From e484003c34cbe132ade435509c1a07a638bfdfc7 Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Sat, 22 Jun 2024 01:21:45 -0400 Subject: [PATCH 01/13] [WIP] Create runforeign module - add module relies on server-side component - add foreign tool server demo notebook --- CP5/active_plugins/cpforeign/zmq_server.ipynb | 581 ++++++++++++++++++ CP5/active_plugins/runforeign.py | 176 ++++++ 2 files changed, 757 insertions(+) create mode 100644 CP5/active_plugins/cpforeign/zmq_server.ipynb create mode 100644 CP5/active_plugins/runforeign.py diff --git a/CP5/active_plugins/cpforeign/zmq_server.ipynb b/CP5/active_plugins/cpforeign/zmq_server.ipynb new file mode 100644 index 00000000..262a7977 --- /dev/null +++ b/CP5/active_plugins/cpforeign/zmq_server.ipynb @@ -0,0 +1,581 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import zmq\n", + "import numpy as np\n", + "import skimage as ski\n", + "import matplotlib.pyplot as plt\n", + "import scipy as sp" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "PORT = \"7878\"\n", + "DOMAIN = \"*\"\n", + "SOCKET_ADDR = f\"tcp://{DOMAIN}:{PORT}\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "HELLO = \"Hello\"\n", + "ACK = \"Acknowledge\"\n", + "DENIED = \"Denied\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "context = zmq.Context()\n", + "socket = context.socket(zmq.PAIR)\n", + "socket.copy_threshold = 0\n", + "b = socket.bind(SOCKET_ADDR)\n", + "b" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Received connection: Hello\n" + ] + } + ], + "source": [ + "# handshake\n", + "hello = socket.recv_string()\n", + "if hello == HELLO:\n", + " print('Received connection:', hello)\n", + " socket.send_string(ACK)\n", + "else:\n", + " print(\"Received unkown message\", hello)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'shape': [199, 199], 'fortran_order': False, 'descr': '" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im_bytes = socket.recv(copy=False)\n", + "im_bytes" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.00392157, 0.00392157, 0.00392157, ..., 0.00392157, 0.00392157,\n", + " 0.00392157],\n", + " [0.00392157, 0.00392157, 0.00392157, ..., 0.00392157, 0.00392157,\n", + " 0.00784314],\n", + " [0.00392157, 0.00392157, 0.00392157, ..., 0.00392157, 0.00784314,\n", + " 0.00784314],\n", + " ...,\n", + " [0. , 0.00392157, 0.00392157, ..., 0.00784314, 0.00784314,\n", + " 0.00784314],\n", + " [0. , 0.00392157, 0.00392157, ..., 0.00784314, 0.00784314,\n", + " 0.00784314],\n", + " [0.00392157, 0.00392157, 0.00392157, ..., 0.00784314, 0.01176471,\n", + " 0.01176471]], dtype=float32)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "buf = memoryview(im_bytes)\n", + "im = np.frombuffer(buf, dtype=header['descr'])\n", + "im = (im * 255).astype(np.uint8)\n", + "im.shape = header['shape']\n", + "im" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# acknowledge receipt of image data\n", + "socket.send_string(ACK)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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tdx68flCmP0MjKzlstVpNMSh8gi2B8YABbdmypUfpp9vlzBOIa6rX68k6aB/fz58/39MnsKdqtZq0h+PIKmOTB64MEIDvGsrDikIoI5bLd4/k8Z+52nK1u7a2FpVktvSX1L/8y7/0fH/ggQdk9+7d8sgjj8iv//qvJ8snJydl7969Ze8+F8py7DHKmCJcL+S5YEPoZ2qrDBQJsg21Ffti6/d8Ft0+Jnhz0OIOHiP9AsKLBi8PGKic+kg/2PCywCemD/l3tK0NWwTt4qGH9iGKwGez2cwcF05aG3p5MFwP5tgXTui68+3H1Z+s8xXapkyjLORGyYOBPymhxMFcNPDVr35Vdu/eLVdccYXcfvvtcurUKW8b9XpdFhcXe/4MBoPBsPExthZb1KMA1tbW5Pd///dlfn5evv71ryfLH3zwQZmdnZWDBw/KsWPH5B3veIe0Wi155JFHUhJSEZEjR47Ifffdl+78//mzBolhYz7DjkGLHwzrDxYw8HIwHEzX7dixQ/bv3y8iack52gBLgry8UqnIjh07RERkbm6up11Mv3E/2u12IohYWloSkW6gL66l+fl5ERE5efKkiIicOXMmMZxh7GJbsC0O9g2lTSozFVkMO+5HIJS1b431mvkQuUBkcM5dGKi67y/+4i/kv/7rv+Qb3/hGz/LXvva1yf9XXXWVXHPNNXLw4EH5whe+ILfcckuqnXvuuUfuuuuu5Pvi4qIcOHBgcB03GAwGw1BgYC+pN7/5zfL5z39evva1r8lll10WXHffvn1y8OBBOXr0qPP3yclJJ8PyoUyLfBSs+vViIBdL/GC4eAidEzAdFkHMzc0lEnOwIzApyL7BpPA5OTmZzIpwuyxsALNpNpsp+TgEE9jPyspKahvsk31gHNyrj53ZFNgcPssSW6w3slJDuVCWQOOiCSfW1tbkzW9+s3z2s5+Vr371q3Lo0KHMbc6cOSOPP/647Nu3r+zuGAwGg2GEUfpL6k1vepN8+tOfln/8x3+UzZs3y4kTJ0SkKzFdWlqSI0eOyKte9SrZt2+f/PSnP5W3v/3tsnPnTnnlK19ZSh8uFYt8EBZYjJorzzaudX1tmU9qNMAKNPZJbdmyJVHegR3h3MIHxWxpZmYmUQCCfWmpuUhvQlmRCywJPigwJjAafGd1n762OPCXwSU9ykKWv0n/ViRAN8+9mCUxj7lPfX0pSz1d+kvqwx/+sIiI3HDDDT3LH3jgAbnttttkfHxcvve978knPvEJWVhYkH379smNN94oDz74YDJFYDAYDAaDyICm+0KYnp6WL37xi2XvtjQM0povi3EA/aQlyWozBkWUTaMQBHsxMYrqSDCorVu3isgFVgSWAv8P+uSKcdLriVyY/hdJFzcMMRuwIV5Hp2pCW/yM8gUNu0rOA67Ci7HIM1MRYlv695jUbq62s66ZIs8hVx+HOk7KYDAYDIaisASzhEFaoWVmcIhdd5DWdUybefY/ij6pPGlj8rS33tv64GL/7HPggoY69ZAvxgnrQoXX6XQSZR58T2BBYEfwP+lsEuyL4nXYj1Wr1VKxVJplaWC5bqPsuCjdV9dY50lWHOtXypXctcA1VfZ1ODpPA4PBYDBccjAmtcFRpg+syDaDYo8XC1nz7xsNIXUXrwNG1Wq1UtkboPLjrBXwD+lUZ6zEQxvMtFZWVlI+KDAqMDn8jtx+en20j77xsboyTeRhzln3R8in3E8OvTz7zbrnXG1lMbOys1dcki+pUZxWGjSKTMe5bqo87V0sFJHdFlnHh1F6sYUeZDgOVL3F9NzOnTuTlw9eFmjjmWeeEZHuC01LxfGygKgC6Yr4fOk0Rj5xA9YBtMzcNY0XQqVSCaZGCm2n++b7HvNyYgw69VGeTO15X1pZ+06tG72mwWAwGAzrjEuSSQ1Cun0poJ9pvWEY6zLOO5dxKLJOiIH6MKjEonnAx8Oyb7CktbW1RBCB2EewFvSR05wtLS0lrAvr+gJzsXx1ddUb8sICCuy3Wq0mv2E/aANTghzcq89R2WEXPsQyKle/8swU5J1WzBNGk2daMdhO4S0NBoPBYBgwLkkmBayXVV/E35PHMlov9GOprxd7jdmPb9/aqQ/W4GNFLABw7ZuDQxntdjv63A4j2+egV/Rxfn4+WQZ2goKI8FuBzei2IIwAswGDQmkNMJ+QmEPL00Uk5efSfij8jz6C/bGfq4g/Sm8PuHxQjH5mJLKu/ZBvKNb3FQoaDm2blxn29DF6TYPBYDAY1hmXNJPqF/0EyWW1lYcBMAbFuGL8Ib5118un4mojy0fkYkWxfiXX/jgVD7cROj9lXkOh9ssINfAxqU6nk7AUMBpIzNlXhJRK2reEddh3hP24Cp1ie/zG33XaJbSDdsGg2G/W7300CPYbuq/ySt5Dv/Vzv5Y982NMymAwGAxDC2NSfSCLPcT4LfIgdm78YviwYtK2MELxImXun/1LvNzVFqfM8Y2p7jv7oKBg4211oT5fKp487CsP+vF5ZKnF4EPSRQpxHFjGRQ/hK9JjDh8RPn3WfafTyX1ux8fHU4US+bywL6qssc9ipEV8VSEFXR7lXuwxFp0JcbGt2KKHxqQMBoPBMLQwJpUTIUuCrTmX9eBiVyJ+q61fH8V6sKmicRBlztn7rLgQmw35FLN8hPiumRaWoRwFPsGokAVBx/9w7A9QVFHWL8qI6Wm328lxgTHh+JiZAuPj495jLpPZ6G25vX7VfFnIk3GCt4ltu+g6efzdvvvHd3wWJ2UwGAyGDQtjUjkRUo/5LAtY0uPj46lcZgAsT1hxrGhyIcvii8m7VgZCyqL1yjSRh0HFfPcxXvY7YZtarZYo1ebm5kRE5DnPeY6IdMuhQ6128uRJERE5depUUuAP7TDjWC9G1c95ivGfMaNy7Rf75nioUIxNXp+Uq2+DYlB51W96vTIYbRn3XIwStYg/Og+MSRkMBoNhaGFMKgMxPii2XGBt43PTpk0iciHqHmomVrVwHjT4L6rVaqocQRlKnLKRpT5ab2gLO6sPrvPIy7KYzeTkZOKDOnDggIiI/NzP/ZyIiOzataunjRMnToiIyNGjR+VHP/qRiHRLpnPMEfZXZkxev8jKHjA+Pp6KOfL5kzSD5LHO8s9qVlYkYwKQh3XlwSAZhovFxDA037ZFYp5i47FcMy15xtZeUgWhH354GWFaD9M+SAWDKqRTU1PJDYggQ2yLlxamhLBclxzglxVjvZ3t6xWgWzb4YYipKIz57OxsKtkpziGOh8/F5OSk7N69W0REDh48KCIihw4dEpHu9B/2h++6Siw+uQ4TvxxD01UxUmMf+pleYriuQ59wIrZchmu/ejrbNwboS+jeWK8Xfpn3QsyLILY/oWUx93ZWH/vF8Dw5DAaDwWAgGJMi+N7+Lnk5rG1Y4rCQWYKMKT586v2wPBnrwHLX4CkUtqbyONuL0G5fG/2uMwj4hA8azIRRVmL79u2pfuN84FzjfCE4ddOmTbJv3z4REXnWs54lIiJ79+4Vke451kGuIiL79++XPXv2iIjI448/3tMun0Oe9ouRyw8Di/Udhythb2xKHn3sRUI2fGyhyL0QEyDL7oB+pr5CyJoS7kdQETM16NuvS8BlwbwGg8Fg2BAwJvV/yGtdVCqVxKoGY4IvChYzvuP3Wq2WGUgKBqBTw2A/+MwKalxvRjWM0MKJLKcwmM7WrVtF5AIj5lAB+BexLidOnZubk5/92Z8VEZHLL788WabbABPGdTE9PZ20i2uEGeCgmW6ZyONcD23jQ1b5lKLtD2qM+xETZfkZ8/S5SFhIP35OVx/7YfXGpAwGg8EwtDAmJfmUMboMA/wUsIJhFeOTpbStVstZfE0k7XNAGyJdVsWKszzqqmFGX1ZWpA/R9Rv2q1V9+ARjwtiDFW3btq2nLS0Zh9QcjAztgW3Bf8Xl0PV+YqGv2SJYL39VPwow33WsZxKGRZpfNJ1R7DZZgeg+v4/uW8w2MddFLLsK+enywJiUwWAwGIYWxqT+D1kWOf9erVZTPimwJFjhHCcViglh5ZeOvYLFDUs8K15K9539VzEKoEFao2VZ8P1sjzFhHx9Qq9VS55CTxSLVkS6Tjlinp59+WkTSTA3l0RHM+8QTT8ijjz4qIiLnzp3raS8rOLVfDJJB5Uko6lIp+o6xLMt8ECgzzkz/luWTilHshVhYlgKRt4k5tzHnxNR9BoPBYNgQMCaVE2BWOuMELAdW4YFZwRrvdDqysLDQ0x6XuYZVD7bUaDSS32LTkACaIcTOIw/aMnXttwwrlLNI5GkfDBdMSAMsGG3gOxgVGNb8/Hzie0KKI6RHwnlgJvXYY4/J8ePHRaTrp8qT8moQ56oMpptnW1fGhKx1+0EoS0XedjRiWF4RH1E/fWKE7r0sZtZPdhnXmOeBMSmDwWAwDC0uaSYVsgpiMhawnwIMivO7wSfRbDadmSREuv4mANu2Wi3vvG0ZMRP9tDUM4ONxlW5gC893brFes9mUnTt3ikiXOYEN41y4cveBQeE3+KbgZwKDeuqpp5Lfwaz5/DPKjJ9y4WJlp7iY2TDKZIuhGLE87NjXfoxvKpb9hPL9ZcUUalaUpTjUy/uJ87okX1L9yEPxIpqcnEweYCyYwMsL0A80nBwEdOIBxtN8mOJbW1tL/ue0MfzZj/R81F9OQIxxwetyUO/s7GxyTnEucZ7m5+d72sDvW7duTcYQ03p4obF4BdOCS0tLyTQfEEp/pJFnui+PrHijo+jUXtZ2oYd8Xml40f341s2DWKGGXpbVRr+4NK5Mg8FgMIwkLgkmlccJGGuJVyqVxPLesmWLiHQDPXVpDpGuU3x+fj4J2uSSDFooIdI7rYRlzLrKxKhN9/mc0q7pPp6e4E+wJrDbycnJ5NxyiQnsF4lgsY1IN4gX7eKcog1m2mfOnEnazaoZ5jrnsecs5NSPkRNfKizLh6JMJ5Z9xSBW2BDTbui6iWFHWdN8MemxTIJuMBgMhg2B0pnUkSNH5L777utZtmfPnsRpvLa2Jvfdd5985CMfkfn5ebn22mvlgx/8oFx55ZVldyVBnsA3tsRD68JChjWNtDg+K7zdbifOdLacdUJZve3q6mriXGf2leWLikl70s98+KjAZ/lxYlmU6piYmEjWQVVlsC2sC3asq8NysDb7m+Bb1IwN4HM6aMTOLvTDwjYSYgUGIVFCVtt51g2dpzznJ69/rIjYwoVcYq/oNXPgyiuvlOPHjyd/3/ve95Lf3vOe98h73/te+cAHPiDf+ta3ZO/evfLSl740ibg3GAwGgwEYiE+qWq0mBd801tbW5H3ve5/ce++9csstt4iIyMc//nHZs2ePfPrTn5Y3vvGNzvbq9XoP84A6KhZ5LD6f1NfFIrAMEnMwKfYzIUh0fHw8FbQLSxxzs/iOY1xcXPSWFs/yTeUJ3ovZfpgZFB+Pq1QHzhPOMXxD+/fvFxGRyy67TEQuJJPlduBvBJMCu4VvSqe1glwd65w+fVpEuspQXANjY2MpNV8WW+3nHIT8JEUY9TAjD5voR2UXu9y1n1BAcJ7UUEXWwXoxjJCXl+Fru+g+qaNHj8r+/fvl0KFD8rrXvU7+93//V0REjh07JidOnJCbbropWXdyclJe8pKXyDe/+U1ve/fff79s2bIl+UMkv8FgMBg2NkpnUtdee6184hOfkCuuuEJOnjwp73rXu+T666+XH/zgB4lfCiWzgT179iSJNl2455575K677kq+Ly4upl5UeVQ1LvhUfb626vV6KuErvm/fvj3ppw/a5yTStcjxiW2Xl5ejE8qGkJVIclR9VHnipfgYuZAhlms/k0/NB1bkOjfwRYEB4xyDNemyHKwaHGRapBi/RRmpgobBj1U2M+wn5ij2e7++qdiUZ6EYrix/U8zsTGh5kXEs/SV1+PDh5P+rr75aXvziF8tzn/tc+fjHPy7XXXediHSnOwAdsOqClgQbDAaD4dLBwOOkNm3aJFdffbUcPXpUbr75ZhG5kB5m3759yTqnTp1KsauiyKOqAUKxUT7LotPpJGIPWNn4DiUYAGt7aWkpsaaxLvwWYE5cEE/7ndhSiSmjnWUxF0GRKPRBITblkV6XmRMYD9IaTU9PJ0o9MCYeP2SVwNivrq4m8+u4HtAevihCmrMAACAASURBVLOPstFopM4d9hMq66KPpSjK8E3l2Xa9GFSZjK1fZhibkcHFbIr4pGLvcReziUmHVHT/RVh/T7uFt4xEvV6XH/3oR7Jv3z45dOiQ7N27Vx566KHk90ajIQ8//LBcf/31g+6KwWAwGEYMpTOpu+++W17xilfIs5/9bDl16pS8613vksXFRbn11ltlbGxM7rzzTnn3u98tl19+uVx++eXy7ne/W2ZmZuT1r399of2F5kizELK6s6ySdrudsJ4nnnhCRLoMCiwJvgdY0gsLC0nut2eeeaZnXfhBYEG7/CJ63zHQ28XMF2chxqq62H4qV8YJgPuL8wNmg/PXbrdT2+M8MWPTfkecM/YrYltcLzjHjUYjpdRkBuU71/1ap/0gNk6mrPbzoEzGVoQZ6r73o4LLaj8GeXxTsW3F+JeyVIy+ZT6U/pJ64okn5A//8A/l9OnTsmvXLrnuuuvk3//93+XgwYMiIvLWt75VVlZW5I477kiCeb/0pS8lgZR5kDXI/KDBDc9VcPO0CbRarcQhztmvjx07JiLdhx6W1+v11NQPT+u5HOhF0yCtl0M4zzbr9WB1SdDZEMC5QMCuflGErhGRtFhmYWEhedlhChdTgvwy1CEKHFaQhYttBOg++L6X1X6ZIo6yhAa+dbjvg1rX5XbIai9GTp5Hth7bx6x+xaL0l9RnPvOZ4O9jY2Ny5MgROXLkSNm7NhgMBsMGw4ZLMBuawoN1zG/2mKkhl2WGZRxsy1a4Zkmw5vHJ1khoai9LKJHHUvMdV1koU6gRA9+xu6bucL4wjkgEjODeubk577Vy9uxZEemyI7DohYWFhEFlTeFqxsYMGuBzPMyB1P0gZuq4CMqw5ovMRBRhbKH9xQpc9POI11kv5qv7wstdUnZLMGswGAyGkceGYVIxbIid3pAX12q1FPvhbUO+A1i9nOqIrYdmsxkdtOliS7FpkFyCiTIkx+sdkFk2eOxxTiFiQXDv9PS0l22DhbEYQjMpV/JZkS6j0ucxVihRBGUH5g7i/F/Ma2kQ+87DhlzPgLw+opj9hPbnayMmZVPWM6XfIN5k28JbGgwGg8EwYIw8k2IG5ZJ+sn8BPoi5uTkRuRDcySXf2aLlINtqtZpYwbCuuTQDq8pClkyZFrQrOJAREwjsazePRb1evhSf6sllAeJ8aIYr0suouN9gTphDZ9/U6upqqswKM6eQ/zHWz5gHZfp0+m1vvVF2UG/edmK2cd1PsYpDbiOP/yx0b8T4tfOORcxxBbfPvYXBYDAYDOuEkWZSrhLhejl8TmBO8DkgLgblF7Zt25bENOGN7/IfiHSZ1PT0dLIuLPDjx4+LSDf+hgM19bJRQkyfYwL4Bol+WCrOKdhRq9VKrhWwcF/uSJ3yCjFTfO3gO49Nmex5kBglX+QgrruYeKYiCjrXPZOXfYXa9W0bYkdF4stixsB8UgaDwWDYkBhpJlWpVFLZ02u1WsKgYA2DSaFgHb6jyN3k5GRK3QerGuuiTVjFu3btSrJkwBfxP//zPyIi8oMf/EBERE6ePCkiaZXXMKBMX5TLAsyyzAaNkOXGx47vYEXNZjPJFoF2uEQHmLeOkeN4KD7W0HUwzGxlGPvkQx6m0U+mCd5fWch7HYT8WXn9W651Y3xSRVljLEbn6jMYDAbDJYeRZlIaer4V7AefKEK4Y8eOnuXwSVUqlR4rWqTLuthXBd/Ejh07knyEKBuP7wASjMbEWPlQRFkUyroRu9+8yFIFlcGgtLWYpz9Z4wcGFLJKcV1gbNkirNfrXgblyx4Rsn4N+eDKaOD7fRDMMOY8xsw25M3hyPt39cW3PIZ9hdhY7La+fsZipF9SeroP03W1Wi2Zmtm5c6eI9Ka7ERHZvXu3iHRfRM1mMxlYnhLEQwkSZLS1Y8eOZF28pPCQQvtYF0KKdrud+yTluaFCAc28X1/y3fHx8VQmcXyPCQgOScBd/fC149om5sWTZ3z5OF03uq+PPDautDShDOZ5+2oII1ZwUKQtbSj2k+JIt6fXydO3PBLxmP0UuY/yikVcz4c8sOk+g8FgMAwtRppJuVCpVBIGs2XLFhHpCijAcDDtB8a1srKSTMnBQgZLQoAumJoOCEVyUWyDEh2nT5/uWRe/67IR/Fue6TffdF4RCajLsuH2fawrpg/9SHTzrJvXaawRM/Zoh6cG8wTklj0Nsl4YZlHHeiAUjBq67mKv/dBUZB7WFSNw8m3jayO0H18fQ9e73tYSzBoMBoNh5DHyTMpl9XMAJlgRWwAQNlQqlaBDXH8CTz/9tDz99NMiIvLUU0+JSLfYHYI6IVd2IdYv4fIRcRt8XBzMrJdxih5OERTjl4lhf/0wG25ff/exujJksa52+Tv2XySsYJjZUggbiUEVESKFtikjgDWGHbn6pH+P2W+ee4K3Cd0reYQTRbBxrj6DwWAwbDiMPJNiuN70YFT45ISwev4Y67CljO8I8qxWqwlTmZ+fF5Gu3wppl8DgwNh0mzEMSsTNHnzr6tIjOBYfy2LJvZZP4ze2iIoEAPP3PMfFfkDX+kV8er4+AqG2Qn4nU+0NFkXGtx8lXZH2Q79lsZQ8/Qv5m4qoBbPGJ0ahF/Jv9TPuxqQMBoPBMLQYaSbls8TBKKDeAzvC2xwxUBpgEmAR8DeBOXHbk5OTSfucUgnplrC/EydOJN99FpDvWHxJdPV+OQ0U1I1TU1OJGg3tMJvkontgfSLp9D6+PoaYR0xgMRDjV4ploDF9KxOuQMxLmVnFqknzjFGhGJsSmFPRNvIq5/LEVoW2j1UihvpUROXn63PWsiwYkzIYDAbD0GKkmZSGjlsBG4DPCRkfmEXgu7a+Wf0GJgX2hdirrVu3pvxXbCWwj+rs2bOp7AZFrG1swz4oMCj9CaaEeARk6EC6JyzXjIPHwBUTxNswYv1oIfD+QmMUyqARi35Y13rFPvUbvb8eCMUI6XVC3zXKPs48TKOstl2/xawL5Imfio1jcrXvu9eLjInrWi30vMu9Z4PBYDAY1gkjz6RcsTR4SyMjBBgP2APYkLYawIZQfgPrwke1Z88eEelmq5iZmUkYEuKjfvrTn4pIl7lxbJVGbPyQVsawQo4ZFI4TxzA1NeVVLaIt9BGMa25uLsUMfQlS87AUIKT4ifFjxETR+/qW1b5LeRiTADgLg4ozirVK19s35jq3WT7XPFlMeF95UUYckU8NF2IPea6DWObkujfyxDr1w5hiM034YqtiM06M/EuK0el0kgcuHsCY/sP0GD7xwqlUKknyWTz4MbB4AeBm4iqr2KcGgnufeOIJEem+tDT4pg05U/kkszAE2dy1YELkwosJ03u4GHCc/GDGi0nX5+JA5jzO1awXUK1W8758fS9FvR8O4g09rPJMG8Yiz/RFEUd5HmS9fAf1csp6KGrkCUj39df1Iot9AZcxlRezvd5PmcZJVluhINuY7Yq4G4CBX9+ltGIwGAwGwwAw0kyq3W4nlj+srHa7nZJVA3jjQziBEhuaPfA0GICAXSxvt9sJ68K0Isp5QGyBbfQUG1f41cln9XG4rBNeV8vh9Xc9Dcjt8bQfM8NOp5NUGgYjw3iFSk/4LFX+jv3rkioAhwYgvZQeCz6H+O5LU9TpdILpqXzwWYExaZhiLctQyqsi4PMTa/H2C9dY+RiT7/v4+Lh3zHFucR41Q4xl1IOacgVimFqRqbUskYcLfQXOFhCTDHpsjUkZDAaDYWgx0kzKBc0E2LrGcgBMZ3Z2NrHa4bPBumfPnk3aFekKKk6fPp1YcdgW7WFbtmx1qQ7dX/0JaOuEk9/ik5kHJ9at1WrJGOA3BPzCTwZfFfZfrVaTY/QxkFBQoMv3pD/BnrZv356kjWK/GQNsr9Fo9CQFFpFUCidm0dpC9wk+XAwky4KMcfTHWKGxZVdCyHNcvE0RZPXNFYCOT74etA/Yx4Y40N7FntcraNuHfkQRLuSV8MdsG7ous65Zvdz3DItpvwiMSRkMBoNhaDHyTCqksoJv6OTJkyKSDmDF9/Hx8YQxsY+AVX3wO3U63USsYCX4ZH8Jp01y9dc3t+6yENEe+sbpn8CAKpVKwpx4W3yCxcAqXVlZSfmrfH13fWd/GdgexhrsaefOnYkqMcvKAjNdXl72SnF9Pr08ijC9PEtpGJN+ifvmgo+B+krH6O34GLPYke5jHvl6PzJvfOLadKXuErlwT2rfsEi6wCTuK1wPq6ur3jCP9ZTbi+RT0sVsW4R5xB5zSL5ehLnF7L8fdaUxKYPBYDAMLUaaSXU6ncT60m9xWFyALyUQsG3btsTKRGAuW3VgBki1pOfD4ZPCftkPpBkVrEPtZxHJZlb6f5/VDWsVVqpI13KFrw19Y5+UPi78xj487ocec2ZQ6APvHwHQe/fuTRggMzZWccEP1W63k2MEMMZgzawIrNVqfbEhH1y+L0ZIDcn/c3wet+sac75GOAg7dJ58KkXA5SvN44ti/yhfm4hRBCYmJpL+s28Sy3Hf4rrU8Yc+K37QjCoPO8oT3FuEeeSNGYtpP0ZVGOPPyuOnTbUfvabBYDAYDOuMkWZSIm6rkeewmdmgdAYssaeffjphTkgpBIuPY3l0hgZWHXEyV7ShrWRYgcyowAB4Hr7ZbKb8ZPiNY8RYwVer1RIGA0uWY7fAoMBelpeXvWoqhva5MIPav3+/iFxgTCKSYk21Wi117tBvX8JefczwZfgUiDgHzWYzWqWIvmkGFBOH5fpfJM2CGNpX6VO/ATgGV/l69JsLWBYpcc8o4kOoVqsptsAMCt9dbJOZFK5h3CPwC2vwGOTJSFImXArKLOZUhF24tsnbThE/UwxDDB33UPikfuZnfkbGxsZSf29605tEROS2225L/XbdddeV3Q2DwWAwbACUzqS+9a1v9VhH3//+9+WlL32pvPrVr06WvexlL5MHHngg+c4+olho1gRUKpWUdcal0tmHNDExkViop0+fFpGuCg0MgPuoLQK0hzZgJXIGiJWVlaRvnM+PGRX30bVvZgjMQGZnZxMrFEUckR2Dizlqy50ZVIwCjFkcGBQ+weS0fwnAb/BXcYkVvR7WRf95DMC0MJ7sw+J+6+MDy61Wqyk2iePDeWHoeXcfXOyImRP6y4wRx6PzNvL5Qd+0+k1v22w2U/64GL9ZloXu8sdxXByuQ3xqv6nIhevCp4LEGLCqtVqtJn3DNeNKOK37PmhG5crdlyfmKTYGKbYPWdvExDi51g+t42q7H3Vf6S8ppBoC/vqv/1qe+9znykte8pJk2eTkZPLw6hehRK1ZA6MfOLj5cVHjZYUHJ1fBnZqaSh4ouImwP7zgOJlrp9NJ9olpRZ7+Q/uQxC8sLHiFDDy1gReAFkng5uVku/yw1S9FvuF9CGUa56kmjAHGrF6v96Sy0uuwdB9taTk9r8sPdb1/nwgGYBGLPg6MPcaHl3N/NFyhB3r/4+PjmQID7o/rmsb5yrrOQ+ezSBZyX+ojvRz/cwgCKhHgOtfnlgPMuS2M2bZt25KxxDFy+ARPjxaV1AP9CBpi2o6dEgwJGIruP6aN0PM11McYAYa3T9FrFkCj0ZBPfvKT8oY3vKHnQfHVr35Vdu/eLVdccYXcfvvtcurUqWA79XpdFhcXe/4MBoPBsPExUOHE5z73OVlYWJDbbrstWXb48GF59atfLQcPHpRjx47JO97xDvmN3/gNeeSRR7xTM/fff7/cd9990fv1Oft8aWK01Q3LDNYcGAhesrrcB0/nof9gMghWxfJOp5NZawr7gXP4ySefTKxBTtGEfoMBwFrV02VYB9N8ABgH9uPaxmftsCCgVqul5PboKxzlGAt81ywPbJXTPMEa1gGfGD+21lgSzswH/XQBbeCcuKT3vqlVPR2YNXXG4ojp6emUAASMgoOwXamj0AdMqbnCMUR6marv3MbWz3K16xpXDhbXNc707zt37hSRC4KerDRmHCC+urqaWoZ2ecq6rOm+vJLtMtsOretiYSFJOMP3zORtXVN3eaYIdTtDUU/qox/9qBw+fDhReomIvPa1r03+v+qqq+Saa66RgwcPyhe+8AW55ZZbnO3cc889ctdddyXfFxcX5cCBA4PruMFgMBiGAgN7ST366KPy5S9/Wf7hH/4huN6+ffvk4MGDcvToUe862mGuoUt1hPwjWW/6drudEiP4rETNnsBcwAQAtoY1YwOjADgIloUSe/fuTYk2wFK4KCEYHPq+vLycTI2CgcDqZiEAWE2j0fBKl10MSuTC+YElC5/D9u3bk99EukwKfaxWqynZMIDv8Fto3xTag5UNSwzHzIIJ7fvi4wB4zLXTm/0jOBfsL3OB2RfGCG1rvybOCxfm9PW5Uqn0HKMGW6e6CKhPnOATVMSUE8G2uu/YRqfoEknPNmAcW61WwuqxLY5Dr6N/r1QqKbbNY+KTpOt+F0FZsnH+3cf4sliSq80YSXhephkjEHK12RfDLLxlBh544AHZvXu3vPzlLw+ud+bMGXn88cdl3759g+qKwWAwGEYUA2FSnU5HHnjgAbn11lt7LMKlpSU5cuSIvOpVr5J9+/bJT3/6U3n7298uO3fulFe+8pWF9uWy/HQ/RPyWS0imzBYtl6+o1Wop641lt9gv2N6uXbtS/eUkq0jLBBa2c+dOefTRR0VEUiVIYC2CCYANQWGpS4P4LH4wKa1iy7Li2Ae3devWlOQcx4WxANuET2p6ejpheU899VRP+9xX7G9iYiIZc1+YAX9OTk6mlH84Zj7H2I8W5uAYca3gvLClruXdMQwK6zGDwm8c2Ozy+7A6klWmPI4uZRtb1y4rOCbZrV7earVSiZn5WgXjRp/BmkX8ylP2E4t0xw3XF/t8MQb6vlsvBpUnDRL/ntf3lccnxb/z/3n2G1onJEHPcw4G8pL68pe/LI899pi84Q1v6Fk+Pj4u3/ve9+QTn/iELCwsyL59++TGG2+UBx98MHGsGgwGg8EADOQlddNNNzlVG9PT0/LFL35xELuMKr/N8+555kmZPYiky1DAmuOEr7CWd+/enbJ6YVFyUCfm7FdWVlJWBxjVk08+KSJd6xQsDCzGVZKbg2lZ3ReKbeA+ou8HDhyQ5z3veT395ngfjIGrXATWhQIRfWLFW6VSSbFUV4l5hs9649g07S9hPw/a0Gmd9DYaHM/DDArXy9TUVIpBsU8Fv+s4H70PDU7M6wr6zusbKMIYdCoqnB9cm7ge+F6p1WqJocp+Ro6J00yRWasv6N41k1DEqu/HtxKDfoJeGXkCcrOUgK62YoOUh9YnZTAYDAZDvxj5BLMhsJXgSzTabrdTLMHlg9Lfp6enUwomTrLKqYLa7Xby2+7du53tw+KD5bm0tJRY2fDnIMURijly6QL8rtvHb2BMSCsE1qItTVdshP7k7AG7du1K+Zz4uDilzZkzZxK2wFkxOD4G1jjHUYn4S86HrGP23TBLqlQqKVUaxsfnx9JxWszUOe0TX0t6myy2B7Tb7ZR/M2sstI+SwawrlNEgy8+pVXdcGgaZXMCItYIzKyUQs0ytcMRYYBYBMwaYZdBjNWg2BBTZT57sFEWRRwlYZN8xbeSJkzImZTAYDIahxYZjUq63t49BAdp3w4URwXywXDMDWMawCtmC5pikHTt2pPxUUMOxDwRs6PTp00lcFPuNeN4fn8ePHxeRC2yMfRdcVsTne+Hx0Z+cJaHT6SR9hGXM/iR813FbnFMOfcHYw8piH59IlwlyHAz7clqtVjL+WIfVfeyr1IyDM1egT+zHarfb3uKNnJdPsxasw1lD+LuLUbGiFdcHl3txge8JZrohpRln6MCnS2GL8wNGA0bFys5NmzYlfcK9hv2GrlFmoFnZUlzHMcyI9fusZ/t5Mktg/SzFcAgb7iWVxymop7FwgyAIlSXUrhPAgZ4QDXANJe1kx0OcK9ViXdzMeKBNTEwkLwDc2L6USlxHaGlpKfUC5XVdMlle5hOa4GE4Pz+f/Ib+a6m53g8+MVWpjwefLCLAw89VDZnb5am7ycnJ1MOTZcscitBut70vP4bresMnVyfmF3ZI7MMCgCxDS/cV1yUnL9ZBygCHTXDIRegBw9nqQ/XH8BvWxfmHsbFt27YkRZJvypOv73q9nvyG6w73SCjI+mK9nMpITlumsCJmfzGIDTzWvw1NglmDwWAwGPrBSDMpbYn2K3fkyqG+UiKw2CqVSmpawpf6BVbDli1bvBVKIZRga18fCyxjWL3Yj6vmFMBTPzw2sJhjAvt8KXt0ShtOAAswI2m32ynnNqx6WNecFkcn6PUxXOwHY7OyspKaNvJJtTUrYyaFTy77AXQ6nZRIBIwQ1wEnjQ2BmZuLMXJ9NC6xgvHT4g+Wx2MceVob18XExESqijQzbLSFc7O8vOxN/IvrBH3WZWXQb07vxWOg22RhRlYCZ93/spPPZiEmnVDeIN5+kUcwwYidwvOxcRNOGAwGg2HkMdJMqt1up6z6opYA/ocFzu1q2atI75w3O94ZOrmqz0fD/eb0OCJpPwU74l1JSPEbp9VBuyxS0GljfNawaz8IxMR+5ufne/oGCxfLFxYWEvbIPiP4ijDmOhAY/6P/6BtbZLqEBlchxrnlqrsuvxwfK+9PB/fifKBvYCc+4YT+n/0uHCTMPhZXheCspLeVSiU5HmZQzKS0iMFXQgXgbUTS7J4ZPT5xDdTr9VRhTrTLqaj0WGn25tov9hMqQTIsAooY2XdItFCGP6no/rO2tWBeg8FgMGxIjDSTcqX96XQ6wYBEH2CB6UBYka6FyaUgKpVK4iPikuX45KJ+nU4n6RPPoXM/9Cdbn7CifYXdAC1x5kBSLhKnE4KyD4L7CAtXW9Q+9oXxRF/1+IKN+NgDxhzjqNfB+LBiDvtHH+v1eo8cXR8zqwrRZrPZTLEF9v+wZV6r1ZK+YGzBVnyB4SLp8ua+0vbsV1tbW0sxJl+f9b7QJzBfXBfoI4cbaGm9L+ky2sD9sLq6mroXAJaKa5+fTgqsP11sH8eLa5PLxueRog8CLj9Mv+2J+P1oLlVuFmJUd+xvd/0WajdPf3wwJmUwGAyGocVIMykR91s7rwXT6XQSa53LrGsrXqRrLW7dujXFZPAblkPBp/vmC4DEfjEfj/IcTz/9tLckBxdmZN/O5ORkYt0jhRH7SXistOWL+CxOv+Py17ClD98TgONjNugCl6dAP5aXl1NFFFmlxqquarWa+KTAcDB+vlio8+fPJ+cSYw4r3lcEcW5uLhkPLvjIn5pJsRqRGTvHiLmsUmYR7JfR48kJXplJA1qpyucdYFarWTrGz+fX5La0TwrsiH2F7HMbHx/3zirE+KIGgVAQNFBGSiMXoyojpqpIG65YS/49FDuV2afoNQ0Gg8FgWGeMPJNiuOZZAbYWXdYWrEL2x7Byq9FopNR2zA6YUU1OTqYs4meeeUZEuhH4p06dEpGu7+bcuXMJE/BZpZzoVlv3HPeFT2wDloL4lcnJyZTlyvP+vF8dV+TKCqDb4ISfeiyYBcEa1wln0Scu8Ai4GAnYD/qA8ePzpZkIxpzX5fOnEw7j2uBMI6ys1FlFOMUUxoXZM2KHwLSr1WrSJ84swdeJzngCX52PhXMqKp182Wf94rgxZjMzMym/ps9HpL/74qIAZkt6fWZQAM8CaOSJj4qNJ3Ltj5f1k7yV++P7nrWf2HViWFEM+3KxLYuTMhgMBsPIY+SZFFtIrlilmDc/W7Bs3bPlWa/XU0wD8/1sbWuLmvOeMStin1Wr1Uqppxic6w6W/LZt25KSIFdccYWIdJkH+oy2YZU/88wz3v0wO9J9BiPEccFi5+S3Okku/Ep87CGVGo85fF9oC6o1HEOz2UxZ8fiN1YU66S4zJz6nYA8Yv5mZmVR8FABmizZdzITzI3L+P87pqGOEstiKVk/6xpZ9e/p4Wd3JviKOb6tWqymfHisqAZ+/y7WsiF8jxieVxQS0KjeLQQHMnov2rR+ElID4jPVbxbAjH/pVOo78SwoIJev0pc7R2zAV52kevAh0YCi2Z9k4Pyz0A5VvcF1rSqT7EMf0W6vVSl0EPCWDT065tHXr1lT6JU7Nww8tnQYH64bSB6HvGBcOnMWxYxx1MCweWPxyx3J8xwNPS+oB9BHToyz3bjab3lRGAEubV1ZWUvsG0FfsBwmDx8bGUi8Yfim6ksSy/N4XiMsZ1fXDnl9SAF/n+qGIbTgNF98rq6uryfhwJQAWj+j7iQ0rXNcxU2y+l5MrAH4QEvOYqTR+3oSSBvOzxfc86hdZAgbXy6qfAOCsKdCQ6yUPbLrPYDAYDEOLkWdSIQaVBxxkqINb9XJtoevgRZEua8DUFzORZrOZkoCz05utYT1dxQwDli0nMt2/f7+IXJi64ekbSMHZutPJSH21hnxTNmtra0n/uZwIT6W52uUpH990nA5g5enEmPRYWdMTer88vYcx5sBWtDk9PZ1iOVwHi4+zXq8n5wfgNlzjJnLh+F1JiHX7Lvh+84lJRPxji2uZz5cOGoYwh+XjaENfh3kTvsawqJjnQx4m4ytbo8Up+OR7msMLeCyazWYuMQcjZtrSh6x1XVL3PNN9vv3FwJiUwWAwGIYWI8+kQsiaK8VnrVZLrcsOZf7eaDSS/7nqKL4/8cQTPcvn5+cTlsNW1YkTJ3rW1Y77rDIEXDJBsw1Ydr5krhxoOj4+npLW+9IXaXaJY+aAZp8zXzvkQ0GAerm2NBnsVwq145Py675hHWYRvqDXubm5hFmw/Jol8Lo/LMxhMQKzS3xfW1tLMSlmJ4zx8fGUT5T9dex/cvnRmFlDtMJVeEUklZyWzwGnhdK/+eAKmM3yY8X+JuL25fnOO/uDETQ/MzOT8knjnobflp814+PjpYop8jAe328uv1YojMC1X986JkE3GAwGw8hjpJmULtXhUuz1k+KDFVHaFyVywXKCtQkrF/4Y+H2wH+2nYUkuVE9Qp2FbLK/X64nlxbJolrnyfHmj0UgYFJe4YKaDO0XumgAAIABJREFUT63OY6bBFrv2UbEq0pdgVDMEZrQulZiI25pn5uRTxWkLjlMNhSx2HltW17HSTf/G0nouaa4l3T5Wh3bZ74PrRzMgZl0Aj8nY2FjSLrNltIdPqPPa7XZyLXKBTFxTBw8e7Glrfn5eHn/8cRHJZsmhIFsfNIvJUrDx/lzLfOwO0N9ZxYdzDgaFz82bN6eKnuIeR8A+p2Ar4ksMIWsmKQ+zCin1stpzbWs+KYPBYDBsCIw0k8pS7mTNlYYC7tjCg6ULa1Kr4GCxckJW7AcWlU74ygwAQamcRujcuXNJzJSPLfgYVbVaTSVEZUUR+0RarZYzHkV/Yn+a2fmCk33QMRo+pRQsdVc8G6CVchraF+ZjW6F4DyxjFsc+IjCb6enpVFoiVsGxL6LT6STXA48tjwnHHblKqHMfXX4tVkOyTwj718fN5V3AFpBiCwHimk3zNemKrdPfQ2D/D/qmY/58x+Nil754Mu6rqw+8P06XhuTCOkYRsXRPPvmkiEhqBkaPDStDs2KsQojxM2UFTPPyfvdfSLWYewuDwWAwGNYJI82kRNy+qCzERJRz+xxPpIsR+kqYY1udtYLjpMC+uDigqygirFP2G8CqYyXV1NRUKskoMw9mUjoOgsElQnC8OkNDFjRj4H6zhcwFDdvtdmqMOYbM5bPJUky52J/Pp8GMRysqcS5944fjxDVQr9cT/xXHS/H1jGPQiWZZ3efz8+iYP86gwsel0zyhj650WyIihw4dEpEuk0KS5GeeeSbxw+F8+PoUw1q4xIlmL3w+OI6OC15Wq9UUS+F7wXX+mM3xudRJnUUuZH05cOCAiHSZJ+7lZz3rWT1t6xRePv9YDKOKyfzgOiZXu1mqSddveVmWqfsMBoPBMPIYeSblil+IsRz091qtljkvje+aTTCzYB+VTlgqcsHy44h+WJxQ4TEjEOlaacw4MNfNhevw3ZX3D3DtB+B5fW35u46r3W6nfA4A+ya0z4MZEyulsF/dhs//gr7weHJyVN2G7zpxqZFwDvDJRSM7nW7hTIwfrHn4KQCcx5mZGWchRN0+wMxDn1ffLIKrpItLpSrSHT+OcxsfH0/lL+Qkv9g/CnX+5Cc/kaeeekpE0spGZnuu42D/EtgdvoPRVavVFCNE33BN4fpmNaPehv21IbCvEvtHH9G3LVu2JKyKlYB8Telzn8WKY/oWu9z1Wx6fVJ44rH5Y18i/pELw0V5XxU+eLuBBxMWinfA8BcBObf6+srKSiCA4wJMTsPpk5iJ+GSxuED214TsOnzR8dXU1+Q03IE+DcEVWPY3EAaW+7N5TU1PJTczJb/GSwksYD4CpqSlv3SrsH2OgU0adPn1aRPw3iuuGyXLs6+BngINZXclg9Ri4fsOYuAQMuj+VSiVVldZ37eJ60AHUvH/ej74GcF7QJwhAEKx+9OhREekGpD/22GOprPjcJ9eL1fdywnWIT/1w52uerwusi/ttYmIiJXrhKcPQFCTfj1yBQINf0D7ogHrf9FrsdHpR+F40MS+xrJABk6AbDAaDYcNiwzEpVyoO35s+Rmzhs2xcVUE5oBXLIS93WVtYh6063Tdf8k+WwfJy/RuPASxMTn6pU+egHZbFsmBkdXXVayn7pkdmZ2cTBgVHPNaBBX3ZZZf1/K6PkxkB+o9pPlj/CwsLyT459RRP8+jzyNOI2AZthaqsstULQQVXTtaSY8BXy4vrZ62srKSczjzmoSkWTrGFscU1xjWx9LpgUhhPbHP8+HERuTDmLMjJgp66wzjx9a3DP/CdkxT7pO+AvlaZuflmU/Q55ulEnhrHuJ45cyY5VwCfa+xfT7nydVdEQJEF13FlsaG87Wn42JcJJwwGg8Ew8hhpJpU3LRJ/d1l5Pl+Ey3+h5/pd7fO2rvRBvkBWzRrYwuQgV1hxmAPXaYawLvuTfMHKul3uP8BWo2Z4bFWxvwzHsnnz5qSKrpbtinSZE6TN+K7HCmIELuII6x790IzAV5QylJqHix/imJn16dIZriBNkXRQbKfTSV2/nISUUzlplsaCGpdIhI+P7xNmk+gjLNxWq5W0j/MDvyqHSeD6W1lZyfTp8T2jRSQcIMvMSo+jr4wMfJLohx4bFi7oMjUaeqy5v9wXTn20urqaYn4+URHWm52dTc1s+ILuuV9lBPnqdmKYVWw6pH6Deo1JGQwGg2FokZtJfe1rX5P/9//+nzzyyCNy/Phx+exnPys333xz8vva2prcd9998pGPfETm5+fl2muvlQ9+8INy5ZVXJuvU63W5++675e///u9lZWVFfvM3f1M+9KEPJT6IPGDLIiatvitgzmf5hUpw+8BzzyH1GMAMSvcZVhsYhW/unv1bulwAW2QsoUabq6urTom5iKQS3WpJOu+HLU32SW3evDlR8YEx7d69W0S6FjvYEpZ3Op1knh8MCevCiudA03a7nYwHPn1Wqesa4JIqrNzUAdTM0LAOq0nx+6ZNm1IMgJV6Puu+Xq8nyjkfE2CE/LXMrPC5tLSUCjTmZMS4HjC+of2wSg7X4dTUVErFh3MMVsQycu1/4lAKZrO6PzybgfZ9KZsqlUpKHs9+WbSBczE/P5+6BzhUxMWsOMkyz7jkeQ7FICstUuj3rOutHz9XTzt5Nzh//rw8//nPlw984APO39/znvfIe9/7XvnABz4g3/rWt2Tv3r3y0pe+NJkiEBG588475bOf/ax85jOfkW984xuytLQkv/u7v1tqLRWDwWAwjD5yM6nDhw/L4cOHnb+tra3J+973Prn33nvllltuERGRj3/847Jnzx759Kc/LW984xvl7Nmz8tGPflT+7u/+Tn7rt35LREQ++clPyoEDB+TLX/6y/PZv/3aq3Xq93sNOYDXHwhXTItJrjbDl4kNMslOGK90KK4x8bepYEFiW+OSS5q6gRJd6Ty9nNZFOwKl9DLoNzO9DSafHjJkUxh59hh9q06ZNqeOAbwqFIcG0wI6Wl5dT5dtR7oD9TWhrbm4uVa4En6xaDJW6Z58Rp3DSRhgXhWQFk2YRGH9sw3FFYAQcc7e6uur1X4XAbI4/+fdqtZoaF17HNXPAzMnHoDB+U1NTiX+PfW2+VFTVajUZL4DjpXjcWq1WKqA5Bj5WgPa5dIzeDzNRZmr6PuZUV4NGXjYU8iX1ozgM9qHMxo4dOyYnTpyQm266KVk2OTkpL3nJS+Sb3/ymiIg88sgj0mw2e9bZv3+/XHXVVck6jPvvv1+2bNmS/CEnlsFgMBg2NkpV90FZtWfPnp7le/bsSVKmnDhxQiYmJlKF4fbs2ZNsz7jnnnvkrrvuSr4vLi7melFxZga2/ETSVpWvzDqsBW3BZU1TukpksyoI62jLEvsF+wDz0KU/RCSVxQLHd/bsWS+LxP65vMjy8nJybJwklP0met6fLS70H1Yk/EuwlnUpA06DhLaQcUIzIE5P5YtB07437AfHyio4tKWtb1dKIZF0zBpYWrVaTfrAbI+TnmrWxCyb2TBb3Vi+srKSylLi8qXo5fo3Roz1ywU7fXFmLjCDwjWMczw3N5dKMYR2OXWUzirBviFfX7SiD7/hfPD5CqWg4vZ8KZX0DAnuEzBEXG9YR59HnllZr4wTsSiiDOw348RAJOg6A7XIhYcnL2OE1pmcnHQGwhoMBoNhY6PUlxSKoJ04cUL27duXLD916lTCrvbu3SuNRkPm5+d72NSpU6fk+uuvz71P19vbF2MAsLXV6XRLmbM1mhUz5OuDhotp+XxSsLbAnnSiSs5px/4RVjhp64tVQazu0/4njgnieCi2XiuVSspvAKtYW8r6uHbu3Jko8HBcHL/iyiIAtsW+CI5F0pkIcP7BqADEtLjim3CsOHZmVjz21Wo1df5dxfl0X13JVX056ABdXJJ9RaEME9hf1joxFq7P9+WKVeTzgfPH18WuXbsSBoVrxJdMGOdpYWEhpbpD33yZVtbW1lLPA2ZOIXUff3LcoWv8OCsGx8a58jSGZn1ccJ3bfuDzUbr86ux3zFIMYtlFyThx6NAh2bt3rzz00EPJskajIQ8//HDyAnrhC18otVqtZ53jx4/L97///UIvKYPBYDBsXORmUktLS/LjH/84+X7s2DH57ne/K9u3b5dnP/vZcuedd8q73/1uufzyy+Xyyy+Xd7/73TIzMyOvf/3rReSCBfVnf/Zn8pa3vEV27Ngh27dvl7vvvluuvvrqRO2XBzFverZK2bIJ5eHjwmhAjFzeF4viAtgDF53btm1bwkLZimMLjEuR637zGMCPxaUZlpaWEmsULIIZGlvSOnMC94n9CbCgDx48mMTFcRkMZnKa9bGfjI+Tx2JqaiphUPAfcZwXoFkKnzP0hc+7LiLIcVFoz5VFhPfvy0TiK6ER8pO44gDR91ifgJ5lCN1jPjCz5vMC9gzf8o4dO5J4ObAtzi/I5352djaljmSfIefyazQa3v5zvjyg0+l4Y+o427rOvejzA/u+r6yspGYTslhK2YhhUEAWc+r3GgJyv6S+/e1vy4033ph8h6Dh1ltvlY997GPy1re+VVZWVuSOO+5Ignm/9KUvJRReRORv/uZvpFqtymte85okmPdjH/tYruq6IhcOmAN0NXwvklDpBB9CFYBd5TR86/rAcl7XdBUe8KDI7Fhmp3S73U4ezBAN+IJG8QBYWlrqKcGh++ZyxOM4efrDJ0F/znOeIyIXWDek5ngY4aHO04v4XFtbS63rC3p13Qx4MOqHnEj3waJvJC1QEOmeD1efMFacHJbrYfHYtNvtlOiB+49P7EdPTXIgMCMU3hCbykZPhWch9CDjEAQYDngxHTx4UA4ePCgi3esX4QX4dMFnCHC1bJ3Ul6eYOAiZp/30Mr7n+PxgP9VqtadcjB4DNhg5IFi340tMwMhjgISQlUou1H6eqcGBCiduuOGG4Dzi2NiYHDlyRI4cOeJdZ2pqSt7//vfL+9///ry7NxgMBsMlhJFOMCsSfkOz5c/iAe0wzZMORG+rwZYrt6Wnxbh9WFOw6sB8xsbGUulUeGqN2SSWnzlzJmkHAZ8sGgEj0IXgfGmR+Nh14C7LqzFtCasYqY10gC7LyWEx+4r4TU5OppzpWBf74YS6nU4nFTgKgQ+3oRO/+iw9TkXF6ZJE0sG7zF71FChvz9exLpgp0h17XbzPV8UX0FNfzBJ804yAdsjHTtlUKhVn2iOR7mwAJxOem5tLprV9qaJwbvWsA9r3TcfGwMWcGByCwNcHJ6sdGxtLTdn5ttVt+NI5ZfUrzzb9okgAsOu6slIdBoPBYBh5jDyTiplDZYTmebNEDjrgz1dozZd+yZX6n8FpcBqNRqpIHyecZZkv1j9//nxigfvED9qnAjCDinGyczoXTuUEC1qHHaBPCMjl4wxJ6tlS5wBTfE5MTCTbcTok9Al+O33u+ZyxGEK3r9sUSadQYmag2+TCktwGJ4/F/iuVSspS5ySnzBCbzWY003DNSMR+F0nfA+ybZP/c9PR0agyYnXOhweXl5eSaYZblS48k0h1bFqOEGJVv5oMTDrv80+gvp04C9OwKjtk3W+Jjsdon5evzxYKLjefavuwOGQwGg8FQFkaaSfneyrGquhCDYumnS07K1iCXBwe0Bc0WHsAWH3xJs7OzifXMBd1gncDCZPltu932Jk3lVEfaIoxlUBqcWJaVbWgLlu/c3FzSB/iiMMbMOLB8cXExlbwVvg32y2j5Ovxj2B/7DtEG/HZTU1MpxsTlNgCX1JnXZTWXttx9cnFfMT8ueSLSPXfsc8V14mIRIZm66zg1fAHArjECw0FffOXXx8fHk+PAOloRLNJl4bhedPl4Vpdiv9ymK72QL5WS6/rn+5TZkS5kyGmx8Bvfi/r88LOEn0Oh87IeVSRc1yyQR2ae69mSt5MGg8FgMKwXRppJaWgGlKVGcin1eBlbsjr+AZ9cpA3WG5RsAKzg06dPy+nTp0UkHagIsOpuaWkpsbRgkcHCBDNA37mEiStVCqf5wf7R1urqaiomxOfDc1lKGAsfm4D/aXp6OvEFMVPEcbCacXp6OrEWoRJk9sWxKCsrK96YEz4ejKtmRT7fFDMa7e9hhgtw7FWj0fCWZmCrm8tWjI+Pp3xQzNRcx8l99CWlBVyBrD5L2sXCOHkrwH7Per2ezB7gEwwYwHmEknN5eTlVeJHj5jiJq055xfFRvrHQx8nB1HxdoO2xsbHkvuUE075YLg2+LjjNk4s9c5/KDAB2teEK2s3ab5G+GJMyGAwGw9BiwzApbd2H4jc0NPvCb5xaCJY55sNhvW7evDmxbrkMOj5h/cDaO3XqlPzwhz8UEUlKl7BlwVbw2bNnkz7BkmQ/E2dqwHq6MB4XBUSfYO3plEC+FDC+EuN6vNiixP44FdHJkyd7UjHpPrA6DuOsy2Gwco3n/7Xfh/sSE+cDcDof9BHfdXYOMGkdK6PHjVmf9qP5skNw2Qqdfodj7lgRxsenfSGuLBt6v6ExivFb+UqbsH9OX0u4Jn3gdGadTic5/z6WzNff0tJSKmuIz7oPWf1ol9mYPo9clNQXI6lj7tAngP3b7OPVTD8rDivmuHwIneus+ygmDjW47+g1DQaDwWBYZ4w0kxofH/fOh7rg803pCHlmR1zCHEqw6enpxOqBtYvcY8hJBwsJ1veePXsS1gDfDFv+6BP7ZzTQLtpgyxm+nkajkWJM+GSG5cshJxKXP4zX4cSs+I7x1aU20CdO5stz7CsrK87ktiLpgola3cc+Nl/sWGg/GC+f78g1Bj7r0eWHymJBHH+jfUVgdXx8vN/l5eWUn88H7UeJ9W3o4/etC2UeWCT8gPPz8yk2zqwOTFXvhxkaxz6xz2p5eTnF4ng/Id8Kl1RB++yH1ImaWfHq8/WOjY0lx4jjwPOH/Vd8vPq4AF8h1zJ9VRq+Z7Avh19sxomRfkm12+1UoUQ98L6XEj8IpqamEmcsPvGi0WlbRLovqbGxsSSTuE9uzdM8s7OziagCU4Kc+oWxsrKSElPwuriw8QLQCVo57RHLu0MvJ4Cn+9hp6zp2dijjOx5StVotFZDL0y/YBjd+p9NN/IpaUBh7X4Vb/T8/vPn86KkoXFfcJz4eLbDxZdnn9vEd500vY0GGT648NzfndcRj/zzFu7q66nzZiaQNAsD1kg8lW2bwdB/X6XrsscdE5MLDHueZA3/Z8HAlX8Yn7kkYavjuMkz4pZRHgs7GJG9TrVaTY8WLBn3AFB4/hzZv3pyq4osx4Clwfllt2rQpVf+NjWRAv6wGJarw/V7kBWnTfQaDwWAYWow0k9LTfYDLSafXF+llUCIXrFJdIVSkt86NSNfqhVUyOTmZ/IZPtOFLEdRut+WKK64QkXStJnxna1Wvw3JxWFvYliXJ2oJiRuCb6tD9ZvhofKVSSUna2ep1WZzMvljSr4OS8eljAs8884yIdMcEY760tJRKe+OrLwZoCx2WOE9LsChCizqYaepUWvq73revxAmPuZZUc7og33SLTkqL42HW5WMGY2NjqaktwCdBFkmnHsL1gKlxF6vl9nE/sRhHp/9i9sDT6diPnhZkZusLStXMN8vyd11TnPwW8JXwEEk/O3wzE4AW8vjSo6GNIjXxYuCb1g6FqliCWYPBYDBsCIw0kxKJSxbr80npeV8fK8J8Mvs8Wq2WbN++XUS6Vjun5uE5dp3WB/uBNYXlnI6n2WymLFW22nylSDqdToox+RAjhvCliBJJCzFYKs5JUHXZDfYrcsVk7TfzVa7F/ji5qg6qZIuSWaROGurzT7BYQfuMfIGrPLY6Ka5ObySSltSHrFQOLObvPEawXjEuIukSIHydtFqtlJ8KjMeXPsvFqJiNcXLc+fn5lACE2T+uLfT1/PnzyblFuxwYjjb0efIxKP49Br7Ad52SjNNxQSzCAdqzs7OpWR6fhB/HqxkXX38+/4/L/12miCKUHilG4JZqr7SeGQwGg8FQMkaaSWnLUIOlvuyLgiWLUg2bN29OqfoAzOFzipaVlZWUzJWtqieeeEJEepNdMuPwpV0KJcLk4wRYCdZutzMVWDw2nU4nxQQ4eScz06mpqRSL9PVJ+658VignU9WWr0+pxAwEcCXEhL+C/UA6WShbm2z5uVggsyJmfRyMXavVvEovTjTrsnRZ/YY+Y1soU/X+0B7GAG2gr1y8TyTtGwRw3bMF32q1UmPOoQ/YVl+fWIfLl7C6TydFRnu4Lri4J6tXXePom2VwsUu+n0LppHhf7HPFpw7W5+KQzMbYv6X90nhGMYvEjA+jXq8XkqX7JPo+dmTqPoPBYDBsWIw0kxJxWzBZ853MqDQTgCUGq8SXOl8zKY4BYksGWFlZSVmFnH4JzI0VaXyMGj5/gl6WFWiq/XXMMNiqZ9+e6zdfYTldsM43tlxg0BXbwkHIzPK0dcdqLl/SWM1UfUHDACu0tOWMvvjicDTr1GUa+Dc+Dg2tCPMFZDMT0euwz5DPtS5FwamHslIQ6f1xCQuO4dHg+DGeOWBfoojfB+XzO7r8ZT6Efmf2H2IGnCyYFXo6TopLj/hmF/h6bzQaqVkRjk3T6dIAX4mW0PGEgnVjluM3U/cZDAaDYeQx0kyq0+lEpewBeF1WfYlISn3HLIIZkAbHanDMULvdTiUm5dgGlw8ir8XnsnR91g8f38TERNJHtvi4tLWLUTEwBux7cZW2YAbC8TEa7CdxWdkAW5jMMDiJZ7VaTUX083nB79ofw5ktOKGo65phfw5nkQA43kynRWL/GfvttBUOVsT959kFvS0zAB33p9sANANiv6OeiRDpTZ+Fvvmud862oNfF/cQJXwcFH5vkbDMi3T6y8pTTPOnrg2MFudgnq/309liXU5G5spn4Mt0MGuaTMhgMBsOGwEgzqUqlkrLmtYXpg46HEem13LhIGrMGthpFunnkNGMSSZfQ6HQ6TmtQJG1N6TliX9E5Breh1+PfdBYCfZzbt293KrxE0vFM2qfE1iLGiXPg6WNhfwWX6mBGJeKPYfGNq96GmSC+w5oEg3Sp+wBmHrxc94Hn913xdMyyuFAi4FIbutiVbt+VzxDnHceOPnEMmVbj+ZIHs3/Exf75egb4XqnX64nClseA2ZFOysyZW3AeQkrYfjItZOUtdPnjOMYOY8szEGfPnk1iqOAb5/yLvB993fP9w75WnC99bnznp0zE6ARCGPmXFKeVCQXi+WSo+qGExJT88OCg0WazmQglTp06JSLuYFqR3oc7V9PFjakzl4ukH9wu8I3iktz7Xlw8vagT6GI6AH3hlzkf5+TkZI8gQoMTY+JzfHw8dWNgf/wywRiMjY2lpMVYh7O8azk5jxc/HDjBrXbqoy+cskdX5EXbvjQwaIOd964gR36483SjTmYMGTnLvPklrB3mXKeKXxaAniri6wrwJUHV/fe97Hl/+kHGYhI2KnWAblYW/36m/ULTtDEPdTZsearYlQINwimAp/fwO7sWdDuxYSd6bIoIKGJhaZEMBoPBsGEx0kxKy6VjpKBsLcA6gUWqt2dHL0psaDkzaj25nKV6W6DZbCYWOWg9J8CEFelihC4Hq0ha/o0pHM0IWO7NAboI/Ny1a1eq1AP6yH1yyYhhVfM4uoI62ULmTx5PzYA4ZQ6zPhd8UnqeDpyamkr1xTftq6ck0S4nn+WUTfp4uL2zZ88mfRBJV4aGoEeDKzIzm9RMnsfAF4Stp/Bwv6B9TqSLMeBEt3o/PubhElm4xBt6Xc06s0IFmBHkmdYqMkWl2ZdrelKke19hJkZPB+syO7oPXF8On1rUwomlfcIaoFqtemeeyhSe9DvdZ0zKYDAYDEOLkWZSExMTKYtwYmIiM2kmoP0YnKYF1g58NUhTApw/fz7lV4L1y1V3YeHo8hTso2HLyDVfnOVXYvn83NxcSvLOY4Jtucij/o2/o6/aSuVyG+iLTq6r968T53LCXLac9f5Z9hyTDJQZGV8PnOiTfSJ6f6FyGJzgleEKGubrgVmKj73q6wPnmAUULhEQs0ef9FwzIF/iXIwrhEO6lEZeS7zZbKbOPxDjZ4plBC5peBlgf5AWqbCQCmVlAB3sy+V3+N5gqT3gumaZ+bKAIk/Abj/Mqh8WJWJMymAwGAxDjJFmUtonBT+Mq0Q2W48ALDbtT4DFr5M+inQVfFBFaRaHOX9W7nHqEh3ACqsTqj62nLjvfNy6ffRx7969IiJy9dVXi8gFdgSr6amnnurZD/oBhgg2ODc3l1h82Dcr3LAcY6XBCjOGlqqz78tX8gFjotNKATxeLvbM67DV62IKId+WSJrVVqvVlCQb/iStaNT9mZiYSJWsYPUdxhxjrfvIJU0AX5HFRqPhTVjLsm+24PXxcPJTX1kJEX+gdyjha5ZfSa/Hswq+cA1XWqQy4VLUsVKO/UycLHbbtm2pIF2WrQPsy9T3Be+PGWpMiqiyx6lIiQ7AmJTBYDAYhhYjzaQqlUpK3TcxMeG1glkdpJUzXMyOfQXwK2nLkAPtfCUtdBJMjneAhcyKHH2MgI9BIRX/5ZdfLiIiv/iLvygiIs973vOSPqJ447Fjx3r6zH6t6enpVP/Z1wJW6SsNr5dxslptEbrm8UW6zM1ldWX5HkIxIrwfXzE4XeLEFz/Elrtm9RyzwyxFMw9cV5wih+O+2EdVq9VS7NvF3PW2ExMT3gKJOpBZpPeaxbq7du0SkS7rxrWLPoJpLS0tOX2run3ApYZjhKzwrGSnMYygH98UXycuBS7fa1wY1OVfxPhxvF/oeDiBLBdIdPn8ylbxicSdpzwwJmUwGAyGocVIMylXYTFX0lm2cly+KWZDsD5g1XMszdatW1PtYRtYuJwW6fz584mVw1ZwyFLitP3MoJ71rGeJSFfVd/DgQRERee5zn5uKYcH+Tp482bNfXdLcZ/lxolfXPDj76Tg5qYvp+LKFsPUVsnjZp6MtWh/78rXnuq5itmVVna+PWm3HZUPwGxdQ1IX+RHozdrBai31suF46nU4MQmZsAAAgAElEQVSqeCfgsupFLvhJ2O/LjN6l+uMEqRzDxWPiKozHcMXNuVJnuaD9m1mK0Bhm5bs+Qpka+L7iwpPVajU1A8HwKR9nZmaSsWUmzYltferZ2OOI3caVUWVdfFJf+9rX5BWveIXs379fxsbG5HOf+1zyW7PZlL/8y7+Uq6++WjZt2iT79++XP/mTP0mc9sANN9wgY2NjPX+ve93rcnfeYDAYDBsbuZnU+fPn5fnPf7786Z/+qbzqVa/q+W15eVm+853vyDve8Q55/vOfL/Pz83LnnXfK7/3e78m3v/3tnnVvv/12eec735l8h5XWL7Q/ylX0TSTNqHSiRTAcTqbK22q/BcejwN+ETx3jwBklYuJ8uEQCGBR8BJdddlnPdxz3yspKKqkp2uL8fLof7EPBmLDPTZeA4KKGzI6YSbmyR2AZ+sQMUmc/8PmeXBa1z2/AcGU/iIWO+8pqQxf344KCvvxuXPxucnIyGWNcZ77jQ3YTXZKEGYgvCW6r1UoxKFwPYAKnT5/u2f/Y2FhyP3GOQx9CKtZQ4mROmMz3LSsPl5eXU4USOfYuK64uBJ3ZIus6c+XnZF8nHxfPUGgWzWPMGWNcDCrkI4w91iy/oGtZnvsr90vq8OHDcvjwYedvW7ZskYceeqhn2fvf/375lV/5FXnsscfk2c9+drJ8ZmYmkUyXDRZIZDlvW61WasBx47MDW6eg4QziuCgQrMcCjpWVlZQzG/BRZZ06Bw8LBNweOHCgZ//oI5jr008/nUwBom+QvPPUHfq1tLSUevkCPvmySPpF4DMQ8PBrNBqp6ra+2kr64cQPJcAX6CySvrF5jGNS5viSw+rvWdnqWXyjA2U5ua1OqqvHAtN1lUolNSXIkmc2bnSguy9Tuu+FpNflCtR8fNVq1Suc4PRSgJaT80vJVyFay/65VhI+2WiZn59PXqq+wNgYubrvIe7K8s/g9vWUPwd888veJ6lfWlpKTetlBce7DIc803y+MXCFEPB9M1QJZs+ePStjY2OJugz41Kc+JTt37pQrr7xS7r777lT2X416vS6Li4s9fwaDwWDY+BiocGJ1dVXe9ra3yetf//pEtioi8kd/9Edy6NAh2bt3r3z/+9+Xe+65R/7zP/8zxcKA+++/X+677z7nb1yWQCcHzbKUXZYEWyhZzmiR9NQMB81pUYSvL5ymSFspsHphTeGFz1OkeNEjSen58+dTFXHRFgfQ6sBTWOs4DvzGTl0+Tv0/Cyh8lqFId/w42JGZgWZPHDDNkmrX9A+zV2Yx2uHMbJz3y9BMgINs+VrCuE1NTaXaz6qGrEu5cJCwr84TUK/XU9NhfI9wwO7u3bvlxIkTIiLJJ88yuGqv+Zguj4lej699XLv8qdlSlpgDx4P9aMETGCHAwbUxbCL2+tDwMayVlZWUuIGnwH0zLjqMBuBQiBiG2I8kPY8EfaDTfbFoNpvyute9TjqdjnzoQx/q+e32229P/r/qqqvk8ssvl2uuuUa+853vyAte8IJUW/fcc4/cddddyffFxcVkqstgMBgMGxcDeUk1m015zWteI8eOHZN/+7d/62FRLrzgBS+QWq0mR48edb6ktJNYQ7+NYf1rhyUYBcte2Yprt9teZsPzxnkcinl8HSHZLRe844BjgNP5LywspNiXL22/DghlWTrGyVUmQqR3Tt9XIdfFLpmBsg/MNfa+UhM+JjUxMeENzEW7XEjO1Ycs/0Ke3/S5ZgvZ52znAoa1Wi1hEex/8V0XMzMzqTRM7P/RYhgA4wR/JkItuIqvnsHgPvA952IgPr8SPvn3mZmZlDwe9waW49mD/U1OTqZCQ7AtJ3HV58l3/n0MwXU/Z11D2nfDfqSsQoYx7cc8j8pAjAQ9j0+q9JcUXlBHjx6Vr3zlK94Hm8YPfvADaTabsm/fvrK7YzAYDIYRRu6X1NLSkvz4xz9Ovh87dky++93vyvbt22X//v3yB3/wB/Kd73xH/umf/kna7XYyj719+3aZmJiQn/zkJ/KpT31Kfud3fkd27twpP/zhD+Utb3mL/PIv/7L86q/+aq6+aHUULM3p6enkrc3qJ04tk2eO1lVmgcHqt5hUJln7q1QqCYOCxByfWO5T8bTb7ZQsnn05HAhar9dTfjhmscyMZ2ZmUjJ1fIeVjTZ1Qb4sdsr7HRsbS1nXvkBTfe6ZofE4MaPTEmpmcyFm7TvPWapCDWY43HdXMlyW/QMYax1SwGPNDARtadkys2+tBMU6Gi4WxsmKuT86rRTYHmZHWBaP635ycjI1y8AMzpUKC+ty2XsOrNfS8LzQPkofXLM3zJh8PnJX20UC0GO3jUE/svUQcr+kvv3tb8uNN96YfIev6NZbb5UjR47I5z//eRER+aVf+qWe7b7yla/IDTfcIBMTE/Kv//qv8rd/+7eytLQkBw4ckJe//OXyV3/1V1GU1mAwGAyXDnK/pG644YbgPGLWHOOBAwfk4YcfzrtbJxqNRjJ/DKagFW94W3PJBFbQuMCWBceTuCwlLnHhaisroJT9J7otTgYKPxOKzvFxtdvtlHXIljPa1PFNXC4CAIMKpVfh3zgeC2i1WqkgSlbf8Rhs2rQp6T+rtrAcfdRpoLQSUyTtW2EFZKPRSMVdsc+Ggy5jUikVYdRs/WqmwNcvKwGZaVerVW9gM5evh/Kt2WymEiln+TjW1ta8MxD8fNAMi5WfOC84DvbBVavV5DxzTBUfDwe0ikgqLAbb+O5j17Ey+kmkqlNd+RiV73ts+xr6WPpR32XB1VaudEul9cRgMBgMhpIx0glmm81mquy6LjUBsKXO8/6u+CWfxenySeVRy/gYlC91k/4NrMQXIc/z/a5S2cx+XGlWsD9mNqx+023iN7a64RdxWYg+JSAfFyzpTZs2JduzXwFZOMD+tKWGtEC8H7bydSon9lNlpThy9dvnewr5omJVpK1WK+WfwljjHLOSr9VqpdgjM11W7rVarWQdMAxmGq7ksezXzEoaOzExkUoRhe98jlnBKZL2x3ERU50iiGMdmZ3zmOgE1Hye+gE/Y1zPkayZlxj0kzA3DwYVJ2VMymAwGAxDi5FmUjqpIix5V/l4ZkkulZ8vTsr33bcstFzDN+fMfW+1WokVCEsViT117IdIl0XoomdZfeG8eTpWg7NScFva6mZfFNpz+fLwndkKwLnn4HeYmZlJrGkALAmhDq5cgfBTMSt69NFHe8YA+2k0Gil2qjM9uPqsf+PxismH5mNbvuuE/WwavrgwkTQ7RnscK6RVoT42qUuAiPQyVT4PvlyVmv2D4eB8MZNyKVJZEcjXM8cd6VyYaJf7iGPXSk6eXQiNMZCV2Ni1POt+9RVXdPm91xs+tuxjVhctTmq94UrWyA5lvlhipOeDRpaDVAfU+mSo/BBEKhudYZ2DM/EgxsMeN7mWjOOBpV/8Iv4bX+dT5HV9qYhcQgNdQVb3VUuPWUKPY+ZaW7pKLUv0MW54SHH14rGxsWRKC8fD1U59NaNcx+x7ybsypwOcRogTjOpjxTixZJtf8rOzs8nLlsMzfC9F3UcW4fjk5a6HZGg6G31luTiHGfCYawk6jp2vZzZQzp07l1wzHGDO6Z10GIgvCDkGWSIp1zLf88FV+ReIfTnFvGDzwDfN5wpSLiIssek+g8FgMAwtRppJdTodZ3BglqOavxcJcosJputHjqrbZAYFC5qtO8htdYCjZhQikpougzUJy7NSqaTSScEKBbtg4caZM2dSmenZcQ5oes/jzul9XDJwWMGcIocZlXZw81Qqp1QCo9LBryxtZ9EAHwMfp17G02JY3mg0kvaYlfhqKGmZNkvnefx0iQ4cL8u4fVWYcZ4qlUpKkMFWMYtxOp1OajaDWSwHK+tpbmaCPAWug5N5+pVnF8COMC08OzubEgvxVCFYmQ5Q97FjwMUi8kx/udoMISTc8PWtDBl7HujjNOGEwWAwGDYkRppJiaQts5g3dBmSTG0plWmRuIJ4fTJelpUzarWaN2USpy/S1ioLGvgTgglsu7S0lBJZZMmwQ1YWpzoC09m6davs3r27p49sZbuCbtnaRnvoP/oGC3rnzp09lVz1ulztFGi1WpnJRjnR8draWvIb2uNtmFFpVsQlLHgs2F/jKqDJ3/GpxTPMIrhyMo+FFiKxSImhS7lwaiOWlXMYyMTERKp8DI8bGJRmjJxY2CfD51IXun1fyQxeT/cli0HpYF7+LQuhsIayGRQfc9ZxuWa38ggnjEkZDAaDYWgx0kyq3W4HFUVlq1gYsWlwQqmUfDJlraiC5Qq/D8rTw3rkooi6/DozC6QEYpm3tjThk2IVHz5dpeh9bI6DH7VVydYvy4nhZ9KSZC4jwsfuYmUsi8f4cIZ+bDszM5Mqlc5MBn4Rfb508ly9P/at6OuR5d3Mmnm/OM6xsbGUj5JTA3H5ksnJyRSzBnPiwok6qSsH7zKDCqkW+fj4/LiS0bIPlBmWZmV8DbEilPusk1KzH9WXwsvlkwJ8qkV9XMxweV19PFkM9GIqkoEsX3toFqXI7JMxKYPBYDAMLUaaSWm4LLU8DKpMC8XHimL2z/Ex2vKDVc/JYsE4OPZJxK2e0t+50JtIOjaIGRXWxefq6mpf4+dLIMrWeKvVSv6Hn4UDQNmPoa16Vvlx8UgdeIx2sIyDesFmgbW1taQ9n0WO49IxV+xXYsufix3qPvM2OA4uDInvrMp0rYPj1emnWAHK9xUfr2b/rAjEp2b7emz0Ohwcjf3o2CFWJ/JYcCka3SeMJa4d3F8cj6X9WADGwLffWq2Wik3EmPjKr7RarZRvMqZEkA8Xi3Vl+euwzHxSBoPBYBh5jDSTcsVJ5d1+ECjSro/16SKEHOnPaV0AzUg4ap/3h7Z1iiNYfLDqWOnGSTuLRuFzfI+P9Wn/E35jfwWYlY6hwfFgvJhtoS0s1z42AAUmOV0Ql4TQljP6wkl2deyRSDeuTR8H1mUlIFvsOgaOzy1DX1ucaQJ9xif7B5vNZjLWHFvF2Tc08+b+8/UdSpvEMVWckgpoNBqpUiM4hwCuTVZ06n4z2I8WUvdxTJr2ieHZxCVvAGyrmdTp06d71gmVDeG+DStcSug8MaTGpAwGg8EwtBhpJuVCzFt7GBQyseh0ukl0cRxgMrDUmE3CQpufn0+V1/a1Beu10Wgk8SNgSviNM064LE3fmLvylLGSCUwDFjmseexXlxHxqRYBrQiDig8+O/Z9IWEvGNXi4qLTN6P3xyXGdX43Zqk4LpdvDPkCMQYYe7AHX1YJzZ7Yqudcdy6VK2dkYJai/U9cTJHBPsxGo5GKMfIpvvQ1ADbPsVoYP55J6HQ6qX6jjxy7pa8b9vuw/4yvS5cq15e1BNeQvt45Qwxit9j3Wq/XvUlu2bc3jIiJnyqi7ttwLymR9U//kQdZ6VRC9J0TvHL6Ip1uR+TCjcM3KztgOZ1Mo9FIbhA8qFiCzg8Y1/jGGAjoJ/aDhxG/EHTAJ9bhxKF42fL0pZ5qwcsV2+I3fsiLiDz11FM9feMHJMDpmTT4YYgXkMtZjHPHLwSWlWuDhKf5XM57Bk/V+RK06tRBWfW++LrTwbx8rfD1raXWPG3IfUWf9EufhUYhiTvawrWB/eA7B/G6AnIBnirGNJ82IjjoGWPLmfsxRouLi8k9DaOLxUMxwfGDfN65Xti+/bmk50Vg030Gg8FgGFpsSCa1EeBiVL6qrWy1aiYE65ODUtm5D8agZbCcSsm3v9AUK1tZeuoJ6/DUECxa9B3H40osyvJntIGpPWaSIl2W5EuptLKykkooq0UOruOpVqupY0X7OlGpr0/MRnzgqSPXcfD5YUbC24t0rw8wAS2k4WlfXzkWnoJ1wRWsjm1xvjFep06dEpHueHG6rC1btqR+Q1+ZJYNpVyqVhNHimPGJ/YYCkHn6nGXsWuDC55Jl5a42OPUYi5YAZpC6/UEixIhCqaH62mcprRgMBoPBMAAYk7rIyCPJ5HV9yWJZ+iySTqvDLEknTvX5nHwVWotYTFoQwgwDlib6DB/ExMREqnwILE6WKaOP27Zt886hozIvLFptUXMRR/TBV3JCS6g5AJNTNmnnOLNftr45uNf1G/bDgglXyiUuG8LnWBe/xKev6jKnmdJJf33Bp75zoUMtGGgLQet6rJlBsQ/KlSwWx4iAbPh/OBWRHhtOv8V+TfYDulI3cSotnAudngszAPjEdcjXtU5Ky/tbL+RNC1cUxqQMBoPBMLQwJjUkCFkdPqvdZ6G4fEmwxDAfzxaYthpd0vJYZFlNLhk0y7lZqcUBuiJd1oP+cwl1+DcqlUpi/bL/ghONnjhxIlmP/TA8Tsz69P/sO+RgTu1f8Pl5mDmxOq7RaKTSY/l8bK4AYVaK+o5B+xtZycjXrA4d0D5OF9jyD7EvQDNq7A994cTDuM4xNpq94nyDQaGv7CvUSXf52H2FJrXCkmXq/MnqVv0/K3azMCh1XyhJdta97vq9SN+MSRkMBoNhaGFMakhRJGFuiI35LDJXm2VYYj4rSzOELF8XB1vOzs6mUuVkMYKVlZXUfD6zJLQJC1ur+9Bf+A04Vkwr2XxBtcyWNKPBsXMsEscGcTomnVaKjxnMzRWUqmOZNHzKrFqtlrTDgaocpwU/yrlz55z+N/2d4SpfArDyUY+vLyEvx5VpvycnSmafm4vlcfooXXxS70envsIyLhuC9sHk8P3MmTNJYDlfFzzrEAqkLxN5gm99yl5d9NBKdRgMBoNhQ8GY1JAhlC3DFx/FPqt+9hOyekJxELHpkPLMU7PV2Gq1EiUep8yBpY40Q4BOkMr+JKjF8KmtU475gTUMRsV+p5mZmVSSWF+mBmZHrrHggolcSLHRaCRWPae8gqKNE/fyMYp0zw+WMxOZmppKGBTw/9u79hi5yvL97uzO7PZmdVnK7rZlrURCpE1jiyKo2PLT6spVCDdJLIpNMIAQIFE0hGJMIBI1RgT5o9yUWGICaFKUFOUaQoQWEKqWogsU6Y3LdruXzs7snN8f9Tn7znO+78yZ2cuc2b5Pspk9Z875zne+c+ac9/ne531f+HvQF46rGxkZiTAPXBdW1rkK/gEcb4V9dWkV3z3JzArjp8uIMEOLS+GEsQRL9fmiNNP2Ke+wHtcfMXia5flirNgvPdWFXQE9FkmeB7zs+s5KdRgMBoOh4WFMagbCxb7YF+CzevS+1cQ5sEXpi4dJwqSYIerYEI5fgl+By5Zgn7lz53oLC7KfR58L57Zja5jzC2oGirFmX4cL7Jdj5SZniwCjC4Igsi+UbGyd4rw1KvlywBg+8pGPRIprYszhU4EfBYrLfD7vVbRx9g2t0mQFJTMRl+KR+8/gkipBEETG2pdRBXCVj+exZ9+Ua5bBdx9oJsr5MnlMWPk63fFRtcRzxm2TBPaS+h8mK/BsKjGR5LSV2kqyLb+A8IDIZDLeoFPf+jhHuW/aslAoeDOMYx8OnB0dHZX29vaybdmhzSKFpqYmZxVd13lpI4DrbfF0kn6Io02073uAsYwcKBaLkeuCNjjANImzmhPMYnruiCOOCAURHR0dZX3BeeK8+vr6wuPiOvGUIwenAvv27fP2L24am6fzXDWa9GdciIVvOZPJRAwPvPh5Hy0m8f1eWXyDeyufz3uTOce5Abj96UiPpI9Ty4vLpvsMBoPBMCMwY5jURJlQmhmUD0nO2ceuqhFZ+BiUlkPjO5bbxjmwfc7fOEuQLUsOwGRZtJ4i5LIKPrFAoVCIjA/Yg48ZuK4BBAaYFgPT0sGbleoEoV2MG9rI5XLheIGNoW88rQnMmjUrPA7XmvLJ5+fOnRsyKDBSWP4QkXR2dpbt+89//jO8tpy2CMBxwdLy+Xw4lr57lqdlW1paIufK9yaPa6UEvj7w1KBvClJPDzOzwX3GU3e6Td9xfNC/neliUIDvuVNJcFX1cSa0t8FgMBgMU4iGZ1KN4EuaavjGQKcwYbicwwyfnJyt7ubm5pCdcLE+WLrswC4Wi5EATy4SV8mhrY8DRgKW4hKMMCOEH4YrAbv6gm1xHpxaaXBw0CnF1u2DTXBpEhd8TFcHOIM5ceValitry5aFIOwbwnniemaz2YhfDvuwE18LLFgAwCUnOKVTW1tbhG0BGHNO4trW1hbeX+gvrgsnlsW1CIIg4v9zlb3Q0H4sFl2wrwpsKZfLRX4nAEvgdRtcJZhnDqabLbmeLZX64HrmTOT5fPg+2Q0Gg8GQelTNpJ566im59dZbZcuWLbJr1y556KGH5Oyzzw6/v+SSS+Tee+8t2+fEE0+U5557LlzO5/Ny3XXXye9+9zsZGRmR//u//5Pbb79dFi1aVPUJHM4MilFLCY04BuVS8YmMW6u6eBu+gzSby20A2icFJgCrGxYz+w1cFi6v45RHOK4O7mUrFb4iLkWv2wM4mBfQwZXMnJhRMYOKs0h9UmOd4sknoQY44Fir7lj5xxJu7Ltv375IO/jE9UMRSc2eeB/0FYyHfYm5XC7SJwBjDNaFNnK5XFm5dhGRBQsWiMj4NYCfCwGzTU1NkXNllsISeJ0sFuCxZ4ZdKpXCc0z6jCoWi17ln++ecSVs5vOaCJK0Wck3NeE+VLvD0NCQLF++XG677TbvNl/5yldk165d4d8jjzxS9v3VV18tDz30kGzcuFGeeeYZGRwclNNPP33Ko6YNBoPB0Fiomkn19vZKb29v7Datra2h4oexf/9+2bBhg/zmN7+RL37xiyIi8tvf/lYWL14sjz32mHz5y1+O7KPjB0TGrSPD1CAu2ahINCappaUltG7ZN8BqOyCfz4eWMdpnn4ROfyPiLpTIAFsCS3KdB+J6oL7DcbWiDftjn56eHhEROfLII8vahGH1zjvvhJYzF5JkpZa2RtlqrxRvBhSLRS/74SBlnWzXp3rDNtgXn7rMCJgS2DIH5urAZowt+7P4vgDD0eswbsyScL9oRsV+Kh4/LvZZLBZDNo+x8JVmB7RSj8ecfxu4BzRTZPYKcJHSwcHBSBCvb3YkiQJ2KuKmqmFHqVb3PfHEE7JgwQI59thjZd26dbJ3797wuy1btkihUJA1a9aE67q7u2Xp0qXy7LPPOtu7+eabZf78+eHf4sWLp6LbBoPBYEgZJl3d19vbK+edd5709PRIX1+f3HDDDXLqqafKli1bpLW1VXbv3i25XC6MjwCOOuqosOgc4/rrr5drrrkmXB4YGLAXVQLEqfsAn5Un4lfzaUWWyKFMBLBKwaSYCeB77DswMBBajVpJppdZMaUL/VWyDjWj0n4w3R5b0vBfaSuYy3wAbKWOjY2FfWOGxn4Gl9qO43v4+By/lMvlItk2OC0TLHUdF+abUncV7WPg2qEPfI31GOHegMoO8Pk7dT/5OxwPaZk0G+N4Lz4f9EOrNX0snNWm2q/GzIbTV2G9ZrGsaMX1YP+pLuHCPijAp+5zJZhNkvJsIqgU0+fafiKxU5P+krrgggvC/5cuXSonnHCC9PT0yKZNm+Scc87x7hcEgTf/Vmtrq3fayGAwGAwzF1MeJ9XV1SU9PT2yY8cOETkUnT46OioffPBBGZvau3evnHzyyVW1HfdiM9Q2F5zJZCJWPaxSVjDBsp01a1ZE8cd9YEuqtbU1YplzcUC0hWusMzWwOsyncBsbGwstWfg/2NfByWJbW1sjJet9Y4k+9ff3h30Ce/AVGAT0WLEKkjNbMKuYPXt2OH5ahYZz1n2Gxa4ZBF8X3/jNnj07wu5wnr4ceNlsNhxTZidYD5+fLtSIPnDpES4wqP1kzDABKDa5HMrQ0FDYX9xXfM/yeOmxYaaDa4xroRmczmCiP7EPx0vpJLuMJL9l9m/ydXGxmVrYVVJWVE1sVRym/CX13nvvyc6dO6Wrq0tERFauXCnZbFY2b94s559/voiI7Nq1S1599VX5yU9+UlXbaX9B1SvQuBbpuZ5i4ekWlpPjIYLlbDYb+ZHyD4WXs9msVyTAfcQ+OiFlpfQx+kehHfoi4w9Z9JlrRmWz2UhNJjzsdNZuvW9/f38k/RHLsDnINpfLRSq9+j7RD/2ywoPYFyrgEpnwA9n3ssc1bm5ujryk+OHNFY71w5ZfvhgjDqjN5XKR+41TbPE9ViqVQkOJ+89Gkza48B0nAuaEw3EPcz53Tk3lerH5QhD0ci2Bslhf7XNmotN/cdN7+vskboc4VP2SGhwclNdffz1c7uvrk5deekna29ulvb1d1q9fL+eee650dXXJG2+8IT/4wQ+ko6NDvva1r4nIIev70ksvlWuvvVaOOOIIaW9vl+uuu06WLVsWqv0MBoPBYBCp4SX1wgsvyOrVq8NlCBrWrl0rd9xxh7zyyity3333SX9/v3R1dcnq1avlgQcekHnz5oX7/PznP5eWlhY5//zzw2Dee+65p6qkp5OJib7pfWiEQOO4FCZshXICUz1thv99qXq47UKhEEktxPJkrqhbLBbD73z1dbjujxY0sMBApxjS56WDkwFOecTpl4aHh8N2mEEBrhpL2Iar7PKUpItR4TfFZTa4j5zc1wVOdooaUTqwGsyNGQGnPBoZGYnI8Pm6gBXx8UX8Fj7Wa5EHixO4+nJ3d7eIlLNpDsDFmHLdJ81EfZJw7puW8PPzzMesXTMulabQXAHP/Fvj2Ya4YP96ydSToOqX1KpVq2Jv9kcffbRiG21tbfLLX/5SfvnLX1Z7eIPBYDAcRmj4BLNxSOoTcn0/UxPXst+CoYUTbOUzW3JZtAA79bmshPZV8DawZDloWEt0WVDgs1I1fBV/XcG2WqShj8fJcOMk8b5x1D4+HlOW8oMdgcWAaWUymQgD5ZRU3OdCoRA5L/bH8X0/NDQUES4w0wC0xJqr9/K5c4qtfD4fOTb6zX40HHfOnDneYoDMJjF+2Wy2LLBX78P+LO1L8sntfcfXVYMZceEMPvk4y/PZ51YsFsPz4dAKDhrW4JmI6U5gmwQz6wlsMBgMhhmFGcektDUyofTwM4xBMdhqdcmTfWRlSWMAACAASURBVAwK2+Jz9uzZXiYA683HrDS4rDtb/QcPHowoOplRJbEEfb4An6Ratw+4VIs+NSSPow5e5nHRyVNFxhkAEtvqFEQ+hSPOB8o3rWpkhsGJa7mUh97WlZpJr3fNPqD/zFZcQbGsDOVAavZrjY6ORoKF0T7Gcd++fWVt6CBbPh+WpOuxcBUorIRKuUj5ntWzEZxUF+E67KOEP3JoaCiSQBnjxenH4gpt1juVknP/SeqHwWAwGAyTjhnHpGY6A4pDNefObFN/cjAvMylYZlpVxklAWY3GcT+u4nO+FERYnj17dqTsBVvzcZZgJWUWoC1g7pOPfem4Lz53+IpYwdfc3BxJMcRKPS51j/PVljOfB/uotEqNY8PYT8fXRKeiYtaNbcGWgHw+H/GhoG9IfYa+65RVOrDX1RduSyeeZkbIjArLIyMjEZWgywelj+f6XfkKc8bdfz5/k26TFaBQcB511FEiIpG4OlyblpaW0AeFdl0lR/T3enwrBf5ONqpp9/B9ohsMBoMh9ZgxTGqmqvGqQVykd6UYNG1dsrXGjACfsPLa29vDEhY+CxrQkfqwwLnEBZeEADKZTOiDwD6sKow7N15OYvX6SoO4/AiwfpmBMpPS7AnHwbZ8fO6HjsPBd77EqMwUdOgI/06QFJeT8eZyuUjSYLTHPkTN9ph5MuPg4+j2uI9xzAfbYF+O8XOxJE5k7GOReox8vx9fzFNc7KUvGe6sWbPC31x7e7uIRH2T/Jtw+ciYRQIYI9d1AtJY0+/wfaIbDAaDIfWYMUyqngyq3iwuSYJHXudjWDoHGCuIYM2hRDeWP/ShD4VMCpYez+tzPI7O74YcaoipQRtsQReLxfCYmH8Hs6qkBHONge+66VxtvrF1ldRgnwr7l1yFIH0xQWzVAzqzAa4dW9fw97iKLmKMwb54GWBfIp+rBq4f/F3aP4K+YRl9g1WvfZTsZwH4ntXXGuPhY62ct7GlpSXCrnwFEwGX8rWSf9OVPYJ9vVjGPa0TG+MT37Ei0VeKRPeB8zIyWxeJlpMBJsKokjwPM5lMWS7OOMyYl1Q9Ue8pxrh0J5W2BfQUFAfRos4SUswcf/zxZev1tJWrPZHoFFhLS0tEBBGXlgbr8TDlmlOuGkAi8T8238sqzqnL22hJMGd1x0OXH1K6rpUvrRP25Ze7q5YTsrvzdBxSGwEDAwORqtZYxsueX0rZbDbsA14APL2Hc3AF8+pUSfp8+MXQ1NQUEVNgGxyXRR5jY2ORIGFOJ+XLzi9SXsdJZDx5MKOaB3aSwFyWl+P82tvbw/HHd3iZ+2q7aWMQvwlOz4U2sS1+t21tbZH72Setr0roMMnPQ5vuMxgMBkNqYUyqAnxWdr3Zk0Y1ctEkzlxYn7BKEUiIasjMpEZGRiIlLDjhJjtxS6XxqrQ8pcEJS/V0EtqBpQnrvVK5D90nRiVpsAsuZsOBuLqUiQasY22h89QTJ73llD2tra2RYGefE1wzBmYPYFBgLzw9JhJNg8XHRR/1NCOXweDEr5y6ScMXWMzsobm5OVL+BN/xVCvu1blz55aVVxEZZ6J8vXSwbZLgXWwrUnmqS2T8NwGRxLx588J+83Q5p9/iEAyd1BfgZMzcR90+Xweum5XkGTNVz8b0PGkNBoPBYCAYk6qAWqzs6UY1FowvHRIsJl0+AmwFTGfJkiUiIqFIwmVVseOfrWGk6tHWONqHtYtUNrpPui0N9kmwgCKfz1eVMomRJCGvyKGxYuEEJ4flIn6lUiniI+IkoZxoFp+jo6OR88E+GDewJB24y8X6uEosoH0hHLz7/vvvi0i0Yq4OmMWxOSEv+x0BV1okDk4FtLychTmuKsG6H65ksTxuYJu6jxwK4ENc4C++gw+qo6NDRMZ/Ex/5yEci6cX4fmCfJRhwJpOJ3CPsrwU0E+XnAG8bl8YsybkD1fjNI+0m3tJgMBgMhmmGMakZhGrmw33blEqliNqOFUVgQbDUDhw4EFq97ANgJgWfRCaTCffv7OwsOw7aB8vQFi2XsEcQKs+ta9+Kb1zirDuXNF+fD/tUZs+eHQm8xCd8errMBvqIdlguzspKF3BsX7AyW/AuHxiPCdrU7IKDXcGwcRxcAzAQHV7ACWC