG10bFlNw3Oq4xdETcD6zIzE83uxY1T0TcBNycme+r\nPA+K/7A+nZkfb2pxaqqIuAB4TWYua3Ytai0RsRv4vcy8surYr4CLM3NF5fkCYA1wTmZ+ozmVarrV\nuTYuA3oy83XNq0ytovKPTI8Bp2Xm9ZVj3j9U79rw/qHfiIj1wPsz8zLvG6pWc21M2X2jE0cCAfxF\nRKyLiIGIeH9EzGx2QZo+ETGbIj394fCxLNLOa4BTmlWXWspRlSkev4iIr0TE4c0uSK0nIp5O8a8s\n1feSzcDNeC9R4YzKdI+7I+LSiDiw2QWpaRZSjBjbAN4/NMqoa6OK948uFxEzIuKNwFzgOu8bGlZ7\nbVS9NCX3jVlTUmVr+RQwQHGj/W3gbyn+Y3p/M4vStFoMzKRIzautAZ49/eWoxdwEvBX4OcV00Q9T\n/MV7XGZuaWJdaj1LKX5wH+tesnT6y1GL+S7wTeB+4BnAhcBVEXFKdtowazVUGW38SeD6zBzuMef9\nQ/WuDfD+0dUi4jjgRmAesBV4Q2b+IiJOwftGV6t3bVRenrL7RluEQBFxIcX8uHoSODoz78nMT1Yd\nXxURTwCfi4gPZebOUguV1PIy8+qqp6si4hbgQeANwGXNqUpSu6kZln9HRPwM+AVwBnBtU4pSs1wK\nHAOc2uxC1HLGvDa8f3S9u4HjgR7g9cDXI+L05pakFjHmtZGZt07lfaNdpoP9HfCcBtvRwH113nsL\nRdj1tNKrVKtYBwxRNM2qtgRYPf3lqJVl5iBwD+DKC6q1Ggi8l2gCMvN+ir9/vJd0kYj4e+CVwBmZ\n+WjVS94/ulyDa+NJvH90l8zclZn3VX6x/z8U073Ox/tG12twbYx17h7fN9oiBMrM9ZVRPo22XXXe\nfiKwm6Ihm7pAZcTXSuDM4WOV4bhnAjc0qy61pojYj+Lm2fAHNHWfyl+uqxl9L1lAseKL9xKNEhGH\nAYvwXtI1Kr/kvwZ4cWY+VP2a94/u1ujaqHO+94/uNgOY6X1DY5hB0ebkSfbmvtEW08EmKiJOpviP\n5FrgcYqeQJ8Avlz51351j08Al0fESorRYMuB+cDlzSxKzRcRFwPfopgC9hTgI8BOoL+Zdak5ImJf\nihAwKoeOjIjjgQ2Z+TBFL4e/jIh7gQeAvwIeAf6jCeVqGjW6NirbBRRz81dXzruIYlTh1U/+NHWa\niLiUYmneVwNbImL4X+4HM3N7Zd/7Rxca79qo3Fu8f3SpiPgYRW+Xh4D9gbOB04C/rpzifaNLNbo2\npvq+0VEhELADeCPF/0BzKZomXQKsaGZRmn6Z+Y3KkpwfpRhCeRtwVmaubW5lagGHAV+jSM7XAtcD\nJ2fm+qZWpWY5ieIfDrKyXVI5fgXwtsz8eETMBz5HscLLfwOvyMwnmlGsplWja+NdwHOBt1BcF7+i\n+CHs/9p/sGucR3Fd/Kjm+LnAlwC8f3St8a6NIbx/dLODKf4eOQQYBH5K8TvKteB9o8vVvTYiYh5T\neN8IG9BLkiRJkiR1vrboCSRJkiRJkqS9YwgkSZIkSZLUBQyBJEmSJEmSuoAhkCRJkiRJUhcwBJIk\nSZIkSeoChkCSJEmSJEldwBBIkiRJkiSpCxgCSZIkSZIkdQFDIEmSJEmSpC5gCCRJkiRJktQFDIEk\nSZIkSZK6wP8HCScamhU0XTYAAAAASUVORK5CYII=\n", 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/DGeemauCHn447//hD/OH7WOPhY98BN7zHj8gqjJWrICrroJrrqnf12HYsFwR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\nNiLGtnDO4RGxocGyPiK2KmeskprmG7t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ngD/0eGalodiubwvC1XGAzcxsR2CBuz9Lg+Pp7ovM7CLgx2a2EFgMnAfcpV4y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K2qnAE8A0d+/1/MTM3oyGHxERkZHnZHcfyJBhfWJmVxJGCkkaldnXAQcSepDZ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\nYWOANwLfBj7T1Aq+c3H8Z1oWmG7Wnx6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6+9K6C8tQVez4ttKZgpl9BPgA8DZCb/X/Qcjv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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/handwriting/handwriting-rnn.ipynb b/handwriting/handwriting-rnn.ipynb index b5f1159..8ec9adb 100644 --- a/handwriting/handwriting-rnn.ipynb +++ b/handwriting/handwriting-rnn.ipynb @@ -58,11 +58,11 @@ "tf.app.flags.DEFINE_integer(\"stroke_steps\", stroke_steps, \"Number of time steps for stroke data\")\n", "tf.app.flags.DEFINE_integer(\"ascii_steps\", stroke_steps/25, \"Sequence length\")\n", "tf.app.flags.DEFINE_integer(\"data_scale\", 50, \"How to scale stroke data\")\n", - "tf.app.flags.DEFINE_integer(\"batch_size\", 2, \"Size of batch in minibatch gradient descent\")\n", + "tf.app.flags.DEFINE_integer(\"batch_size\", 16, \"Size of batch in minibatch gradient descent\")\n", "\n", "tf.app.flags.DEFINE_integer(\"R\", 1, \"Number of DNC read heads\")\n", - "tf.app.flags.DEFINE_integer(\"W\", 16, \"Word length for DNC memory\")\n", - "tf.app.flags.DEFINE_integer(\"N\", 10, \"Number of words the DNC memory can store\")\n", + "tf.app.flags.DEFINE_integer(\"W\", 100, \"Word length for DNC memory\")\n", + "tf.app.flags.DEFINE_integer(\"N\", 8, \"Number of words the DNC memory can store\")\n", "\n", "tf.app.flags.DEFINE_integer(\"train\", True, \"Train or sample???\")\n", "tf.app.flags.DEFINE_integer(\"print_every\", 100, \"Print training info after this number of train steps\")\n", @@ -141,14 +141,14 @@ "text": [ "\tloaded dataset:\n", "\t\t11895 individual data points\n", - "\t\t5947 batches\n" + "\t\t743 batches\n" ] }, { "data": { - "image/png": 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DBU2ebEWlpk4tvr2iyRvE16pVNtRw9GhbSmbAP/7YioqVHP00c6b03HN2Ap4w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\nuKyC+o0b28ixG25IbMwAzJI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bX7IE/vOfcOMRERERqcgSkcTZDbgMmAEcCTwNPOacOycBzyVSbu3bW9Jm9my4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\n0UcHVzxPPdXG6SZq4qCISLqaMQP23DP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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -252,12 +252,12 @@ "output_type": "stream", "text": [ "model overview...\n", - "\tvariable \"dnc_scope/basic_lstm_cell/weights:0\" has 133200 parameters\n", - "\tvariable \"dnc_scope/basic_lstm_cell/biases:0\" has 600 parameters\n", - "\tvariable \"W_z:0\" has 10800 parameters\n", - "\tvariable \"W_v:0\" has 450 parameters\n", - "\tvariable \"W_r:0\" has 48 parameters\n", - "total of 145098 parameters\n" + "\tvariable \"dnc_scope/basic_lstm_cell/weights:0\" has 547200 parameters\n", + "\tvariable \"dnc_scope/basic_lstm_cell/biases:0\" has 1200 parameters\n", + "\tvariable \"W_z:0\" has 122400 parameters\n", + "\tvariable \"W_v:0\" has 900 parameters\n", + "\tvariable \"W_r:0\" has 300 parameters\n", + "total of 672000 parameters\n" ] } ], @@ -285,7 +285,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "loaded model: models/model.ckpt-21000\n" + "loaded model: models/model.ckpt-34000\n" ] } ], @@ -360,16 +360,16 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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/DGeemauCHn447//hD/OH7WOPhY98BN7zHj8gqjJWrICrroJrrqnf12HYsFwR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\nNiLGtnDO4RGxocGyPiK2KmeskprmG7t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vtY+HDrXXg5za7EFNbfYQo/a67w3oTre7rwVmA29IafE2iDcAM1tVL+kbZjaO\n8GN/Jv74n6Xzvp4A7If29YDT4P6cDayryLMzsC3w5/VWWekzZrY1sAnw75ikfTxEqL0e/NRmD15q\ns4cetdd9bzDcXn4BcKWZzQZmAScCY4ArW1kp6T4z+zrwS8LtaVsBZwFrgWtilm8C/2Nm/wIeA74E\nPAXcuN4rK3XF5/qmEM6OA+xgZnsCi939SersT3dfZmaXAReY2RJgOXARcJdGyewfau3j+JpBCCfy\nbMx3HuFK2K2gfTwEqb0eRNRmDy5qswc3tdetN+A73TFMwabA2YRbHP4GHOzuC1tbM+mBrYGrCWfW\nFgJ/IoQheB7A3b9mZmOAS4CJwJ3AW9x9TYvqK7XtTXgOyOPr/Jj+I+BDDe7PEwm3pP4cGAXcAnxq\n/VRfGlBrH38S2IMwMMtE4BlC4/3FeNUz0T4eItReDzpqswcXtdmDm9rrFhvwcbpFRERERERE+qsB\n/Uy3iIiIiIiISH+mTreIiIiIiIhIk6jTLSIiIiIiItIk6nSLiIiIiIiINIk63SIiIiIiIiJNok63\niIiIiIiISJOo0y0iIiIiIiLSJOp0i4iIiIiIiDSJOt0iIiIiIiIiTaJOt4iIiIiIiEiTqNMtIiIi\nIiIi0iTqdIuIiIiIiIg0iTrdIiIiIiIiIk2iTreIiIiIiIhIk6jTLSIiIiIiItIk6nSLiIiIiIiI\nNIk63SIiIiIiIiJNok63iIiIiIiISJOo0y0iIiIiIiLSJOp0i4iIiIiIiDSJOt0iIiIiIiIiTaJO\nt4iIiIiIiEiTqNMtIiIiIiIi0iTqdIuIiIiIiIg0iTrdIiIiIiIiIk2iTreIiIiIiIhIk6jTLSIi\nIiIiItIk6nSLiIiIiIiINIk63SIiIiIiIiJNok63iIiIiIiISJOo0y0iIiIiIiLSJOp0i4iIiIiI\niDSJOt0iIiIiIiIiTaJOt4iIiIiIiEiTqNMtIiIiIiIi0iTqdIuIiIiIiIg0iTrdIiIiIiIiIk2i\nTreIiIiIiIhIk6jTLSIiIiIiItIk6nSLiIiIiIiINIk63SIiIiIiIiJNok63iIiIiIiISJOo0y0i\nIiIiIiLSJOp0i4iIiIiIiDSJOt0iIiIiIiIiTaJOt4iIiIiIiEiTqNMtIiIiIiIi0iTqdIuIiIiI\niIg0iTrdIiIiIiIiIk2iTreIiIiIiIhIk6jTLSIiIiIiItIk6nSLiIiIiIiINIk63SIiIiIiIiJN\nok63iIhSvZobAAAgAElEQVSIiIiISJOo0y0iIiIiIiLSJOp0i4iIiIiIiDSJOt0iIiIiIiIiTaJO\nt4iIiIiIiEiTqNMtIiIiIiIi0iTqdIuIiIiIiIg0iTrdIiIiIiIiIk2iTreIiIiIiIhIk6jTLSIi\nIiIiItIk6nSLiIiIiIiINIk63SIiIiIiIiJNok63iIiIiIiISJOo0y0iIiIiIiLSJOp0i4iIiIiI\niDSJOt0iIiIiIiIiTaJOt4iIiIiIiEiTqNMtIiIiIiIi0iTqdIuIiIiIiIg0iTrdIiIiIiIiIk2i\nTreIiIiIiIhIk6jTLSIiIiIiItIk6nSLiIiIiIiINIk63SIiIiIiIiJNok63iIiIiIiISJOo0y0i\nIiIiIiLSJOp0i/SAmR1jZh1mtm2r69IbvV0PMzszzr9xq+rQF8zsFDN7sMnL+JiZPW5mI5q5HBER\nERHpX9TpFukZj68SM9vfzGaY2YQW1aknuqxHM+avs216W4deMbPxwCnAV5u8qCuBkcDHmrwcERER\nEelH1OkW6ZkfAxu4+xNZ2nTgi8DE1lSpR4rWoxlqbZv1VYdqPgy0Adc0cyHuvhr4EXBSM5cjIiIi\nIv2LOt0i3WBmYwA8WFM5uQVV6pUq69EMVbfNeqxDNccAN62nOlwLTDazg9bDskRERESkH1CnWwY9\nM3tlfGb47Vna1Jh2b0Xem83sz/Fzel55VzO72swWA3fGaZ2eQzazGcDXYjGPxWnt2fQtzexyM3vW\nzF4ys7lmdmyz6t7oMqs9T21mB5nZvWa2ysz+aWbHpe1RpaobmdmVZrbEzJbG5Y5ucNtUbsu03V9e\nrcxe1jWfdzKwB3Bbvbx9wd3nAIuBd62P5YmIiIhI6w1vdQVE1oO5wFLgQOBXMe21QAewp5mNc/cV\nZmbA/sD3Y570nPH/Af8ATqN8xbbyOeTrgJ2Aw4ETgOdj+kIzmwTcA7QDFwGLgLcAl5nZeHe/qK/r\n3o1lFj2bvhdwM/AM8AXC/4kvxDKKnr02whXcecDnganAR4Hn4jb7RbVtU6UO6XNlmR/JyuxpXStN\nj/nmNJC3r8wBDliPyxMRERGRFlKnWwY9d3czu4vQWU1eC1xPuOI4HfgN8CpgAvFqduav7v6BOsuY\na2ZzCB3LG/Pnk83s24SO6avcfWlM/oGZXQ2caWaXxOd9+7Lu5/R0mcBZwDpgurs/F9fhWuDhGptg\ntrsfl63zpoRnpU9z979X2zZ1VC2zl3XN7RLf5+eJZvZ+YE9ghLt/Nqa9Bpjh7m8ysw0IJ0Q+4+6/\nbnBZyTzg/d2cR0REREQGKN1eLkPFncDU2FkCeA3wa+A+yh3adAX5rmw+By7p5bLfC/wSaDOzTdKL\n0FnekHAVt6/q/qfeLNPMhgFvAG5InVgAd59HuKJcpGgb3QlsYmbj6qxbNXXL7GFdK20CrHP3lSnB\nzHYGVhGu0Oe3478NeDZ+Xk24Yv/KRlcoswTYoOhWeREREREZfHSlW4aKO4ERwP5m9hSwWUx7BeWO\n62uAB7Mrw8l8esjMNiOM2H0cxaGiHJhUp5hG6v5aQt1f6OUyJwEbAP8qmFaUllRevV4S3zcCVtSY\nr5Z6Zfa0rvUcAPwE+BzhFv1kf+II5+7eYWZfp2f/Q/NHFERERERkkFOnW4aKe4GXCM9GPwkscPd/\nmdmdwCfMbCSh4/qLgnlX9WK56W6SnxLCRRW5v04ZjdT9NZTr3hfL7K72Kum9GdG9GWVWeh4YbmZj\n3f1FAHe/HMDM3gtcHD+3AXsDn87mHUHXRxEasRGwssbt/SIiIiIyiKjTLUOCu681s1mEjusTlDtL\ndwKjgKOAzYE7erOYgrSFwHKgzd1/36NCu1/33ixzAaGDP6Vg2o7dLCvXjKu6fVHX9Oz39oRntAGI\nt+LvRbiNH8Jt5OvcfW427zbu/mS3alxe1kM9mE9EREREBiA90y1DyZ3AfsBB8TPu/jyh43UqoWPY\nkyuXyYvxfWJKcPcOwsjmh5rZ7pUzxMHBGtFw3XuzzDjvbcC7zWyLbJ4pwCEN1rVIl23TW31U1z8T\nrpzvXZE+BVji7ukZ7h3JblmPz9eviZ+3NrP/MrMr49+vM7P/MbM2M3swPnuemwrMbLB+IiIiIjLA\nqdMtQ8mdhGeAt6Fz5/oOQkirx9z9mV6UP5vQgTvHzN5vZofFztnngX8D95jZhWb2UTM7tZujbHe3\n7r1Z5pmEW6dnmtnnzOw04HayK8E9UG3b9NaZ9KKu7j4/5n1jxaSnCYPQpbuB9gHygc+OA66Kn3cE\n/kYYoA7g7YSR19uBm+LJAQDMbBqwMXBDI/UTERERkYFPnW4ZSmYSnhNeRhj5O7mTcKW4N7eW4+73\nAv8D7AFcAVwNbObuC4B9gcuB9wDfBo4nXPU9pRl1780y3X0O4UrxYuBs4EOEzu3vCLdzd1u1bdOT\nsppQ18uBd5jZqKzcp4AvApea2ZnATcAtZvYtM/sicF/cxrj7H4CjKY+2/lrK++NvFcv6L+Bxd7+9\n8bUUERERkYHM3DWArojUZ2bXA7u5+86trks93amrmU0AHgVOcfcreri8XwGHEUKJ/c3dX2FmGwL7\nu/stMc9I4DHgHHf/Tk+WIyIiIiIDj650i0gXlTGkzWxH4K3AH1pTo+p6W1d3XwZ8nRAirKeuJlzt\n/hDw2zjy+XtShzs6lvAceG/jvouIiIjIAKIr3SLShZk9A1wJzAMmAx8nPDs91d0fbV3NuhpIdRUR\nERGRoUchw0SkyM3A4cAWhFumZwKn99NO7ECqq4iIiIgMMf32SreZfQr4b8KB9H3AZ9z9L62tlYiI\niIiIiEjj+mWn28wOA35ECMszCziRMOrvTu6+qCLvJsDBhAGKejSysoiISD8ymvCoxK3u/nyL6yIi\nIiK91F873XcD97j7CfFvA54ELnL3r1XkPZJyvFwREZHB4ih3v7rVlRAREZHe6XfPdJvZCGAacE5K\nc3c3s9uA/QtmeQxCIOLZwBOcEZPXZVna4/vY+P5iNi1tgraCtKLNM6rrtKMPDO8/SqF5J2X5d4nv\nT5RSzr33QgBO2/vwGstpK0iLgzRvvUs56amHw/tJWdoFs+OHDctpO04J7/+cH//evjztn0+G9123\nKac99EysxlZxWnZyZu6C8D5y83JaOnmzNm7rV2T1nxuXOTpbZronYc/4ft+T5Wmjt+mcJ+WbfyIs\nOyn8PS6r64qKsvLyOuVbHPNt3HWZe27TNe0VMW1uSptQnvbzuG3/c2620LQfx3aePy+jVtrcWssu\nSGt2+X29zPfHtJ8+XE5L2+rqbeAbJ8Kco7NpaVDyl2VlbFhRRq1p2fRGplUr9ydx+gdSyO18sPQG\nyug07V/xQxaivKF1+lc5Lc3bpV553Wptl+x/xa7x/aF6++ll3Vtm1W12PnBp52Xnyz8iLvtnBcu+\nMtuOx1SWmy075TumoI6j47q/9EKd/OPi+2Y18mXfg4bK7U7+x4EvQWzfREREZGDrd51uYFNCj/O5\nivTngKKYuy+lmcIhzbYxOe90p8/j4/vybNqI+D68TlqyQUUeYIup8cPT8X2rLH+aNr6UssPUdPC4\nY9eySmose9TUrpO2ydPS+m1cThrzys5ljMmPeGNncsyULC3Oa7GjPDa/IyKu57Cty0mlOybith6b\n1z8usy1fZpSObfMObduU4nxtE4Hda+cpmVCQL54sGDepcx6AcVO6po2tTMu25+7pc/49G945/9h8\n2Y2k1Vp2QVqzy+/rZW5esM/S9F2nwLiJdP6Jp9/a5KyMbB/UnZZN7+k0gF3S9FUV9epJ+em3nv2P\naGid8v8RW1WpV163ojKS7H/FmPSh3n6a3L1lVt1m48rLH0MmLn9SjWXvnK9HZbnZsneuUce2tO6L\n6+RP22OrGvmy70FD5XY3P6BHpkRERAaF/tjp7pFbgfDg23djigN7x5eIiEh/dB3wC/jcyPj3Ysq3\n74iIiMhg0B873YsI94NvXpG+OfBstZkOBv4I/INPxZR11bKKiIj0E4eG19fjle797wIeAT7SwjqJ\niIhIXxrW6gpUcve1hMez35DS4kBqbyDE3xUREREREREZEPpdpzu6APiomX3QzHYBvk94AvDKWjO9\nYj1UTFpos8Pr55GB6xDt38Hv4FZXQERERGS965chwwDM7JPAKYTbyv8GfMbd7y3INxWYDWcTBtNJ\ng9CUB6O5nhMBeA/ndplWODBa6a77z4S3w7JJ//vDgvxvj+9/B2Bee7nzsEPbRV1XrjQyeRpNvTx4\n1Ant/wvAt9peVTBfrJeVBz06fN0DAFzT9rKC/NnAPbYdAK9eF0YSv7utPcuX1mV8lhYH+jk7/vnF\nWdm0OCDal7L8X4jT2/aNy7Os2vE7tntWxOyHwvuMWNZZc7KJe4S3M7KnH76SpscB4eZl2XdIdcv3\nyV7h7dQs7bxURhwA7tRJ1acBPBin73ZXTMi3Z6zjvlkd74kjTN8fB4Pa467ytDSvZeXfN6kiX17+\n1p3zFObLBsSaFt/nZKNcz471mJrmywbLsvj0xuys/KJ8aXun8mdn5Z8cyz//7+W0sTF/ChAwrTyp\nNO/J2WBZaV6L800tyD8ry79vRR3T8gBWxoHy7plUPX8eWWDW5hV58nzZKby943f53qL6x+/euP3K\naZX/U7OfAitiHWfVqmONZQOcEJf/rbjssfuWp70Ylz0tW2jlds/3V/oe1NxmlLdz2sZ3ZfmnF32/\nKvbn7KL6Z/VI69zI+kJ5nYvWN/0Gjs/2U2lZcWC0mdmgbNMLfn9jCwarXBkHPbtr44r5oKF9d0Je\nnzldl5PKn7kxPDIHjtkbYJq75/8cRUREZADqj890A+DuFwMXt7oeIiIiIiIiIj3VX28vFxERERER\nERnw1OkWERERERERaRJ1ukVERERERESaRJ1uEREREZGMme1tZneZ2QozazdLI6hKd5jZKWb2YDfy\nf8zMHjezEfVziwwc/a7TbWanmdksM1tmZs+Z2fVmtlOr6yUiIiIig5+ZDQd+DmwEfBb4APB4SyvV\nJGa2v5nNMLMJ9XN3u+zxhEhEX+3GbFcCI4GP9XV9RFqp34UMM7NfAz8D7iWMrn4uIQ7Lru6+qiB/\np5BhP+JoAI7mG1mutI4pxNXybFoawD0/oZY+p/8/07NpKWzNG7O0+wFY2B5i0G7W9uO8hhXLydPS\ncrLwO5vGEDJtWfbnVgJwVPvVAFzVloWdKq1bXv8UDicLR/O1+H7KH+OHzUqTdm8P8Z0eaFuZlZHq\nm7bBduVJ02La7Gx3TIvhdmbH0DwzslBOpXBg2Uni/WL59zwd/96qPO2eGE7s1buW0+6O+c6I+b6S\nhzCLdTtj83JSCjGWtyGPvDy87zQzJuTbLJaxX1bGrBjq54EY6me3PERQmndyOSmFIDsv1S3bZifH\ncs/P6m1x3i6hw7LyUx6AkyZVlJFNmxOnTS2q43ad6wBZqK4sbXaNMlI9CkOM5dsx5kshsfats073\nVOYrKOvkbJmlcFebd15OpzLy44YYwimFlCoMeZZ/lyrqX1i3LERXQ6HU8u9Uje3S0LKBcXH5K2qE\nBzuhIFxWzfBg+Xbfp365tcJ35fMW1qco1FkWLgsqwnHF/y15eK3KkHSFIcmySFtp3lTHvbN1qxXS\nq1ZYvuPrhADrcR0XA/cBbwCFDBNpCTPbGXgI+LC7X9Hq+jSTmZ1MOErc3t2f6OOyPwvMADZ39zU1\n8n0e2BLYATgSOB14n7vv0Jf1EWmlfnel293f6u4/cfeH3P3vwDHAtnSO+CsiIiIi0gzpbOkLtTKZ\n2Zj1UJdms/pZeuwY4KY6He43AkcDvyAc648DrgUmm9lBTaybyHrV7zrdBSYSLucubnVFRERERGTw\nMrMrgNsJx54/N7MOM/t9vAW7w8x2NbOrzWwxcGc235ZmdrmZPWtmL5nZXDM7tqD8hvLVqN9BZnav\nma0ys3+a2XFmdqaZdWR5tjWzi83sYTNbaWaLzOxaM9uuoqwZlO+FfCyuX7uZbdvbuprZZMItjrfV\nyXoocKe73+7uL3P3Z+IdPouBdzWyLJGBYHj9LK1jZgZ8E/iTuzc8CIOIiIiISA98H3gKOAP4FvAX\n4DngNXH6/wH/AE4jXiU2s0nAPUA7cBGwCHgLcJmZjXf3i7qTrxoz2wu4GXgG+ALhOP4LsZz8edF9\ngFcTHtd8ivD80ieBP5jZbu7+Usx3HbATcDhwAvB8TF/Y27oSns10oN4jMtMJx/qV5gAH1JlXZMDo\n151u4GJgNxr60V0FjOHC0v+cy4C96PRMnoiISL9yC3ArvDQx/r0GWNbC+ogMbe5+j5mNJnS673T3\nXwCYWep0/9XdP1Ax2zmEDvir3H1pTPuBmV0NnGlml7j76m7kq+YsYB0w3d2fi/W6Fni4It+v3P26\nPMHMfgncTbiyfFVc17lmNofQ6b4xf6bbzL7dy7ruEt/nF000s6OAdwCvBN4RbyU/3t3TLf3zgPfX\nKF9kQOm3t5eb2XeAtwIHufu/689xFHAiJ2KciAEfRh1uERHp3w4BLoTRN4YXVwFfbnGdRKQKBy4p\nSH8v8Eugzcw2SS/gN4THJKc2kG9Dahy4mtkwwgiLN6QON4C7zyNc/SZLW53NN9zMNiZ0YpfWWkY3\n1qlmXaNNgHXuvrJoortfRRgseS1h0LSjsw43wBJgg3gCRGTA65dXumOH+13A6/p6JEURERERkR7q\ndOXWzDYjdKyPozjMlQOTGs1XY7mTCOEc/lUwrVNa7KieThjIbCvKg6U5ocNcUx/UtVF7Ag+7+7qi\namTLEhnw+l2n28wuBo4A3gm8aFaKafRC9gxK0ZyAcTTXxr+fzqa9VPGe362ewkcdlqVtBEB7DIPV\nNjt/1CSF1rk2Swv5Njt5Rfz7+vKkU98b3s+7Jcu/LQAXtIfHYU5qe1t50qIF8UO+a8ImuGr4keHP\nc7LBMk9PIcC2LCW9s302ADe1LSjnOyWVF8PvsFtp0gN7pk/lx+a3bw//4+a3LYop2e2Os2NIpmlZ\nWLDZj4X3FCrsrDwMUwzbNCNbp1IYsXj30X3Z4Jn7xVBhdz9UTjsjpqVQYNn6Mi+GGdqhIAyTZ+Gj\nLkvLSNsgq/+pMf95BeGjflRRJlAKw3V/1uaUQn6l8rNpl8Rl52GSkuldPsDJMX8ezur8WN60WEYe\nguiqtKyCOs6JP6GiUGBeDh0XbjarUkYKVzb179m0KZ3Lz5ex73Od8wDMivnycFn7PtY536ysrJTv\n/MfKaZXbb7/s87T4u+4UvqtyO+5TnpZ+OqUQe5TDk+2bh8SK5aZwU3kchRQ+ala2nl3CcGXb+JPp\nQx5GbErn+UrbBErfiaLwXUUhz9L2uSwrgopQYZ3ClaXfR/ZdnRmXNb3g+1IqNxuL5w/xfd+Z5bTZ\nI2rUJ8772yxpevytT0/1ybbnzM2r1+eR+AUYm+W/KIUfyy7CTK/YJw/n36MYSjAvPm2XE7KkyrBg\n38qmTYtptcKC5eHE0rzTsrQ8vNqCDcOTmCLSH1WGr013jf6U7Iihwv2Ug8HWy9cXvkMYEfxCwi3l\nLxA6r/9LY3e5NrpOtTwPDDezse7+YpU8ewJ/qzJtI2BlnVvYRQaMftfpBj5O+Mdwe0X6scCPu+QW\nEREREWmNhcByoM3df18tU7w9vG6+GhYQrh5NKZi2Y8XfhwJXuvsp2fJHEa5eVyq6ktzQOtWRnjPf\nHphbJc8eVNwan9meECtdZFDod890u/swd28reKnDLSIiIiL9hrt3EEYBP9TMdq+cbmabdidfneXc\nBrzbzLbI5ptCGBwi107XY/zjKV9tz6Wr0KUOeW/rGv2ZcBvq3jXyvIrqV7qnUr4dVWTA649XukVE\nREREBorPAwcB95jZpYTn9TYmPJD0emDTbuar5kzgzcBMM/se4Tj+U4QryXtm+X4FfMDMlsVl7E8Y\nhG0RXc0mdI7PMbNrCAOb3dTburr7fDObC7wRuLJyupltE8u7r2DatDjthlrLEBlI1OkWEREREems\n4QG83H2Bme0LfBF4D/AJwjPNDwCndDdfjeXMMbNDgG8AZxNicJ8J7BxfyfGE0GJHAqOBPxE6v7dW\nrpe732tm/0N4vPNgwhXy7d39id7UNbocOMvMRhU8mz0VmOvuzxfM91/A4+5+e4PLEen31OkWERER\nEYnc/Y9U3Irt7mcR4mRXm2cRobN7fJ2yG8pXY/7bqbhl28yuJ3TAU55lwEcKZt+hSpnnEGKI92ld\nCZ3uMwid/ytiXc8iPMe9N/D/Kmcws5HAB4vqIzKQ9btnuiuZ2efNrMPMLmh1XUREREREWqUybrWZ\n7Qi8lXIsiX4jdv6/DnwOSs+Cn0a4dfwA4NKC2Y4F1lAcD11kwOrXnW4z24cQI7DL8x4iIiLSN8xs\nIzO7ysxeMLMlZvZDMxvbjfm/H0+Q9/SKmIg0Zp6ZnWNmHzGzLxMGLHuJ0Lntd9z9a+6+W/y8iBBE\n8gDgKnefX5D/Enef7O5r13NVRZrK3PtnzHkzG0cY3OETwBeAv7r7SQX5poZ8ZxPiKqdY3CuzXCGk\n4jmcDsDpnJtNS7F0hxekpTuLRpYnffjo8H7ZT7P8aXqMyZ2dy/hL+x4A7NOWLzNJy8zjIqf4vS8v\npXy0/YcAXNq2G12leceXky6MsV9P/GOWL8Yi3jPGpr4vi+F9bozRe1oW79di/OypMV7t7Cw+8zmx\njNPnlNNSvO1XxxjiWYztCStD3PNlYx4tqHeo1/AF5TjB6yb9vSJPVv/9YqSMe7J4uGfEtK/kMaRj\nefOyGMw7pPVL5U4uT/tHjKW8Uz5QZkW+U7NYxufFZdkG5bQHYj12q4zTnJVRGNe7oD4p3x4FsYlT\nvpOzskqxmrP4ySfH79L5abu8IptWEAc8lbtfVm7aznPiuk0tiPFsWczpFM+7KC72q+My787jaFfE\nmrbJ2bKL4kqnbRDjLOdxuu+piF8NcH76jsbtcvIm2bSC7VKzjin/Vtm0jSumQSmG/KxNCuqfvi97\nVV9mYf2zeM5pnQvXN9Uji0Gf4oqnmOInFZWf1WfvWJ97i7ZBQczplTEu9j3Zb620zml9s/yV9cnr\nVFR+Glc3j4+ex7SGcizsfN48Kmyat3K+TvMW1LHRuNsN1TH/jsTv0Mxsm03Pt9nDwPsBprl7/o+2\naczst4Q1GAl0EJ77/LW7H1El/3DgK8BbCOGK2ggDMJ3r7l9eH3UWGYrM7DLgP4AtgNWEEb5Pd3dd\noBLpx/rzle7vAr/sRXxAERERqcPMdiEMsvQcYbTiQwgxeg/LQxNVGEMI9/NtYAnhLEEb8NFm11dk\nKHP3D7v7Du4+xt03cve3qcMt0v/1y4HUzOxwQmNeK7afiIiI9N574vuRwHTgv4HNCGGEPk4YHbkT\nd18WR1G+lzBK8o8Jne5tzGxrd3+qch4AM9uEMELyY5RvTRMRERmoRhNuF721ymj8QD/sdJvZ1sA3\ngTd273mOqwgn3tvj3+2E2wWnVZ1DRESkpX7zM7jtGiDeps8wYMX6rsU0QqO5E6H9XUo5rNBpZvad\n+CxmpesIzyasItxaPpzQUd+LbCTlCgcTGmwREZHB5Cjg6moT+12nm9D4bwbMMbP4cCFtwIFm9mlg\nlBc+iH4U1Z/pFhER6YfefER4FT/T3Stmdi5wao0sDuwKjCN0ur9M6DSfDMwCHiQ84/1pKq52m9k0\n4O3AQsLIySuB9OD6KcAvqyzzMQDGTWDs1HL0oj38fv7j4Dbe+2g41379FeUZ0qgL+dDMHzsgrsBb\nw/s/DtmmNO3//H0A3LT0naW09hvGhQ/5sB0PxkOJl9JxQz6m05PxPRv/pHRcMSq+b59NixV6ZXZY\ntX983ysuZ3I5TPHIDcLn/GBm7fI4bt3zsYwl2cRV8X1NlpaGnYlDqeRDuzA+lrxBtoRRceZhMa0j\ne8IwZWvPomS1d4qYFdOsIn8+LXu/4EQ46cJy2rr43pHl9xpplfPlabXy5/UpkqYXLbuyzHrTi6YV\nKdpWjeRvtPxq8/emjKLyKsv69Ynw1gt7VyY0vl26oxll1tPX270ZulPHP5wI/9HD/duf9XY/PXYL\nPH5rp6Th7ctZ9+xfIbVvVfTHTvdtdBoFCIArgYeArxZ3uEVERKTC6PpZaCNcWm8jjOA5lxCLeAtC\nB7wd+E+63mL+GsLIhpsCd8f504nyA2osL/RwJ23JlD9eXEq80d8EwKZnhE53PnrcrvH94Sxt6obh\n3WO/t21qeVU39dABt+dfVZ7hL3Hgx7xj2pYOJyo701A+PMoGUmV5fE8DBL48mxYHIxybDaAZx1Rk\nx7icXcp30w8bF3rRnY5olsbKPRvLyO8tSDc/rM7SUhXj+QQmZtMmxoLHZQsYHWa2tnCk6XmnOmVb\nl3e6h3eeBl073XmneF32vmoF7DK1cxp07gwVdUYryy0qv1b+os5WUQevVke4Xoewp53oZuWvNn9v\nyigqr7Ks1Stgy6mVubtXZlG5vdHbbdcXy27V8hvRnTquWQGb93D/9me93U+TpsK+p3dKmrhyDot+\nMA3qPDLV7zrd7v4i4ex6iZm9CDzv7g8VzyUiIiIVvgx8r06eeYRIIYfGv3cFPkzobV5K6EhvWTDf\nj4HPAjcQxmA5gHDdYARgZjbK3VcXzBc88Sjz33lK6c8P8BLvOXw4x9VfJxkIFjzd6hpIsy3XPh7U\nVmj/Fnr4Z/CPn3VKWrbuhYZm7Xed7iq6cXU7ZbUsLZwnP510m0R+IuLg+F4Or/UMnwJgS74RU7LN\ndNn344fyMciSNeFWto1GrqLSPm2fj5/yaSlMzBvDW37z33m3hfczyhf7Lx2+Z/gw43Xh/axbshlC\nPd7b/tdSyi/a0g8lD1kVnxe8L26Xs7OwUKVQYfuW074Y389KtzxmFy7OCG8brSmHiloy8i/hw90p\npRy6atk5afDbJ8plDI/Lipt23bcokB3nPbFpeN827afscsX5cZ1GZTdIpN3/vry8uN0fjNdNdstC\nqs9byQAAACAASURBVO30z/gh2wYnx+2Xwhidl4X3mRaXNTsbduCD6UMKT7V1Vse4jffMy4jbdPZz\nMX8eTixd58nqMyfWJ4XtOv+x8rQUmuvk7HtfGQ5qWj4thZvat2v+B7IQYGNjuKMD47xja13AAs6n\nc7l5SLJ7Jof3WVm4plJoqXgVaky2DV5fsMwX4+87DdUwKwvplMrdtyCsWdr3eRS9dLVqVrZdKusD\ncEG8vXTWK7uWf37Kl4UdS9t5v1i3WVn9S/POLafds3n9+ufRku9Jy0lhtvKwVrGOeXiq2a+skX9q\n1/wPp99Rtg1Sd+z8+H/sxTz8VVz3T2ZJKfRhUbisR2L53mD5Y9NvLbvNd2Ysd3rB/upx+K4sqajc\n9D9q2tTOZdYr97A0/zK6mF70/+CflO8X7p04oEvVQV0SM7seOCf+OQd4FLiG0KC2pwqZ2cPAqe5+\no7svMbM1wJsIK3sh8BnCf1/dkSYiIpLpzyHDStz99UUxukVERKR33P1h4M74517AzYQzm9cQTmOk\nM1M7E0KKpTjdmxDusX6C8Czb6Jh/Wc2r3CIiIkPMQLnSLSIiIs3zCcItGMMIV7d/DpxAGMk8HwYr\n3Va1FeEWEiOMw3Ix4Qr3OLJ7nqradge2v+lrpT9/Ep/p5gz11QeFzbZqdQ2k2SZoHw9q47R/C+1y\nRHhlJpSf6a5JnW4RERFZnH0+gTB6+YWE44T4DAxfA95AeJ77SeB+YLc47TPAO4G3AF+osZzRACMX\n/ptlr/tsKfE9vhFvPHgy75gUHssZfnh5hn/H902yQubEgc89jj67YM5GpWnbe7g9/32rHiildUyI\ng6RlT9SwbbwLfm16TCi/Ez+NsJM/25EGVUuHTvljY38Lb1tmA5GlpwdeiMv5V3lUsLYR8XN2I377\n6lj+ylhGHoQlVSd/ci7Nm56YW5pNWxUnjsgWMDwWYjHNC252bM8WUDS9wyr+LvjcAXdsOI4Dn5vT\n2IBltUYILxo0rSh/R0WeorKg8/aD8gjw1RTdD5rK6+4RdKMPXfR29PKeLLORMirKumPjcRw4cU6X\n7N0qs6DcPtHq0cP76wM23djud2w6jgNf1sP925/18rv3+F9v4fG/dR69vGN1GmSz9uCl6nSLiIjI\nIkIXxwmjM4wHXiBc5b4/5nkbIaQncfoelLsxacATB35tZm9299sLljMZYM3yZcy/ozzmw3zgrjuf\n4qy+WRfpB655e/0rPzKwXfNp7ePB7JqTtX+7aTKdR4jpRJ1uERGRIc7d15rZvYTrqzsQbhOfRwhG\nfXvMNpvyKJnLgL8Ae2fFWHz9kvKQf5VuBY4iPANeM7yKiIjIADCa0OG+tVamftnpNrMtgfMIt6mN\nAf4JHOvug/A+BxERkX7hAuBK4OOE28tPBHaKaQDPEm+4dXcH9stnNrMZwLvc/VCqiCOqX93H9RYR\nEWmlqle4EwvtZv9hZhMJA7X8jhBfdBGwI/Cou88vyD8VmA1nE04ypGes8met0sn0EGbqMj5dmvJh\nzo2f8vBa6SGf9PxWFsYoPRD2sSwc1CVXxg8xvMzJ7y1PO382ADe2l+OCvavthIJlJjGMkWXL/EoM\ncXV6CmOThXTaOYaq+Ue2H3eLd/s98FQp6T/a7wPgD23jqi8zhlYDYO8Ykuvex8L7OZPL006P5z4s\nq8dZccCFL6bzIln4rlfH9bw7C7M+Iy7rrL93KWv4c+GRiHWT8vA7aVvFiyxnZMv+SrpFMQu/My/m\n2yELWVUqI+7D/FG9Iin0UDqsvCcLEXRq3O7n5XWMdTp1UsG0GFbp1OyBsvMq6n1/Fkprj4KQRWkb\nnRTLP79g2XOy700KLZbW2yaXp82eVJEny0eWb05lvvw7G7fjyVlSKURYLCMPg5bqa9l3Iz1fmbbt\nyVO65s+/S5X7olP+tOxyuDpmxe1SFAos7ZNXZ/vk7qJy0/d9clx29j0rlbtBOY2pneuahzU7KYXt\nys4fjo350/Ob+TOnhesZ5x0X51uRPYo7a+OKeuV1q6hXvfJTvaBrGK48XNbJtdYp1q3eNiutS3ym\ndmb29G5R+C6L/2/u2rgiT1buuKz+aRvNLMo/oXOZVctNy08hxrJ1ml6wTmkbNBLCDOBb2XZvnwMv\n7Q0wbX2fbDazTwKnEP6p/A34jLvfG6ddAWzn7q+vMm/qdE8tmi4iIjJU9ccr3Z8HnnD3j2Rpj7eq\nMiIiIkOFu19MGIm8aNqxdeY9C/RYtoiISKX+GKf7HcC9ZnatmT1nZnPM7CN15xIRERERERHpZ/pj\np3sHQrzQR4A3E24xv8jMPtDSWomIiIiIiIh0U3/sdA8DZrv7F9z9Pne/FLiUMLBLDVcRQop+N74u\nJQy0KiIi0k898jO46V2EMctOhJfeBWtObHWtmsbMPmVm881slZndbWb7tLpO0jNmNsPMOipeD1bk\nOdvMnjGzlWb2WzObUq08aS0ze62Z3WRmT8d9+c6CPDX3p5mNMrPvmtkiM1tuZj83ywcpklapt3/N\n7IqC3/OvK/Jo//ZCf+x0/xt4qCLtIWDb2rMdRTho+VR8fZTOI9eIiIj0MzsfAe+8kXDS+EIYfSOM\nvLDVtWoKMzuMEAN8BrAXcB9wq5lt2tKKSW/MJQy6t0V8vSZNMLNTgU8DxxGGiHyRsL9HFpQjrTeW\nMHjiJ4Euoyw3uD+/CbwNOBQ4ENgSuK651ZYG1dy/0c10/j0fUTFd+7cX+uNAancBO1ek7YwGUxMR\nERnITgQucfcfA5jZxwkHcB8CvtbKikmPrXP3hVWmnQB8yd1/BWBmHwSeA94NXLue6icNcvdbgFsA\nzMwKstTcn2Y2gfBbPtzd/xjzHAs8ZGb7uvusgjL/f3t3HidJUeZ//PPQczEDAzLIINdyirIuyKHI\nKYorHj9F5LeKxyqIqy4oLusKHsjpCQsqP2VlFRkvRBYPwAVH2dXlhmUGlFu5hxnmghlmmPt4fn9E\nZFV0TnRW9lFd1c33/Xr1K6sjIyOfyqiq7qjMjEeGSY3+BVjV1/tZ/Tt43ZgybD/CwPtMwofy/sDF\nwD+4++WZ+tmUYd9Jrkb/GKfHR0U6l+XNBhppwdLvH4rUMNsAsO6Goxpreg79dqZ+OfVXpi17W7Po\nc3H5pf8Jy/Gvba5bNQ+Af1j3s0bRd3teWmo/TU90UFjskuzz0b8A8Ka19zaKftNTbFPUS1MnxRxF\nZydFpxcpcEK6pm3XzW+smt0zu9QWYKG9F60KaXQWjUtSCjXqNVM5jX92IgCrtihf1EAjNZPN3rxR\n5NvcHR8VxzrJSLN/bP/22c2yU2Nan6+l2XZi6qlTx2bWxfZOTYqK9RbX/TFZt2cuhVa8SnK/+Fl2\nZ3IMinRge+ZSOe3de7t022yqqHgFR+69m760i0NUpCeambS1T0UKrU8lcTTSduXWFZ+vSY6rckqp\nO5J9ZtN2/U1+O0hSUSWp0Yq0abdvVWozbfcVzaJyX7SM5xW9t0u3zcUzKca/bF6zbIM0ZclrZJOY\nryvtu3JKqZnJMbh911JbabxxP3ckV3bl9jkpzUEGLG++l6uPY5Kqrdw/vVJdxeMxKam/LO7jlth+\nNvVW0k/7Wuv2c/WLY3VSrn6SAmyDVGGZ1F6pItXZzbm0YEOZYizz2tt3I1g+Ex7YFzqQMqxdzGws\n4RPqaHe/OimfBmzm7kf1ta10p5gi7l+AJYTcrLcCn3X3WWa2E/AI8Ep3/1OyzR+Au9x99N5DMQqY\n2XrgHcV7tU5/mtnrgd8BL3L3JUmdx4Gvu/s3h/EpSIVy/8ayS4EjgTXAIuC/gdPc/dm4/nXA9ah/\nB6zrLi+P+UCPIlzScA/weeCTuQG3iIiIjAhbAj2EM2OpeYTLGGXkuQ04FjiCMO/OTsANZjaJ0KeO\n+nu0qNOfU4HV6YAsU0e613XAB4DXA6cArwWuTc6Kb436d1C68fJy3P1a4NqWFUVERERk2Ln79OTX\ne83sDsKtgO8CHuxMVCIyEO6e3vJxn5ndQ7i64TDg9x0JapTpujPdIiIiMuosBNbRuC+iYSowd/jD\nkaHm7s8BfwZ2JfSpof4eLer051xgXLz3t686MkK4+2OEz+3i/i317yBp0C0iIiJt5e5rCHk8Dy/K\n4mWLhwO3dCouGTpmtgnhH/Q58R/2ufTu78mEeXrU3yNMzf6cAawt1dmdkH3o1mELVoaEmW0HTCFk\nlQL176B15eXlIiIiMupcAEwzsxnAHYTZzCcC0zoZlAyMmZ0HXEO4pHxb4CzCJEzFHDzfAE4zs4eB\nx4FzgKeAq4Y9WGkp3ou/K+GMNsDOZrYX8Ky7z6JFf7r7EjO7BLjAzBYBS4ELgZs1s3XnVfVv/DmD\nkP5rbqz3NcKVK9NB/TsUum7QbWY9wBeBYwiXLMwBprn7FzsamIiIiAyYu18Rc3KfTfj7fjdwREXK\nKelu2wGXEc6GLQBuAl7j7s8AuPu5ZjaRkIFmc+BG4M3uvrpD8Uq1/Qj37nr8OT+W/wD4UM3+PJlw\nG8mVwHhCiqoThyd8aaGqf08A9iRMpLY5Yew1HTg9XqVUUP8OQtcNugmzlR9P6Pj7CS+SaWa22N2/\n1dHIREREZMDc/SLgok7HIYPn7u+pUedMQgpY6XIx93Llbaet+tPdVwGfiD/SRWr075tqtKH+HYRu\nzNN9DTDX3f8hKbsSWO7uH8jUL+XpXhnXJLlrKfJVbxKXaxtrfsmnATiKc5L6xXcRY+M+xjfWrP1L\neJ317PrtTP3C2A3Xnfq+ZtHXfhEfvAyAM9b9sLHqrJ6DMm3G9rZ9Q1jOTpIxnxvyXXPK/yT1Dw2L\n85Jcw5++vtc+9173eGPVXT3FMUvj3hSAHdZNAuDJnnSOhA1zfW+5bjMAFvY8lok/5DuftGSTRsmy\nyX+mtySX8OdjHF/K5Nh+cl1Y7jAjWbdx7zoAr4lt3JZ8Qbd/LLsj5gZ/6GXNdS8tbknK5O8tDmNS\nnTtjG6e+vFlWK693mmM95ucucl+fn16dU8r5Dc180UW+7X0yOb/TnMNFlofiPW5JW1Xv+2XJ40/R\nOzbbsbluxlaZOOJrosjZnOyS5+M+900KZ8R8zp+KbaU5sMs5vKGZxzmXM7uR5zhpv8jjnM13HV8P\n5TzWfcWdy79+R1Ue7Uw85fjT57DJnmGZ9k2RU/v2XC7uIl908rov52bPxtgqb3jcZzb/d40c3tDM\ns93ImZ20dUuch6cqd3fudZ/N3V03B3ZFPvgNYq0ZR1q/yNk9JHm9/waYSfi+efTk6RYREXkh68aJ\n1K4DDjez3QDi/QYHoRRiIiIiIiIiMsJ03eXl7n6RmW0PPGRmawlfDHze3S9vsamIiIiIiIhIV+m6\nQbeZnQR8EHg34Z7uVwLfNLM57v6jvrf8CWES1Hj5MeOBQ2hcai0iItJ1ro8/6W07izsXjoiIiAy5\nrht0A58DznL3/4i/32dmOwKfBSoG3e+j73u6RUREutEb4k/2nm4REREZBbrxnu6NaJ6uLqynO2MV\nERERERER6VM3nun+FXCamT0F3EeYj/dk4HsdjUpERERERESkn7oxZdhE4CzgaGAqIUH7ZcA57r42\nU7+UMmxFXJOeLF8Sl6+Ny2Z6LSOkA7uZf26UHchX4qMitU7zuwmzlwCw4pl3N8ombHFxqV6ab6h3\n+rHgXWFxavz13N80V30upsn7UpICbEqM+9k/AfC+tc3UUj/pmZppP+7zZX/bLHow9vOXi/2kKcZC\nLqxd1zXTgj3cU76ncJvGo6nregCY1zNrw33GepOXN1NjLZn4UKlOs96Y+VMAWLvVXcm6kK6M8Un6\nq0JxvcMeSdmMmL7r0SSl0M5FCrBknxMOjg/isXhF0kaRAuz+JAXYHqUUS0V6JYA1sY2xFWm40hRd\nu3vvWAE+Ffd1fswINCnzfHNpvoqMcWnWtH1yKclie+W0X0AjRVsuHdfM5DjuU06/lBy0XAqtDdKZ\nJWmbGmnEMs+pKHo+OYZFqq2ZSfsbpP5KXvdF6q9s+6X0aakiRRY002TlUoBlU3rFZdp1ddKa5VJR\n5eoXx2x5EuPt5RiTY2xTe9fJ1ZuUpPsq0sPlXgfZFF0VadDq1i/686S0fnxtFn2Ypq2rlearvynM\nWryOG/WT90w5tpbHrPS+Xpa8bir3eQ/wAHAMKGWYiIjIqNB1l2y7+3J3/7S77+zuk9x9N3c/Izfg\n3tCt7Q9QOmfdTzsdgbTTGvXvqPes+lhEREReeLpu0D04t3U6AGmn9coaN6qtVf+Oes+qj0VEROSF\nZ5QNukVERERERES6hwbdIiIiIiIiIm2iQbeIiIiIiIhIm3RjyrD+mhAWcwhTCT8Zi9PZy4vpZotZ\ntGc31nic/fgh0lmNi/XF4elp1vcwO/pdf0zrP1GqnxqTWRcnoy0mC/dkBtuni4lq/9wsWxtn8/a/\nAPDszCea63g+036Md+WUpCzG23jqSfusDtVnPpOULaW3RY1Ha2YW39XM23CfPAvAurvGJ+ueKNVp\n1vM/bZaJZ1JYrC+F4IthfTw+y9MVj4XFvWnMRXvJPtdPLBoKi3SG5KKN+1ckZaVZ19clM2Wvj22s\nqzl7+fJi3WPNsnnFvh6MbbGh3EzcRVMPpBWLWCds2Eajmx5MCuNz6nUc42z0DyxJyop2N4nL1c1V\ny4rYklnsG9uWtwPWrQnLvmYv98U03hsAy4sZx5P2Hyy3n7zu142paL9i9vL4Wgztb1FqP3kO69Zu\n2EbxMHcc5xWxJu/v4vgts3r1i2PmVTEmx9jnlepk6hVtpnLxz09fB0VMMf7lmfjr1F+3GPy+TP3i\nPZD5DG3ElrwO5peP1Zp+1m/xOm7UT94z5dhaHrPy+zp53VTu82GSz4nMG1pERERGmq5LGdZfZvZe\n4CedjkNERGSIvc/dL+t0ECIiIjI4o2HQPQU4AngcWNnZaERERAZtArAjMN3dn2lRV0RERLrciB90\ni4iIiIiIiHQrTaQmIiIiIiIi0iYadIuIiIiIiIi0iQbdIiIiIiIiIm2iQbeIiIiIiIhIm2jQLSIi\nIiIiItImo2LQbWYnmtljZrbCzG4zs1d1OibpPzM7w8zWl37uL9U528zmmNlyM/udme3aqXilmpkd\nYmZXm9ns2Jdvz9Sp7E8zG29m3zazhWa21MyuNLOthu9ZSJVWfWxml2be09eW6qiPRUREZFQb8YNu\nM3s3cD5wBrA38Edguplt2dHAZKDuBaYCW8efg4sVZnYq8HHgI8CrgWWEvh7XgTiltUnA3cAJwAa5\nCWv25zeAtwJHA4cC2wA/b2/Y0g+VfRxdR+/39HtK69XHIiIiMqqN+DzdZnYbcLu7fzL+bsAs4EJ3\nP7ejwUm/mNkZwJHuvk8f6+cA57n71+Pvk4F5wAfd/Yrhi1T6y8zWA+9w96uTssr+jL8vAI5x91/G\nOrsDDwCvcfc7hvt5SN/66ONLgc3c/Z19bKM+FhERkVFvRJ/pNrOxwL7AfxVlHr5FuB44oFNxyaDs\nFi9VfcTMfmxm2wOY2U6Es2RpXy8Bbkd9PeLU7M/9gDGlOg8BT6I+H0kOM7N5ZvagmV1kZlsk6/ZF\nfSwiIiKj3IgedANbAj2Es2OpeYR/6GVkuQ04FjgC+BiwE3CDmU0i9Kejvh4t6vTnVGB1HIz3VUe6\n23XAB4DXA6cArwWujVckQehH9bGIiIiMamM6HYBIwd2nJ7/ea2Z3AE8A7wIe7ExUIjJQpds+7jOz\ne4BHgMOA33ckKBEREZFhNtLPdC8E1hHOiKWmAnOHPxwZSu7+HPBnYFdCfxrq69GiTn/OBcbF+377\nqiMjiLs/RvjcLmapVx+LiIjIqDeiB93uvgaYARxelMXLFg8HbulUXDI0zGwTwj/nc+I/63Pp3deT\ngf1RX484NftzBrC2VGd3YAfg1mELVoaMmW0HTAGejkXqYxERERn1RsPl5RcA08xsBnAHcDIwEZjW\nyaCk/8zsPOAawiXl2wJnAWuAy2OVbwCnmdnDwOPAOcBTwFXDHqy0FO/F35VwRhtgZzPbC3jW3WfR\noj/dfYmZXQJcYGaLgKXAhcDNmtW6O1T1cfw5g5D+a26s9zXC1SvTQX0sIiIiLwwjftAdUwttCZxN\nuCTxbuAId1/Q2chkALYDLiOcCVsA3ERIG/QMgLufa2YTgYuBzYEbgTe7++oOxSvV9iPct+vx5/xY\n/gPgQzX782TCLSRXAuOB3wAnDk/4UkNVH58A7EmYSG1zYA5hsH16vEqpoD4WERGRUW3E5+kWERER\nERER6VYj+p5uERERERERkW6mQbeIiIiIiIhIm2jQLSIiIiIiItImGnSLiIiIiIiItIkG3SIiIiIi\nIiJtokG3iIiIiIiISJto0C0iIiIiIiLSJhp0i4iIiIiIiLSJBt0iIiIiIiIibaJBt4iIiIiIiEib\naNAtIiIiIiIi0iYadIuIiIiIiIi0iQbdIiIiIiIiIm2iQbeIiIiIiIhIm2jQLSIiIiIiItImGnSL\niIiIiIiItIkG3SIiIiIiIiJtokG3iIiIiIiISJto0C0iIiIiIiLSJhp0i4iIiIiIiLSJBt0iIiIi\nIiIibaJBt4iIiIiIiEibaNAtIiIiIiIi0iYadIuIiIiIiIi0iQbdIiIiIiIiIm2iQbeIiIiIiIhI\nm2jQLSIiIiIiItImGnSLiIiIiIiItIkG3SIiIiIiIiJtokG3iIiIiIiISJto0C0iIiIiIiLSJhp0\ni4iIiIiIiLSJBt0iIiIiIiIibaJBt4iIiIiIiEibaNAtIiIiIiIi0iYadIuIiIiIiIi0iQbdIiIi\nIiIiIm2iQbeIiIiIiIhIm2jQLSIiIiIiItImGnSLiIiIiIiItIkG3SIiIiIiIiJtokG3iIiIiIiI\nSJto0C0iIiIiIiLSJhp0i4iIiIiIiLSJBt0iIiIiIiIibaJBt4iIiIiIiEibaNAt0gFmdqaZre9w\nDMea2Xoz22GA258Zt9+iUzEMBTM7xczub0O7HzWzJ8xs7FC3LSIiIiIjhwbdIp3h8Wckx1BrezM7\nwMzOMLPJbYhhUMxsU+AU4KttaH4aMA74aBvaFhEREZERQoNukReuHwIbu/uTbd7PgcDpwOYdjKEv\nxwM9wOVD3bC7rwJ+APzzULctIiIiIiOHBt0igJlN7HQMw82D1cOwK+uCGPpyLHB1G2O4AtjRzA5r\nU/siIiIi0uU06JYXnORe5Jeb2WVm9ixwY1y3jZl938zmmtlKM7vXzI7LtLGDmV1kZg+a2XIzW2hm\nV5jZX2XqHmxm/2tmK8zsL2b2kZpx/k2M8/8kZfvEsjtLda8zs1uT31s+j77upzazw8zszjTeFveg\nv8jMppnZIjNbHPc7IbZ1BnBurPd43N+6Yp/lGJK+2aWvNgcZa7rtjsCewPWt6g6Uu88EngWObNc+\nRERERKS7jel0ACIdUNxD/B/An4HPAmZmWwG3A+uAC4GFwJuBS8xsU3e/MGnjVcBrgJ8CTwE7AicA\nvzezPdx9JaHRVwDTgfmES6zHAmfG31u5F1gMHAr8OpYdAqwH9jKzTdz9eTMz4ADgO3GfdZ/HBvdT\nm9newHXAHOALhM+IL8Q2cvdeG+Fs7qPAZ4B9gH8A5hGO6y+AlwLHAJ8EnonbLegjhuJxuc0PJ20O\nNNayA2O9mTXqDsZM4KA270NEREREupQG3fJCdpe7/33xi5l9jzCIfKW7L47F/25mlwFnmtnF8T5d\ngF+7+8/TxszsGuA24GjgJ7H4nLg82N1nx3o/JwyoK7m7m9nNhIF24RDgl4QzpwcCvwVeCUwmnq0H\nvtyP51F2FrAWONDd58V4rwAerAh1hrs3zt6b2ZaEe6U/6+73mNlMwqD7qn7cu91nm4OMNfWyuHws\nLTSz9wN7AWPd/Z9i2cHAGe7+t2a2MaH/PuHu19bYz6PA+2vGJCIiIiKjjC4vlxcqBy4ulb0TuAbo\nMbMpxQ9hYLsZ4Yxr2DgZtJrZmJg261HCmel9YvlGwBuBXxYD7rjtQ4Sz33XcCOwTB3oABwPXAn+k\nORgvzn7f1N/nkYrxHg78qhjExngfJZxRzskdxxuBKWa2Sc3n2O82Bxhr2RRgrbsvLwrMbHdgBeEM\nfXo5/luBufHxKsIZ+7+puZ9FwMa5y+NFREREZPTToFteyBpnOM3sxYTZtT9CuPQ5/fl+rLZVUn+C\nmZ1tZk8SBmELCZeMbxZ/AF4MbAw8nNn3QzVjvJFwSfoBZvbS2OaNwA30HnTf7+7P9fd5lGxVEW+u\nrFA+e70oLl9UsU0rrdocaKytHARcDbyOcIl+4QDgZgB3Xw+cl4mxL8VEcp1OESciIiIiHaDLy+WF\nbEXyuPgC6seENE85f0oefwv4IPB1wiXlzxEGVT9jaL/MuhNYSbivexYw390fNrMbgX80s3GEs9+/\nGODzGArr+ijvc9byDrVZ9gwwxswmufsyAHf/PoCZvRO4KD7uAfYDPp5sO5bm5fytvAhYXnFJv4iI\niIiMYhp0iwQLgKVAj7v/d436RwPT3P2UosDMxtM7F/UCwsB+t8z2L8uUbcDd15jZHYRB95M0B3o3\nAuOB9wFTCWe+B/I8UvMJA/xdM+tyz6GudpzhHYpYi3u/dyK5xz5eir834TJ+CJeRr3X39D787d19\nVs397AQ8ULOuiIiIiIwyurxchMYlwz8Hjjazvy6vjxN5pdax4fvnJKCn1OZ04B1mtl3S1ssJ93rX\ndSOwP3BYfIy7P0MYNJ5KGNQW5f19Hg1x2+tjvFsn2+wKvKkf8ZYti8vNK2v1wxDFeivhzPl+pfJd\ngUXuXtzDvRvJJevx/vrV8fHrzexkM/tPMzsxThpXtg9wS82YRERERGSU0ZlukabPEAa2t5vZd4H7\ngS2AfYHXA+mA9dfA35vZkljvAMLEXgtLbZ5BGATeZGYXES5L/jjhzOqeNeO6Efg8sD29L2m+Afgo\n8Ji7zxng8yg7k/CFwC1m9m+Ez4gTY7x71Yy3bAZhcPtlM7scWANc7e4rqjdraVCxuvtjZnYv7XT+\nrwAAIABJREFU8AZgWrJqNmESujHuvpaQHi6dBO0jNGenf5owIduf3f3bcQb8BjPbl3Dsf9XvZyci\nIiIio4IG3SKRu883s1cT8mkfBfwj4b7f+4BTStVPIqSrei9hQHYTYfA2neRy6pgy643ABYQUV0/F\n9reh/qD7FsKZ9ecJs5YXbiQMAG9IK/fzeVDadqaZvQn4V+DsGO+ZwO7xp9/c/U4zOw34GHAE4QqB\nnag/EVk7Y/0+cJaZjS/uuXb3p8zsdOC7ZvYEYWK1jczsm4TjeIO7z491HzCzk4iD8Mx9238HPOHu\nfxj4MxURERGRkczcNaGuiFQzs18Ce7j7gAbew6k/sZrZZOAR4BR3v3SA+5sJvMrd15XKxwGPA192\n928NpG0RERERGfl0T7eI9FLOJ21muwFvAX7fmYj6NthY3X0JIf3Xpwe4/ynAQ+UBd3Qc4d7vcs5x\nEREREXkB0ZluEenFzOYQ7nF+FNiRcFn4WGAfd3+kc5FtaCTFKiIiIiIvTLqnW0TKrgOOAbYGVhHu\nKf9clw5iR1KsIiIiIvICpDPdIiIiIiIiIm3StWe6zexE4F8IZ7D+CHzC3f83U28KYUbkx4GVwxmj\niIhIG0wg3C4x3d2f6XAsIiIiMkhdOeg2s3cD5xPSId0BnAxMN7OXuns5D/IRNHPmioiIjBbvAy7r\ndBAiIiIyOF15ebmZ3Qbc7u6fjL8bMAu40N3PLdU9ELgZ/pmQIjlOFLxRMqnx+uIE+M1xuTxpIfe9\nwxZxuVVcbpasKx6n2xXHcG1cpicmFsTlc0nZfXE5KS7TSeSLNL/pZMi5iZELufjHl+JK2yjK1ifr\nvFSnlWKfPTXjqapXt40xwI+BYyva72u7/sSTk6tfmFCxrl265buy4nW7vqKs6tiVfRU4LVOeex2P\nqbFuqOWeS+79lDsuddYV7afPKXccy/scn1lX971c3q6vfZblPv9y+yz301nk+7i/yn1c93VQJ9ZW\n7Y4v/T6Ydvuq/zBwEsBB7n5LppKIiIiMIN3y33uDmY0F9gW+XJS5u5vZ9cABmU3iiHo7YCKwd2xo\n46RKMch+Oi6fT9blDsHUuNw2Lqck64oB+dikrPgHak1czkvWzY7LZ5Oy4vHkuEz/uV0Rl2uTsvRx\n2dhMWfHc038Y15bKcv8wVu0nt8/cscvFU1WvP21MBHaqaD+3XX/jyal6m2xcsa5dqmIdTsXrdl1F\nWX8+YjYF/jpTnnsdj62xbqjVHTzljkuddXW/SCjvc+PMurrv5fJ2fe2zLPf5l9tnuZ8mA6/oZ2yt\n9p+2n8aRex3UibVVuxuXfh9Muy3r65YpERGRUaAb83RvSfjPdF6pfB7h/m4RERERERGREaHrznQP\n3CWEs8p/F35d1wN2DGz0nk4GJSIiUuFq4JrkdwOWdigWERERaYduHHQvJFzfOLVUPhWY2/dmxwM/\nBf4j/NrTict+RURE+uPt8acwFrgHeEtnwhEREZEh13WXl7v7GmAGcHhRFidSOxxoMaHMoe0MTTou\nd0u/jB4aZIx+R3Y6ABEREZFh141nugEuAKaZ2QyaKcMmAtOqNzsUjglnuLf44exG6SfGbQ/AGU+E\n3z2ZmuY/d3s9AHcXE7ABS9m013J+YxZzWBVnrn0mmVxtlof2Z88OSy7errmDlfFxOnfb4jf3Lluc\nrMudy19ZWqZtraKm8iRv6ZUAa0t10sfFulYvlcFOXtXqyoSxwNsGuG2heA65yYuq1vV3IqTcdrks\nAVXHtirGXJ019C0Xf7l/oXkcc23l4inqVbXfSrHtGuC4ftSvu5869VvFX9XHVa+buqr6daAs037d\n11tuRv5yTLnXTW59sSzieUcmLqjux2LbtH45ntzzrWor7fOq49Hf41hX7jmJiIjIaNWVf/Hd/Qoz\n2xI4m3BZ+d3AEe6+oHpLERERERERke7RlYNuAHe/CLio03GIiIiIiIiIDFTX3dMtIiIiIiIiMlpo\n0C0iIiIiIiLSJhp0i4iIiIiIiLRJ1w26zeyzZnaHmS0xs3lm9ksze2mn4xIRERGR7mZmx5rZejPb\nIfd7NxoJMXYLMzvFzO4fwvY+amZPmNlg0/CIVOq6QTdwCPD/gP2BNxByu/zWzOrmhRIRERGRFyan\nd57O8u8dYWYHmNkZZjY5s7orYhwKLZ7nYNveFDgF+OoQNjsNGAd8dAjbFNlA181e7u5vSX83s2OB\n+cC+wE2ttt/ysllhycJG2f9bHcrOOmXbULAw2eApNiwr0tRuUvq9/LhQ5M1+uBH1huvSXNxri8/V\n5aVKAEvickVSVuSw3bi07EuRRzZto2g3zYtcWBqXdfNFV+VnzrVR9eVh3frleq3qVO2z6vhV5XFu\n9SVonbzVVeuq8h0Ppo3nS3XSNnKvg6rnmdYv3gwrK+pV5ThPt62bCz23r0LRRq79Kq3qlNtN4xlo\nTu30+ZZzWlftu+4+q/Jep9sX7afvnarjkevXqv7P5TEfmykrx9bqvVDui1wO77qvqULu/ZE77sW+\n0s/Xon6a17vYtnwsWsUoIqPUgcDpwKU0/ykr/BD4qbuvHvaohl7V8xys44Ee4PKhatDdV5nZD4B/\nBr41VO2KlHXjme6yzQn/vTzb6UBERERERAbA+lrhwWgYcEPF8xwCxwJXt+FYXQHsaGaHDXG7Ig1d\nPeg2MwO+Adzk7kN2/4aIiIiIjBxmtoOZXWRmD5rZcjNbaGZXmNlfDbC9vc3sOjN7zsyWmtn1ZrZ/\npt42ZnaJmc02s5Vm9miMY0zduMzsDODc+Ovj8f7tda3uO68To5mdGbfdxcymmdkiM1tsZt83s9z1\nmbljcZiZ3WlmK8zsL2b2kaLdpM6gn2dyPL9vZnPj8bzXzI6rEeOOwJ7A9XWeU3+4+0zCyb0jh7pt\nkULXXV5echGwB3BQ66qXABNZcuRmAKxkNZOPOYLJ73lTO+MTEREZhF8BV5XKluYqirzQvQp4DfBT\nws2BOwInAL83sz3cvc79RACY2R7ADcBzhPuD1xLu6f2DmR3q7v8b670E+F9gMnAx8BCwLfB/gYmE\ny6frxPVz4KXAMcAngWdiKAvicoN7uuvGmGx3BfAo8BlgH+DDwDzgsy2Oxd7AdcAc4AuEscEXCDde\npjEN+nma2VbA7cA64MK4jzcDl5jZpu5+YUWoB8Z4ZlY9n0GYSa3xhsjAdO2g28y+BbwFOMTdn269\nxfHALky+6pVA73u6RUREutM74k/qHsKfPxFJ/Nrdf54WmNk1wG3A0cBP+tHWlwj/Ax/k7k/Etn5E\nGFSfC7wu1vsqsBXwane/K9n+zP7E5e73mtlMwmD0Knd/cghjLMxw948kMWxJ+Oe4ctANnEUY0B/o\n7vPitlcAD5bqDcXz/DLh8vNXunsx29G/m9llwJlmdrG7r+ojzpfF5WN9PREzOwY4jPClwFPAZ9z9\nZX3VL3kUeH/NuiL91pWXl8cB95HA62p+MImIiIjIKJUOxsxsjJltQRgoLSac2a3FzDYC/hb4ZTGY\nje3PBS4DDjazTeItjkcS7iG+K9/a0MU1kBjTMAhn4lM3AlNK9XL7ORz4VTHgjvt5lHD2m6RsKJ7n\nO4FrgB4zm1L8AL8FNmvRzhRgrbsvz600s48CnwJOcPcvAq+Hfp2BWwRsXPeSfJH+6roz3WZ2EfAe\n4O3AMjObGlc9159Lh0RERERkdIiDoc8RJtPaluaEXU4YsNX1YsKl4X/OrHuAcEJqe8Kl0ZOB+4Yp\nroHE+EBSXj5JtSguX0TvNDmprQjpIh7OrOtVNtjnaWYvJkyO/BHy6bk8xtNv8TaAC4Aj3L24D30B\nzRxFtZpJ4hAZcl036AY+RnjB/6FUfhwhpUKlhZ/aHoA1X2mmYnn1uDsA+N3BIWXY29/ZzDRwD3sC\nMJ7m1Swbx1ReU5kPwJTGLSnNeovZvFE2h20AuH1emNvCn5rUDKiY7iH9rm1ufF9fPzEsx0xsrlsZ\nP2/Sj8dGaHXT3aSfs4Vt4nJFaQmwaaaN4vuNqi/8qlIXtXpp1UmV0990YhMz6/qrv19wppN0Vm3b\nU2Nd+jm/LrNdVRu5vxHlsk2Tx0Vfp22uzZSto7cxFevSbXsq6ozJPK6ql0u1lJNLzZTbZ5220vpV\n6bdabdvXPnNt5rares/ntsul0Kqzn7r1cinAcvXL9ep+HlSlE6tqI30f1u3/qjq5416st9LvUJ0W\nrLxdWrYmU7aWgaeiExnVvgV8EPg64ZLm5whv1p/R2Ss3uyWu3B9SGLrZxAf7PIs6PwZ+0EedP1Vs\n/wwwxswmufuy0rrjgaXunqYWPohw6XxdLwKWV1zeLjIoXTfodveuvORdRERERDrmaGCau59SFJjZ\neEjOgtSzAFgO7J5Z93JgPTALWEaYKO0VQxRXf86g1o1xsOYTzrLsmlm3W+n3wT7PBYRZInvc/b8H\nEGtxj/lOwL2ldQcCNydxTQD2Sstq2IneVw6IDCkNcEVERESk261jw/9bT6L6MrANxMuPfwscWUpl\nNZVwe+ON7v68uzshvcDbzKzqXuO6cRVnZ1t+SVA3xlbt1NzP9cA7zGzrZD+7AuX0P4N6nnFfPweO\nNrO/LscSJ36rcivhrP1+mXXj6X0p/quBB919SWz7ZWZ2tpm9zcx+bmZ7ZdrYB7ilRQwiA9Z1Z7pF\nREREREp+Dfy9mS0B7gcOIEwCNpB0NacBbwBujnMJrSPcazwOOCWp9znChGY3mNm/E86EbkNIGXZQ\nHNTVjWsGYdD4ZTO7nHB/ydXuvoK8ujEO1pnAG4FbzOzfCGODEwlnk9PB6VA8z88QZhe/3cy+G9vZ\nAtiXMPFZnwNvd3/MzO4lHJNppdU3EO6Dx8zGAecQJpLDzCYSJp87xN2Xmdlpcb8NZrZvjONXfe1f\nZLA06BYRERGRbncSYcKD9xImUbmJMACbTj8nv3L3+83sEOArhIHgRoT7lN/r7ncm9eaY2f6EQdx7\nCROrzQauBYpZtGvF5e53xgHfx4Aj4j53YsMJ0PoV42C5+0wzexPwr8DZhMnHziRc2p5e3j7o5+nu\n883s1cDpwFHAPxLu1b6Pel8kfB84y8zGl+69/lfge2b2mRjLpsRBN2HG9LvjgHsKsNjdyxOr/B3w\nhLv/oUYMIgNi4eqZkSte8jMjTFq4C5z8NgA2+8rcRp3GRGq/eDvQDROpFevisU+/+ijmLxuSidRy\nE3vlJlIrHmsitf5/D9VqAqdCfyfjyk2kVqXoi/T4FK+Xoq20L3Px5Ca9Ks/Lkn5e5OZmKcdbNdna\nQOpVveZy8VdN5NXfycnqqjORWru2K+pV9dOYzLq0fp3Jz+pOdFYnnty2ddsvXsdpm54pK2+bvv6r\nJqytmkit1TGrmkitaqK2tYQTTG8H2NfdZ2YCExFpKzP7JbCHu+fuK+8IM5sMPAKc4u6X9lFnE8J/\n2ru4+zwzOxlY7+7fNLP3AzsCt7v772L9ccDjwJfd/VvD8DTkBarr7+k2s8+Y2Xozu6DTsYiIiIxG\nZvYiM/uJmT1nZovM7HtmNqn1lo3tvxP/Vp/UzjhFZOiVc1Ob2W7AW4DfdyaivHg5/3nAp4syMzvR\nzC5Jqv0LcGmSd/xyYEczezOwSfxJv9U/DljNhnnORYZUV19ebmavIty/8sfaGz0dFj09zTNnE+Oc\nDuv3iN8xJJkHf73b6wG4hYMaZbMIacfm8BIA7vBXNdbNXxXShi9d3Ey/tH7epN7t3pPEk0uKUJzF\nXhvPfDyXrKuViTw9m1mcsVlRs2xppr2iXi5lzvOZdbk4ynJns9LP9HJqoLF91CvLnVGy0rIvddKB\n9feMaKrYf92z01Vn98b2USetl9bfOFNWjie3LhdPX1lH+oonVecMfVX7uXr9TTGWO3tIjXXp+v6e\nya06M56+todin31tn6p6L9R9Pff3DH/V67dVW3X2lauT+/zIPffytrlYW52BL+8rdya9rzPX5Rhz\n0rRp41vUbYvLgKmEezTHEe6ZvBh4f6sNzewoYH/CZbciMvI8ambTgEcJZ4I/RviP9LwOxpTl7ucC\n5yZFk4BNzexThPvt57v7J5L6TwMnV7R3MRpwyzDo2kF3vDzkx8CHgS90OBwREZFRycxeRrj38jfA\nfxHSEd0GHGNm/+LuczPbjAG+BLwNeBkhHdBEwj2vIjKyXAccA2xNuKnxFuBz7v5IR6OqIQ7CRbpe\nN19e/m3gmgHm8hMREZF6DiCckt8a+A7h8qcjCJesvK+PbSYCrySclp9LSA80CfindgcrIkPL3Y93\n953dfaK7v8jd3+ru9a8yFZGWuvJMt5kdQ/hjnsvFJyIiIkPnbwjXtf8MOItwW9dY4HvAOWb2A3fv\nlRbI3ZeY2d2Ey9EvAC4BbgemmNl73P2nuR3F2YOPIExcVOuGKhERkS42gXBbxnR3f6avSl036Daz\n7YBvAG/ITOlf4RJgItzwPQCWHrWCce8+kvHHvKMdYYqIiAyBq4Fr6D0PwpIhadnMvgKcWlHFgZcD\nOxAmSjgKuJUw8N46qfchet9DWeS1PYkwcD4W+ChhcgmPv2cH3YQB90/69URERES63/sI86Nkdd2g\nG9iXkOB+ppmlM0EdamYfB8Z7Ns/Z8cAucGhIGbbpjzSfi4iIdLu3x5+Nk7I/Ecamg/avQDatTuLR\n5HFxddkimjPFjQdeS2nQDRxM+HbfYx2j+c3BGyr29zjAxB235JIrm5Nb7vajpwD4yTfD7+97Y3OD\nf/9tWP7fpJEp+8QHO4SFv6a5bsVrQ+h3jdu7UXY/ewAwi+0aZfMIE6PO8W3Dcn5zHffHyexmJDu9\nPf7r8Whxgv7uZOUCNrRVXG4fl9s2VxXdPS6pXqQHXVn8izMvWTkrLp9OyooTKqsz+y7+vUsn5Sse\nV6Vt9ExZrt1Crq0xhHmpPppZ18qY0rKbldNy9ne7gWxb6O9ElzkD3XfhUsLE32UDPS5DKT3G6zsW\nxdDo1PG8nHCb/wtBcYwH9lrZfPMlLF78Y4h/3/rSjZ9q1xMudUtNAx4AvpofcIuIiEjJv1DvTPeT\nNEdP64FP0by8fCNgz8y2PyTcv/0L4ErCBGzFINzMbLy7r8pstxJgxexFfOes5oBw8iNwzCtpDIn3\n2aK5wUviMg1iapFAZMv4RHZurlu2dxh0Lx3fzDKyOA6wlxejdGB5HAyP951Cwexdmo2sil8IzGoW\nsXHx78fyYk/Jylx2tWKQvWtc7tRcVRztbOKDYj9PpTuPy3SUXnxpkbtKv5gNP/0yp3hc7DQ3+Mvl\nn8+1W+grs8lywtWW/VW012q2/25QHKv+DoAHM+ge6D5zbQx2ELcckvfThu0PxRcDAzUUX2x0i04d\nzxX0+qJwVOvPe+KP9E5TBcuXN774rLxlqusG3e6+DLg/LTOzZcAz7v5A7YaSbC7vj1eyTXpJ+CZ6\nl82aX+zvEXf1MM0/tu/iCgAO5GYA1lnzMC0fH/5ozZq6faPsyqnh+/fVfx3+gVi0/5Tmzv9P/KOY\n/u0s5oF9PC6TFGaN7lqYKXs+Pqn0fbcy/mFanOxzTPK43Ebj9bR8wzq9Gi6nEcu92dOr/8sT1vbj\nzoANbFyxLpdKq+4HUfnl3irFWPEmzNXr73c/RRtV21WlG0rljk+dYzCQPunvh3z5H6XcP05pm+U0\nblVpoaA6LVuxLnd8iuee+8hLP2Q3zaxfU6qXSz1X99jm9l/u66o6ab2hULXPXL3cc8/FU/4noW4q\nvqo46r4XqurntqsbRznNYap47eVSGVal/0ul7Q7ZP4l1z3TfQ3gRjyWcZn8E+D6hI9cDWwCY2YPA\nqe5+lbsvMrPVhL9WVxCSX64m/yYSERF5Qeu6QXcfdHZbRESkH+KELn1O6lIws1tpfpO1B/Brwr3d\nuwDP0/yWYjdgs2TTuYSz3ZsQTnnNInzbsKSPs9wNYzedwDeveknj9z3PD98+f73Pu+FEREQ6ba/4\n0zR58iIWLjy/5ZYjYtDt7q/vdAwiIiKjkbs/aGa3EO7Tvhv4Z8KZ7p8C70qq/oVwRrvI070D4cbl\ntwB/Rxi4LyMM2CutWbqSTx45p/F7cXm5iIhI99rw8vIlS3LzamxoRAy6RUREpK0+BtwLvBr4LfCf\nhMvFe4Clsc5LCfeJX0W4/XrHWP6fNK+nHxe378sEgI3G9PD84uatO+tXbsRji3t4buPwb8nM5Hbp\nBfE8e/pvzuzif5w40bs/0Vy34q6NAHh0XPMfoQUsAuB5mgP91fGS/o3iSfmNFySzxj8e7zdflOy0\nmFJm4+J+rXQOul4Z1aKiXnHSP2msuJ09vQOnMZdP8WB+srKYHDadSK1oL3dRQWcnUlu5chITJjyV\nWddK7mb3bjUUE6n1d+KmoZxUa3BthD6ek1mjidSG1uAm+RqolSsnMmHC/NYVR4X6r9m1a5ewbl35\nM7dxe1juHryGkfCpJiIiIu31Z8J/HvcSJul4G+Gs9xqaI74fAH8VHy+K9Z0w2VrBga+Z2V3u/ofM\nfnYEWLdiNTNu7H124MZH11PMj3DeNRtueFH6y62l5RW5p3RrH4+7wIrWVUa6FSu+0OkQpM1WrPhi\np0OQNlqx4oJOhzAirG7+KdsRuKWvehp0i4iIvMC5+xoze5gwm/nxwB3AyYQz31fGanNpDrCXEGZG\n/xJwDmH28uOAgwi5Su/rY1fT4/rHaTHTq4iIyAgwgTDgnl5VqSsH3Wa2DfA14M3ARMJ9ZMe5+8yO\nBiYiIjJ6nQb8GDifMAv5c4RLy78d178VeDGAu7uZvYVwPfAX4o/FnxPc/UO5HcTJ3TRdmoiIjCZ9\nnuEubNSqwnAzs82Bmwk3KR1B+Nb9U/S+s0pERESGkLtfQZiNfBnhMvFHgTe4+4JYZQbwQFL/de7e\nU/wAZwF39TXgFhEReaHqxjPdnwGedPcPJ2VP9FW5jst5DwAr79wCgD996cXNleeFxV/2265R9Hic\nG6a53KkZiIXb2R5i90bZeA8X8y9YuFUouDmZuGRWXF6SBFROy9sr73ZcPp8pa9RPJ4goHic3iK0q\nNk5zB8+Ly6ocz2syZTm5NuZXrKuSq1/M2TMxKSsO2vNsqOplXJWPdyjyHVflH26Vm7i8vmpdquqK\nzLQPy8d2beZxOudDbiKdot7YinVVcs8pbSPXn+X6dfupmIAnd3xy+85NmFF1bIttlyZluddvOa97\nus+i/dzsSbkPhJw6xyWXH728n1TdHPEDvRo4bSuXt7rqudepnzueVdI+yj3f/rZbJw95q+Oe67Ph\n5+4XUbp9Oll3XIttzyIMvEVERCTRdWe6CZO33GlmV5jZPDObaWYfbrmViIiIiIiISJfpxkH3zsA/\nAg8BbwT+DbjQzP6+o1GJiIiIiIiI9FM3Dro3Ama4+xfc/Y/u/l3gu4QcohUuAb4INxwJNxzJ0ncc\nx6rLf9X+aEVERAbsauAfCBN/Fz+j9wptMzvRzB4zsxVmdpuZvarTMcnAmNkZZra+9HN/qc7ZZjbH\nzJab2e/MbNdOxSvVzOwQM7vazGbHvnx7pk5lf5rZeDP7tpktNLOlZnalmW01fM9C+tKqf83s0sz7\n+dpSHfXvIHTjPd1Pk0zUEj0AvLN6s+OBXeDQtwGw6Y9nV1cXERHpuLfHn/Se7nuAt3QmnDYys3cT\nZkb/CM2UZNPN7KXuvrCjwclA3QscTnOihMZEBWZ2KvBx4AOEFHFfJPT3y919NdJtJgF3E85i/aK8\nsmZ/foOQeehoQlrBbwM/Bw5pd/DSUmX/RtcBx9J8P68qrVf/DkI3DrpvhmSWsmB3BjmZmoiIiHTU\nycDF7v5DADP7GCEN2YeAczsZmAzY2mR2+7JPAue4+68BzOwDhFld3wFcMUzxSU3u/hvgNwBmVp4R\nFFr0p5lNJryXj3H3/4l1jgMeMLNXu/sdw/A0pA81+hdgVV/vZ/Xv4HXj5eVfB15jZp81s13M7L3A\nh4FvdTguERERGQAzGwvsC/xXUebuDlwPHNCpuGTQdouXqz5iZj82s+0BzGwnYGt69/cS4HbU3yNO\nzf7cj3AyL63zEPAk6vOR4rA4ifWDZnaRmW2RrNsX9e+gdN2Zbne/08yOAr4KfAF4DPiku1/en3YW\nfmf7ZpuTwhc6n/7g42F5+NmNdTfGKyLmsE2jbBzhKpmeeJXUxCQd1xTCFXCb8VyjbG08jJttGcoW\n7bVJM5DN4vKjSXB3NjYMFifrni8tU0X955MvqBr1k/Raq4rHy5ONy7dcpKmlVpSW0LzUcU1pCTC5\nVCddXwTZKnVYUb+ol2srVdVeVYquKn190dcORbqh3D6rUhHVTeVUSFOAleulx7huarfyMU3TbE1g\nQ+V9junjcV/1c+vS/RSvjeI45tqsei2lxz8Xf+61Vyiee7qdl9alejJlRbxp/arnUt6ulVy9Yl+5\n/eSOcR2t0tuV+7XOa6UvVanOCmm/DcVxzLWbS11WyKUYq5MSMNcXo9aWhDfFvFL5PDa8uk1GhtsI\nl6I+BLwEOBO4wcxeQRigOfn+3nr4QpQhUqc/pwKr42C8rzrSva4jXCr+GLAL8BXgWjM7IH5BujXq\n30HpukE3gLtfC1zbsqKIiIiIDDt3n578eq+Z3UG4FfBdwIOdiUpEBsLd01s+7jOze4BHgMOA33ck\nqFGmGy8vFxERkdFlIeGyi6ml8qnA3OEPR4aauz8H/BnYldCnhvp7tKjTn3OBcfHe377qyAjh7o8R\nPreLGerVv4OkQbeIiIi0lbuvAWYQZroGGpP5HA7c0qm4ZOiY2SaEf9DnxH/Y59K7vycD+6P+HnFq\n9ucMwn0yaZ3dgR2AW4ctWBkSZrYdMIWQVQrUv4PWlZeXi4iIyKhzATDNzGbQTBk2EZjWyaBkYMzs\nPOAawiXl2xISzK8Bijl4vgGcZmYPE1JMnQM8BVw17MFKS2Y2ifClSTEByM5mthfwrLvPokV/uvsS\nM7sEuMDMFgFLgQuBmzWzdedV9W/8OYNwT/fcWO9rhCtXpoP6dyho0C0iIiJt5+5XmNnDRRSLAAAK\nAUlEQVSWwNmESxLvBo6oSDkl3W074DLC2bAFwE3Aa9z9GQB3P9fMJgIXA5sDNwJvVo7urrUf4d5d\njz/nx/IfAB+q2Z8nE24juRIYT0hRdeLwhC8tVPXvCcCehBzsmwNzCIPt0+NVSgX17yB03aDbzHqA\nLwLHEP4ozwGmufsXOxqYiIiIDIq7XwRc1Ok4ZPDc/T016pxJmNVculzMvVx522mr/nT3VcAn4o90\nkRr9+6Yabah/B6HrBt3A54HjCd+23E/4ZmaamS1299q5ut96wpWNx7vwMADfuuUUAKbs/1Rj3YLX\n7RAevDnZuMiutXNYrH9lM83Qj7b4OwBWM65RNs/CvBKzekKaslm7N9OVFY/v2/pVzfZfEZcL4/Km\nZN9Fj6xMyhaXlmk6sYUxts2TsmL9wiSN2AYZjdL0NJNLy1SRRqxViqki8FxanbWlJcCmNdqqm9Jr\nbOsqWcOZMmyg+8w9t6rj45l6uVREuW2LfeXq5z4qcimoyqnmUrm0WuU4cmm20jrlGNN1udRS5fbH\nZNZ5piwnF1sujVghdxxz6eHK7eaOU1qWSzdVtW1f+2m1XXosqrbNHcdC7jWYS1NWrtcqfVaddFw5\nVe22St9Vfk3n9pNLMVbVfl8pxqqOt4iIiIw03TjofhVwlbv/Jv7+pJm9F3h1B2MSERERERER6bdu\nnL38OuBwM9sNIN7kfxDK2y0iIiIiIiIjTNed6Xb3i8xse+AhM1tL+GLg8+5+eYtNRURERERERLpK\n1w26zewk4IPAuwn3dL8S+KaZzXH3H/W95SXARLjhewDMOPJpXnLMwWzznoPbHrOIiMjA/DL+pJZ0\nIhARERFpk64bdAOfA85y9/+Iv99nZjsCnwUqBt3HA7vAoW8DYN/LftHOGEVERIbAUfEnnYjuT8AR\nnQlHREREhlw33tO9ERtOpbue7oxVREREREREpE/deKb7V8BpZvYUcB+wDyEZ+/f608jt6/dvPB67\n0WoAtth/NgA79DzRWLf1DY8BcBMbXoZepAWbx9RGWU/8PuC3vLFRtorxADxjUwCY49s01s15pvm4\noUgVdl9cpr0wLy7TlGHPl5aLk3W5jDxF2YQk5U/RXuPrjDQFWJHmZmlSVqwfU6qTNpa2UU7llD6B\nclvl9eW2hkIn0oFVqUqrVLWuSq7Tcym0irI0DdFAUzPljmtVOqh0XbH/qrRWubZyqZbqpugaSJ3y\nPqu2LZ5T+nouvylbfcyWj0dPxbpcu61eN1UpyarSzlWlPMu99qrSduXWpcesKu1fLo6qY1v+bElV\npdFrlSqvvL7VaymXNq9unar3iIiIiIw03Xj2+J+AnwHfItzTfS7wb8DprTe9oZ1xScf9tNMBSFtd\n2ekApO1+1ekARERERIZd1w263X25u3/a3Xd290nuvpu7n+HuNU5RadA9umkC+9FNg+7R76pOByAi\nIiIy7Lpu0C0iIiIiIiIyWmjQLSIiIiIiItImGnSLiIiIiIiItEk3zl7eX3Ea46eA5fDsTADWzpzf\nqLB4ozBD+dp1mwOwvGdOY92aOBX4fazeoOE1cabeZ1jWKFtgiwBYxONJvTDz7vM8C8Aqb04v7otj\nHPM3bTZcbPp0XC5PdvpsXKbhFOtXxGU6OW/xtUlav3icToC7wQTHaUFxu/yypGx8eYPEqkyd8qzA\n6c6LmaZz+yzXqbIYmFmjHnTf7OWFoZi9vKi3Pikrz1Cdq5d+x1b0T39nL29Vv2i3eG3k6vc1M/Nz\nwN2ZernZvHOvz9xrb6ByxzPXblVf5OLP1S9L+6mqXtFu+rrJ1S9/t1rVZtpe+nzLM6Wn63Kz0vc1\nY/pSQg7q/rRfpc6M+ENRvz/bDIWHiwd1PhhFRESky5l7f9MUdRczey/wk07HISIiMsTe5+6XdToI\nERERGZzRMOieAhxBOH9claBVRERkJJgA7AhMd/dnOhyLiIiIDNKIH3SLiIiIiIiIdCtNpCYiIiIi\nIiLSJhp0i4iIiIiIiLSJBt0iIiIiIiIibaJBt4iIiIiIiEibaNAtIiIiIiIi0iajYtBtZiea2WNm\ntsLMbjOzV3U6Juk/MzvDzNaXfu4v1TnbzOaY2XIz+52Z7dqpeKWamR1iZleb2ezYl2/P1KnsTzMb\nb2bfNrOFZrbUzK40s62G71lIlVZ9bGaXZt7T15bqqI9FRERkVBvxg24zezdwPnAGsDfwR2C6mW3Z\n0cBkoO4FpgJbx5+DixVmdirwceAjwKuBZYS+HteBOKW1ScDdwAnABrkJa/bnN4C3AkcDhwLbAD9v\nb9jSD5V9HF1H7/f0e0rr1cciIiIyqo34PN1mdhtwu7t/Mv5uwCzgQnc/t6PBSb+Y2RnAke6+Tx/r\n5wDnufvX4++TgXnAB939iuGLVPrLzNYD73D3q5Oyyv6Mvy8AjnH3X8Y6uwMPAK9x9zuG+3lI3/ro\n40uBzdz9nX1soz4WERGRUW9En+k2s7HAvsB/FWUevkW4HjigU3HJoOwWL1V9xMx+bGbbA5jZToSz\nZGlfLwFuR3094tTsz/2AMaU6DwFPoj4fSQ4zs3lm9qCZXWRmWyTr9kV9LCIiIqPciB50A1sCPYSz\nY6l5hH/oZWS5DTgWOAL4GLATcIOZTSL0p6O+Hi3q9OdUYHUcjPdVR7rbdcAHgNcDpwCvBa6NVyRB\n6Ef1sYiIiIxqYzodgEjB3acnv95rZncATwDvAh7sTFQiMlCl2z7uM7N7gEeAw4DfdyQoERERkWE2\n0s90LwTWEc6IpaYCc4c/HBlK7v4c8GdgV0J/Gurr0aJOf84FxsX7fvuqIyOIuz9G+NwuZqlXH4uI\niMioN6IH3e6+BpgBHF6UxcsWDwdu6VRcMjTMbBPCP+dz4j/rc+nd15OB/VFfjzg1+3MGsLZUZ3dg\nB+DWYQtWhoyZbQdMAZ6ORepjERERGfVGw+XlFwDTzGwGcAdwMjARmNbJoKT/zOw84BrCJeXbAmcB\na4DLY5VvAKeZ2cPA48A5wFPAVcMerLQU78XflXBGG2BnM9sLeNbdZ9GiP919iZldAlxgZouApcCF\nwM2a1bo7VPVx/DmDkP5rbqz3NcLVK9NBfSwiIiIvDCN+0B1TC20JnE24JPFu4Ah3X9DZyGQAtgMu\nI5wJWwDcREgb9AyAu59rZhOBi4HNgRuBN7v76g7FK9X2I9y36/Hn/Fj+A+BDNfvzZMItJFcC44Hf\nACcOT/hSQ1UfnwDsSZhIbXNgDmGwfXq8SqmgPhYREZFRbcTn6RYRERERERHpViP6nm4RERERERGR\nbqZBt4iIiIiIiEibaNAtIiIiIiIi0iYadIuIiIiIiIi0iQbdIiIiIiIiIm2iQbeIiIiIiIhIm2jQ\nLSIiIiIiItImGnSLiIiIiIiItIkG3SIiIiIiIiJtokG3iIiIiIiISJto0C0iIiIiIiLSJv8fPieB\nzkQFKF8AAAAASUVORK5CYII=\n", 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K2qnAE8A0d+/1/MTM3oyGHxERkZHnZHcfyJBhfWJmVxJGCkkaldnXAQcSepDZ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\nYWOANwLfBj7T1Aq+c3H8Z1oWmG7Wnx6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6+9K6C8tQVez4ttKZgpl9BPgA8DZCb/X/Qcjv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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/handwriting/logs/train_scribe.txt b/handwriting/logs/train_scribe.txt index c3591f9..93e8c52 100644 --- a/handwriting/logs/train_scribe.txt +++ b/handwriting/logs/train_scribe.txt @@ -4,4 +4,4 @@ Scribe: Realistic Handriting in Tensorflow loaded dataset: 11895 individual data points - 5947 batches + 743 batches diff --git a/handwriting/models/checkpoint b/handwriting/models/checkpoint new file mode 100644 index 0000000..e7eb0bd --- /dev/null +++ b/handwriting/models/checkpoint @@ -0,0 +1,6 @@ +model_checkpoint_path: "model.ckpt-34000" +all_model_checkpoint_paths: "model.ckpt-30000" +all_model_checkpoint_paths: "model.ckpt-31000" +all_model_checkpoint_paths: "model.ckpt-32000" +all_model_checkpoint_paths: "model.ckpt-33000" +all_model_checkpoint_paths: "model.ckpt-34000" diff --git a/handwriting/models/model.ckpt-34000.data-00000-of-00001 b/handwriting/models/model.ckpt-34000.data-00000-of-00001 new file mode 100644 index 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