5GKa+Nqzi86kI41gNzpmDk3UbzPbhk8I14PF0Bb0CceycFYwcYAxflC50CVYFNs7+PvabwReczWbLUmZp6JAHkXL/Jocv+MrZVDMLESfDrwXGpAwGg8GQWjQ0kwqCIJJKZbKRRjVfLfDNKbv8NexHgKWJ5KBcSiOfz4frYAnCbwVgW+2Lwj5s+XHJAUCXBIE1j9RMsOJxHrpN37knUTrynD3H7oAFfuhDHwpZD8pqYBuMBft2RKL+NlZDsjWu+8h+HmaRPH7Nzc0RHx6sak5TpFkKp63i9Rwnpf0a6KMrOaxGU1NTJJaOy9O7mCP7Kfn3CnaEtoaHh8OxBQthJsisVrNJoJKPJu55wddU38usgsV3uKewjytAHP1mvxLfwzoejRMY+2IX9flUYlWm7jMYDAbDYYOGZlK1siiXLyIuRY7ep1EZVSWVGjA2NhZa1bCqwKBee+01ERn3FemSEKxgY2tRl9tAG8x+OEsBrEhYtO+995432ShYC9rE97oYYdIidLrfbLnCyocyq6urS0REFi5cGI4BW78+a//DH/5wuC3HhgGc2gZoaWkJx5IZDGd30IloOb6G/T1shTc1NUUyZ4B5MBvTMVf824yLw0JbnM7J9/vW/jJfGQouU4HzGhgYCOOjcBzcM0lS9CT1TcWp/HDNAZ1hBWMJhs5ZPnBPMetsbW2V119/vWwdZjXQJs4X5zk4OBhJT5X0fJNAPzNN3WcwGAyGGYmGZlI+VMoSEZd41YdGYFBxffQl7XRFlHPJDFhg77zzjohELUJtGcIqZLUflyBvaWkJLb5KsSeaPeFYyEvny1wQZ8km8Sf4EnnC7wRllk62y3447ourmB6UfxgfHi9mOq5z8I2xKy8bx0Mxs+K8ifqYsLZZ+ehiYb7fIFiLq0Q8Kx0B9IXjz1xwJfHVxx8eHo6wVo6L4jyQcfCdp1YE+pg0n9/AwEB4X3HCZs6fqEu2oA2MTyXgN7R///6ImhOYjJIdk6Xum5EvqekKwE3bFOBEKLV+GPIDhSXhe/bsEZHxhLP5fD7yYuMKsPxA0A86tMsOa3bYa+cwT1/6HL06dU4luMYLDxgWRbDEftasWZGHEgslOIlnNpuN7INtuT4Sv4B0qACnsAHwUsH0nO4DB/FyMKyWqLv67QJnUtfHq4RsNhvuz1nC0QZPxxUKhUjVaE5KzHL15ubm8L7ytcv3ks627pLOJwULTNgwKZVKkb7oaWuRcRETAt711Duq98KYRPtcgw1tzps3LxJMDkxkmi8OtYxbOp6uBoPBYDA4MCOZ1HQhLiA27vvpgqtcgG/aT+/DSSxhib377rtl28J6bW9vDy07nnriAE0tJ+aaRRBosFUPa7+lpSVi4bFklqHPt5oEs1xiBMAypxcaGhqKSKV7enpEZHxMMEZaIs4WOh+HJdwuy5enpZiN6dRA7ETnsXaNI9/PSco58PSkD65rwpJ6AMu4H+fMmRNhHlxCBdBMlccFDI5LrGC9K8i70r3k+p7HngUupVIpnMaGuINLtWAWg++/QqEQboN+7927t2xblv+PjY1Fpj7TxKAAY1IGg8FgSC2MSf0PE3nT+4QZE/ERTQaqSTir92ELEsuw/GB1wdrbt29fxBcFQQACJjm9TzabjSTN9KUtAps4ePBgmX9FZNwq5FRNcU58hitQ1ufw57IOOM7g4GDFQFz+LBaL3uSmYJksM9cpldj/wgGZzEQOHjwYGR/2lzFKpZKXFfmc65rB+9IvAVrAw+PjYjIi4wHcruP7RAqaYTGz4ABmTpyrRR0sofcxeN1n7ieYIH4bYHbz588P10FODgEF7gP89rCMtnfv3h2eD9rAJyd75t+VbpdZ8mRV6J1IKI8xKYPBYDCkFsak/ocJJUBMaKGnEXFpT5hF8HpY9zt37gytTzAAMA4ojrjsealUiljm7AeCBahVfjoQUWTcKtVSXJFyC9BVWE8fj6F9UgAsZg5khVWfy+UipTHgY4MKEuwS0IG6GB9YyOyDYsVgoVCIqNQ4rIDl5JrtVWMxJ5XuazZWyWJ2+Ub5/mKLn8tu6G2YtfI1174rXAceA4wNJ3EtFAqJ0yDpvvM6fe1Exq+tTlWFgHAOscA54/eEAqRgXO+88044swEGxeVSGIVCIfwdccl57nMtjMr1TInz2XnbqfrIBoPBYDBMEw4rJpUW1d10waXui9tW5JAlxeluYOnB8uP0OIODg5FS8BxsyGq/OXPmRNRNHFTJxx8aGorEY/mYgYav7AZ/H1fKnJV7bHGWSqXwO/bh8XG134TPFcfhwnV6rEUOXQtfMlUec30tfBazD1rtWYsVnPQ352LWAMYVY8JxVCLREioIbHWdJzNOLjCJMcLxisWit5x73Hn5GC6AvoEBzZ49O7xWSGmEfeDTXbZsmYhEy9vs27cvbEfHFerzw3iBYQ0ODkZSRDHiSs8nhes5lMlkJAiCRKmoDo+ntcFgMBgaEocVk6pG7TYZKj/X99PN4mqxgln1xH2GVQn/U7FYDP8HsA+XXdAlE8CqmEVwpgldOoRjTJhJudRqXKqAVWSwvqGyamlpCdvT63QbgFaG+VRw6CsX8WttbY349wDEVLGSEp8HDx70ltnQsVsYN5FD48jxMHEKPd+6JKzIp9SM+22gLz7/EpgOFKQ6TRa2xTKnR9LXmu9rVkVyYuN8Pu9l377zc/nnGKwUHBgYCDOa4DphZsJV6gbngz7jt8a/K5wX9oW/eGBgIJJ+ayripCb6zDMmZTAYDIbU4rBiUkkwFSq/NKGS2iqTyURytHGBOkCX5ua8bVyOgH07zc3NFY/DRfWy2WzIDsAoWOHGcJXf4KSarOYaGxuLMCeXskxknKUMDg6G/YQlCx8erGEcH/6FkZERp2pPZJwBQOWFtnSsGrMizZj0smZ71TKouHvap/zKZrPOda52NQPh9rCM8eSCjXPmzIkkAOby62Bfml3gmGAUgE/xmM/nIzFbPiWiC64kzq7jDg4Oyq5du8q+4/Z37NghIhJR8mmfFO4ZAPcOJ4zW/sYkyXQnE1Oq7nvqqafkjDPOkO7ubmlqapKHH3647Pumpibn36233hpus2rVqsj3F154YbVdMRgMBsMMR9VMamhoSJYvXy7f/OY35dxzz418z5bAn/70J7n00ksj265bt05+9KMfhctseTcSfPPtvkwU1bY9GQytkk9Axy9xtgBW+7F1l81mQ1bFCj1sw1H8LS0tkQh4zm3myjkGq5AVdD5L0JWHD59soevy5L5rqf1wIuOqu7GxsUgBQ1i0sOrZNzY2NhYp9Y59fFY3rOH+/v5IIUEeR1c+Ps7i7ctoDriYaCXEZRjgTA2ukvDMXrHMn21tbeH1wNiDtSJTA/sd9UwBMzX2b2pfIhcZZDVcEp8v/544R+bw8HCYH1NnWdH7cuyT9mlqf6Vu4/333y9b75sZ0e1NhqpP7zuRZ1jVL6ne3l7p7e31fg9pJPCHP/xBVq9eLR/72MfK1s+ePTuy7URQT3n5VAbzTtf56CmWStJZQL9UsC3Xv2HZOh6sra2t3nRIAIsG9LSL76XEzvfm5ubI1B1eGvyy4genb53IuKBCp0Lisgo4d3xi6gkPv/fffz8cDxh3eAhhWxZD6OBLX6kOrI8LwORryy8A17ZJl/VDySc4cAVyY/w4MBzXB2Oi60ohmBoBung54dnCiXRLpVIkhRYntMXxcC2SnLsrYJbHn9NXuRL28hQuPmEMcdJYYHBwMCKgiUtki+NPxzRfqoUTe/bskU2bNsmll14a+e7++++Xjo4OOf744+W6666L5GTTgAWt/wwGg8Ew8zGlwol7771X5s2bJ+ecc07Z+osvvliWLFkinZ2d8uqrr8r1118vL7/8smzevNnZzs033yw33XRTomNOtsw7TlraCEIJRiXH+NjYWMVyBC6gHRYJwJqDVYzprObm5nBbsBJMT8CCRfE2V/BhXJE+H3AcfMJixhQk+qPHgKdGfNbx2NhY2E92lHMJCHy/Z8+e0DjDuOB4YAgYEy4MqRPMApVEEXob13UXcU//8TQlwMwRaG5u9vbBl6TWxXh5Kg9jomXXzNh4DFhePjw8HF4nnn7jIGjXmDAb8T0fXOfPrNUloOB+MyvicjmALsMC6Glyffy48ILJnOaLQzXBvFP6krrrrrvk4osvjsTQrFu3Lvx/6dKl8vGPf1xOOOEE2bp1q6xYsSLSzvXXXy/XXHNNuDwwMBDmrjIYDAbDzMWUvaSefvpp2b59uzzwwAMVt12xYoVks1nZsWOH8yXV2toaKWLmw2Szm0ZkSxNFJYvPBWwLS499OBhHSISz2WzIHrgECFgDWBOkwsViMWQebCX6pMG6L2Ay+GTBBM5Bl3Pg+85XHHB4eDhSBoMLQL7xxhtl5zk0NBTuAykxrHme0uayC4VCwZs4NM4/WykolbfTLMIXDI3xdI25j2lwG5lMJmwHDJeNW9c58D2Ke4VFNxjXoaGh8L7DcXxjgH3BvHW7Eylh4Qv61uPH5UN8AchJgoeZQbl+z3Esq96Ysifwhg0bZOXKlbJ8+fKK227btk0KhYJ0dXVNVXcMBoPB0IComkkNDg6G6eFFRPr6+uSll16S9vZ2Ofroo0XkkBX4+9//Xn76059G9v/3v/8t999/v3z1q1+Vjo4O+cc//iHXXnutfPKTn5TPfvazNZ/IVDOemZac1meRaVTDqDiYF4zKV95bW+gs+eWkq1g/MjLiTYya5Pr4LEkuu6GTxTJbYbakixZiHX9iH2yrE79y6RFsCxbp67tLVu47X0DL8Rm+VFHZbDY2fZTex3dcDR/7a2lpiTAzHEenQRIZvx9dpU60clJkfFz1fcNsFe371HfadzKZv/9qfIc8Y+DbzrUuCYMCakkiPNWo+iX1wgsvyOrVq8Nl+IrWrl0r99xzj4iIbNy4UYIgkIsuuiiyfy6Xk7/85S/yi1/8QgYHB2Xx4sVy2mmnyY033uj9ARkMBoPh8ERTkERekTIMDAzI/Pnzw2wVjYJ6JJitFknS4DBaWloiAbOwejHvj8SZnK5Gt8vz75zmZWBgIKJUAnxpd7LZbPgdrG3E1IA5dXR0lPVVx49wsC3uN50SCn3mGC4o83SZbr08PDwcYVuVVGrawq3EoFz+J18BSIBLXrS0tIS+Ifbhsc8ozmLnpMQYK81YWc2H9FH4BHQb7DsEC4PvEmwJ91gQBJEUVxxozj7S/v5+2bNnj4iMzxD4Ats1KinlavmtMfT9UilpQFz83HQzJ328/fv3h8paF9L9xDQYDAbDYY0ZmWC2GotlOpGWfsTBZVH5Mk/A2isWixHLn9O2gCnAYspmsxEWDIuWGUgSRZXPEiyVShFr25eA1VXIzqVy09BZMzjRK8DpizTT4tgWV6kRF+LGguOXNMv1WehcHgNsJZfLRZgoqyO5tMXBgwcjxSHBWjkGCtC+KihAXemqNDKZTBjzBPUj+goWhHb1veaL92LgeENDQ5HsKBO5Pkn8SpXUg3F+Yp+/ttJ2taIWf301cVLpf2oaDAaD4bDFjGRSU8FYJkvdN5NUgq58fwxmD1jWqjFf8lGOcSkWixEfjS8HnWZ2zCzAdGDNo0+67EeleBRWosUl7eSsGJo9JYlh0du5UIkd6e34vmMGpX1RIofOD35EZlRcYBDjOnfu3HA82J+EbXm8XHFfXATTVf4F489sFQBzB7PS46j9oiLj/itWYY6OjkbKoPC9Wk3cVByzSfpccM1qVHvvaPY/EUz1s2xGvqSmApN1IRr55RSXUsc3/eB7yOtqp5WksvpHVulhDuj+VEqZxCloWlpawmkknxSds6E3NTVF0uj4knfy8ZKcD0O/cDhBqmtbgF9K+OSpNbxM2traIi8uvCxYuq0rD+N/Ph6AFwTG7MCBAxXHjbOHa1EM2se0HlfmxctqaGgoMtWIl6Bv/HRiYzYq4sQrSQJvXftpJAkVietHXNu1ohZDeyLGeeM+MQ0Gg8Ew42FMqkrMpOm6pEgSOMvTbVyzx9eWRi0pX3yIE0Hw1A1boTrIlq+zj1npdliC7pOTJzkfXwqdTCYTmaLzyfBd0mRmTq7UUCKHmBSzEv2dXtZ95XpLnFIpjjX52DKm3xAqoIF1/J2rj7h2aA/TfMzUNOvnKehK1801lTYZTCaOaVUTVJ30OHGptap5Fk7keXn4PGkNBoPB0HCYcUyq1oDZpFaBK/2I67uZjGpSp9TiUGandJJ9GGijUChE2qtUmkEXMGRHPAeAgi2NjY1Fis6x1J0ZVZKx4SBpvZ6LBFYKtg2CwBv8zr4onQKJGRQzMxfb0yVM9LaAS0SC6wAwQ3SlbkKQOPoGX5cO3hUZH/vW1tbwOPhkZgXocIBaErD6fifV/H4qbVPLLEMSTDU7qgaHx1PVYDAYDA2JhmdSbH273u5JWFIlqyDJHO3hgriAXx+qkVD71H1xxfR8yGazETUdK8FYmRgEQahcY6k5LHPNoEQOqdPAzDgglxPOYr2WDfvGj1kE+prL5SL+FvSZU1O51H3M6pix6X0gQef0SGiDGdvw8LDXlwZgXyjrdAA0lzrxjVGcOhLL8FFB3VcoFMLrA+aEQGD40TBGujhinOLUddw4VKP2S4rJkpOnEYfX09VgMBgMDYWGZ1LTNXdqDCoeE/HP+axutlZrKTRXKBQiSjIsc/oiDWYjYEnclv5kdsJlPdgX5fInMJPx+Z3a2tpClrBgwYKyfcBstB+Gj8OqOmZqeqw5GJoT9cIPhIKD2WzWW6wPwNiAvQwPD5cFU4uMjzkH8eqxARvmkha4tlgPNigyPoacOgnL6AcHoPO4xCEJs5lM5pN2FmVxUgaDwWCYkWh4JjXdOBzjpGpBLXEkSdqslJzTZemywgwWOvtStIIO1nRcuiX9WSwWvZZ4JQWi/p8VbegjWBMYVTabDVMOwd+CJK7wm6FvaMOlTMU5Y0zi2CX292WTwPLIyEhZjJEGKzax3ejoaFn6K9c+rlgx9IUTlWLs4W/S6j9cH1Zf4pNTeZVKpcT36mT6mWYSLE7KYDAYDDMSM4ZJTRfDcVmjxqqqR5L8ZXEZJ2rJG8ZZMNjPpOOp4OtgNsIMS1v/XPQQlnpcqRHOxMC55sCgWFmnt+nu7i5r05cRQDMU7afSy5xRoVAohCo4HNtXylwzEPbHgenwuGrWiW19jIoLGI6MjITrmOFy8licQyaTCfdBIUMsgwm7ChpW8kWlmTlN97Nxssdixryk6vGimIhs3RBFNWlkJiPhpg74FSmf0kNlVzwoOXUOv6REotNFvnRIcdN8ECN0dnaKSDSZq35wYhtO1spiBT2FyC9ZPh+8FPU0HdZxsCtebPoFwN+xAAXjij7ipTU6OhqZfgPQPo+frvPE9wqmRfFy14G7eBlxUK+v2m4aKtlOBFP1/PG1O9kvK3t6GgwGgyG1aGgmFZfmpVr4LPMJSSeNQU05qiltwNv6pv+am5tDCx2MgtMSsbVdKpUisu5KpTqy2WwkoSvED2BHkE6DzWjRAtahDf5kpqjZkavshW5fszFsgz7x2LCkP5fLRdoFwHD0WAM+wQRDH8dX5gUM6v333xeRcrk5j0c1DAo43AQSSZI9T9WY2FPUYDAYDKlFQzMpzaK05exzvNeSFsnYUGPBda19MvK4NlyVT+MwNjZWVRkHAMwCiVI7OjpEZLyiLdgS9tFpfrjoINhCf3+/iESl4s3NzSFrgG8K7aEtbAvWpNkg+5G4Iq9OuusTVTD7Qj80WHDCx0dfgyAoCwEQGR97SM8B3k6vq4ZBTRdzSqs/Oy7tXBJmpffX1y/2mDX11GAwGAyGaUBDMymReMUUL6fVOjFMPlzWWyVG5bo/KrEv13o+DluL8G9lMpnwf7AQlp6DNYDZtLe3i4jIwoULw31ZnQZ/jCutFKc2wjKXE9H+Kx4/TruEZe2bYl8U+objgu2B2bS0tER8UEmYjs+K53N3XackzClu/6lEIyuHJ7tP6TtDg8FgMBj+h4ZnUmm0JAzpgi91ErOkOHWSjx1hOa4MejVlvTm+CGq/j33sY2Wfs2bNCv05YFJY1rFbum+FQiESxMtJXTluqlgshv3nwogAJ8Vta2uLpFlixoN9EOR78ODBSCJe7j8Ql6CXkeSa+jDdbMWV9suHWoLZq9knbltfQcskMxO1wJ7wBoPBYEgtGp5JVYPJjIEyNB6SJKP17QPA2q8lJsSlEOSS71zw7+ijjxYRkRUrVojIeCaKQqEg//rXv0RkXMkGRsWJblmF5zofFPiDfwl91b4psB72L3EKorGxsUj5dvSNVX4uBspppYBqMpJwWz7/YBJMlz+qlufQRJTLtR7bN4Y+LcBEYU9ng8FgMKQWM45JJZnXrVfCxVrKU8zkstD1gu/6V1Pini10F3xsSxcYBFvg4n3INAE1H2eEyOfzofIPRQ/BnMCkwFb0eUFVxxk0APiSoDbU7aFvYGScnUInnuV13Df2WRWLRa+KLy7+LCkzSpOCL8nzJ2kGnLi4JWA6fWpJj9vc3Jw4TqqhX1KutEjTVak3CVzTE5Wc6LX03zeVkfaXW72nW6sZe9+PKS6zeaUHTaFQiNRBwssBLydsu2/fPhEpT7aKpLd4WeGlwVOSXNNJg0UP3Efdd36x8XSiPi8cEy8j3xSrnkL0pSeqJC+PQxJRzHRjIs+o6X6+VaqWXetxx8bGIve+t93ErRoMBoPBMM1oaCZVKyZNGjkJFouPFWnLr5I145u2ipsqrDeLqfexXYhLSjsZjmVAM1+wBwgXkBB19+7dZW1hmk73A4IJTgWkJeci5amImPWAdbFgQ9dW0gxJJJpolms6FYvFCJPCMqxnTlKbohJPswAACxZJREFUz+dj625NFGlgUJOB6frdxk1jJxWhTESsopGup4TBYDAYDAoNzaRqLdMxFQzIBV/gp29dte1W8/1kOFOn2opLA7vT/XCt86XYqkawo8tggFGAuYCVvP7662XLKIYIDA8PR4oroi0wKvZFcRCuyDjTQRtcFbdQKDhFGyLjcnVXyQu0g/scxQ4hlMCnFnlUWzJDj/lMYUpAWn4LgL4GSZMvxyV5FkmeYLYhX1KYMkjqeJvKPiTZxtVf3zlUWk5ynKTf1YqpHvd6XtdK8F3TIAi8/fZd0yAIIg9i31QdZ5HI5/PeKTRuAxgdHQ235RcmPxRdmchhFKINbMvxU6VSKdIHzibhUu7Fja0LeszTfM9MBEnvqck+TjXPoUp99F2npNeuKWjAq/v222/L4sWL690Ng8FgMEwQO3fulEWLFnm/b8iXVKlUku3bt8snPvEJ2blzZ5g5ulEwMDAgixcvbri+N2q/RRq379bv6Uej9r3R+h0EgRw4cEC6u7tjpzUbcrovk8nIwoULReRQaYNGuCAuNGrfG7XfIo3bd+v39KNR+95I/Z4/f37FbdLhlTMYDAaDwQF7SRkMBoMhtWhev379+np3olY0NzfLqlWrvHnI0oxG7Xuj9lukcftu/Z5+NGrfG7XfcWhI4YTBYDAYDg/YdJ/BYDAYUgt7SRkMBoMhtbCXlMFgMBhSC3tJGQwGgyG1sJeUwWAwGFKLhn1J3X777bJkyRJpa2uTlStXytNPP13vLpXh5ptvlk996lMyb948WbBggZx99tmyffv2sm0uueQSaWpqKvv7zGc+U6ceH8L69esjfers7Ay/D4JA1q9fL93d3TJr1ixZtWqVbNu2rY49HsdHP/rRSN+bmprk8ssvF5H0jPdTTz0lZ5xxhnR3d0tTU5M8/PDDZd8nGeN8Pi9XXnmldHR0yJw5c+TMM8+Ut99+u659LxQK8r3vfU+WLVsmc+bMke7ubvnGN74h77zzTlkbq1atilyHCy+8sG79Fkl2b6RxzEXEec83NTXJrbfeGm5TjzGfLDTkS+qBBx6Qq6++Wn74wx/Kiy++KJ///Oelt7dX3nrrrXp3LcSTTz4pl19+uTz33HOyefNmKRaLsmbNmrC4HfCVr3xFdu3aFf498sgjderxOI4//viyPr3yyivhdz/5yU/kZz/7mdx2223y/PPPS2dnp3zpS18KSzHUE88//3xZvzdv3iwiIuedd164TRrGe2hoSJYvXy633Xab8/skY3z11VfLQw89JBs3bpRnnnlGBgcH5fTTT5+SgoFJ+z48PCxbt26VG264QbZu3SoPPvigvPbaa3LmmWdGtl23bl3Zdbjzzjvr1m+g0r2RxjEXkbI+79q1S+666y5pamqSc889t2y76R7zSUPQgPj0pz8dXHbZZWXrjjvuuOD73/9+nXpUGXv37g1EJHjyySfDdWvXrg3OOuusOvYqihtvvDFYvny587tSqRR0dnYGt9xyS7ju4MGDwfz584Nf//rX09XFxLjqqquCY445JiiVSkEQpHO8RSR46KGHwuUkY9zf3x9ks9lg48aN4Tb//e9/g0wmE/z5z3+uW99d+Nvf/haISPDmm2+G677whS8EV1111VR3zwtXvyvdG4005meddVZw6qmnlq2r95hPBA3HpEZHR2XLli2yZs2asvVr1qyRZ599tk69qoz9+/eLiEh7e3vZ+ieeeEIWLFggxx57rKxbt0727t1bj+6VYceOHdLd3S1LliyRCy+8UP7zn/+IiEhfX5/s3r27bOxbW1vlC1/4QurGfnR0VH7729/Kt771rbLimGkcb40kY7xlyxYpFApl23R3d8vSpUtTdx32798vTU1N8uEPf7hs/f333y8dHR1y/PHHy3XXXZcKJh53bzTKmO/Zs0c2bdokl156aeS7NI55EjRc7ox3331XxsbG5Kijjipbf9RRR8nu3bvr1Kt4BEEg11xzjXzuc5+TpUuXhut7e3vlvPPOk56eHunr65MbbrhBTj31VNmyZYuziup04MQTT5T77rtPjj32WNmzZ4/8+Mc/lpNPPlm2bdsWjq9r7N988816dNeLhx9+WPr7++WSSy4J16VxvBlJxnj37t2Sy+Ui1XrT9hs4ePCgfP/735evf/3rZVm5L774YlmyZIl0dnbKq6++Ktdff728/PLL4fRsPVDp3miUMb/33ntl3rx5cs4555StT+OYJ0XDvaQALh0fBEHN5eSnGldccYX8/e9/l2eeeaZs/QUXXBD+v3TpUjnhhBOkp6dHNm3aFLnJpgu9vb3h/8uWLZOTTjpJjjnmGLn33ntDR3IjjP2GDRukt7dXuru7w3VpHG8fahnjNF2HQqEgF154oZRKJbn99tvLvlu3bl34/9KlS+XjH/+4nHDCCbJ161ZZsWLFdHdVRGq/N9I05iIid911l1x88cXS1tZWtj6NY54UDTfd19HRIc3NzRHrZe/evRHrMw248sor5Y9//KM8/vjjsdUnRUS6urqkp6dHduzYMU29q4w5c+bIsmXLZMeOHaHKL+1j/+abb8pjjz0m3/72t2O3S+N4Jxnjzs5OGR0dlQ8++MC7TT1RKBTk/PPPl76+Ptm8eXPF2kYrVqyQbDabquvA90bax1xE5Omnn5bt27dXvO9F0jnmPjTcSyqXy8nKlSsjNHXz5s1y8skn16lXUQRBIFdccYU8+OCD8te//lWWLFlScZ/33ntPdu7cKV1dXdPQw2TI5/Pyz3/+U7q6usLpAj32o6Oj8uSTT6Zq7O+++25ZsGCBnHbaabHbpXG8k4zxypUrJZvNlm2za9cuefXVV+t+HfCC2rFjhzz22GNyxBFHVNxn27ZtUigUUnUd+N5I85gDGzZskJUrV8ry5csrbpvGMfeijqKNmrFx48Ygm80GGzZsCP7xj38EV199dTBnzpzgjTfeqHfXQnznO98J5s+fHzzxxBPBrl27wr/h4eEgCILgwIEDwbXXXhs8++yzQV9fX/D4448HJ510UrBw4cJgYGCgbv2+9tprgyeeeCL4z3/+Ezz33HPB6aefHsybNy8c21tuuSWYP39+8OCDDwavvPJKcNFFFwVdXV117bPG2NhYcPTRRwff+973ytanabwPHDgQvPjii8GLL74YiEjws5/9LHjxxRdDBVySMb7sssuCRYsWBY899liwdevW4NRTTw2WL18eFIvFuvW9UCgEZ555ZrBo0aLgpZdeKrvv8/l8EARB8Prrrwc33XRT8Pzzzwd9fX3Bpk2bguOOOy745Cc/OaV9j+t30nsjjWMO7N+/P5g9e3Zwxx13RPav15hPFhryJRUEQfCrX/0q6OnpCXK5XLBixYoyaXcaICLOv7vvvjsIgiAYHh4O1qxZExx55JFBNpsNjj766GDt2rXBW2+9Vdd+X3DBBUFXV1eQzWaD7u7u4Jxzzgm2bdsWfl8qlYIbb7wx6OzsDFpbW4NTTjkleOWVV+rY43I8+uijgYgE27dvL1ufpvF+/PHHnffG2rVrgyBINsYjIyPBFVdcEbS3twezZs0KTj/99Gk5l7i+9/X1ee/7xx9/PAiCIHjrrbeCU045JWhvbw9yuVxwzDHHBN/97neD9957r279TnpvpHHMgTvvvDOYNWtW0N/fH9m/XmM+WbB6UgaDwWBILRrOJ2UwGAyGwwf2kjIYDAZDamEvKYPBYDCkFvaSMhgMBkNqYS8pg8FgMKQW9pIyGAwGQ2phLymDwWAwpBb2kjIYDAZDamEvKYPBYDCkFvaSMhgMBkNqYS8pg8FgMKQW/w/rv5u+QoOhbQAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create the histogram\n", + "plt.figure(figsize=(10, 6))\n", + "plt.hist(im.flatten(), bins=256, range=(0, 256), edgecolor='black')\n", + "\n", + "# Labeling the axes and adding a title\n", + "plt.xlabel('Pixel Value')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Pixel Value Frequency Distribution')\n", + "\n", + "# Display the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrBG', 'BrBG_r', 'BuGn', 'BuGn_r', 'BuPu', 'BuPu_r', 'CMRmap', 'CMRmap_r', 'Dark2', 'Dark2_r', 'GnBu', 'GnBu_r', 'Greens', 'Greens_r', 'Greys', 'Greys_r', 'OrRd', 'OrRd_r', 'Oranges', 'Oranges_r', 'PRGn', 'PRGn_r', 'Paired', 'Paired_r', 'Pastel1', 'Pastel1_r', 'Pastel2', 'Pastel2_r', 'PiYG', 'PiYG_r', 'PuBu', 'PuBuGn', 'PuBuGn_r', 'PuBu_r', 'PuOr', 'PuOr_r', 'PuRd', 'PuRd_r', 'Purples', 'Purples_r', 'RdBu', 'RdBu_r', 'RdGy', 'RdGy_r', 'RdPu', 'RdPu_r', 'RdYlBu', 'RdYlBu_r', 'RdYlGn', 'RdYlGn_r', 'Reds', 'Reds_r', 'Set1', 'Set1_r', 'Set2', 'Set2_r', 'Set3', 'Set3_r', 'Spectral', 'Spectral_r', 'Wistia', 'Wistia_r', 'YlGn', 'YlGnBu', 'YlGnBu_r', 'YlGn_r', 'YlOrBr', 'YlOrBr_r', 'YlOrRd', 'YlOrRd_r', 'afmhot', 'afmhot_r', 'autumn', 'autumn_r', 'binary', 'binary_r', 'bone', 'bone_r', 'brg', 'brg_r', 'bwr', 'bwr_r', 'cividis', 'cividis_r', 'cool', 'cool_r', 'coolwarm', 'coolwarm_r', 'copper', 'copper_r', 'cubehelix', 'cubehelix_r', 'flag', 'flag_r', 'gist_earth', 'gist_earth_r', 'gist_gray', 'gist_gray_r', 'gist_heat', 'gist_heat_r', 'gist_ncar', 'gist_ncar_r', 'gist_rainbow', 'gist_rainbow_r', 'gist_stern', 'gist_stern_r', 'gist_yarg', 'gist_yarg_r', 'gnuplot', 'gnuplot2', 'gnuplot2_r', 'gnuplot_r', 'gray', 'gray_r', 'hot', 'hot_r', 'hsv', 'hsv_r', 'inferno', 'inferno_r', 'jet', 'jet_r', 'magma', 'magma_r', 'nipy_spectral', 'nipy_spectral_r', 'ocean', 'ocean_r', 'pink', 'pink_r', 'plasma', 'plasma_r', 'prism', 'prism_r', 'rainbow', 'rainbow_r', 'seismic', 'seismic_r', 'spring', 'spring_r', 'summer', 'summer_r', 'tab10', 'tab10_r', 'tab20', 'tab20_r', 'tab20b', 'tab20b_r', 'tab20c', 'tab20c_r', 'terrain', 'terrain_r', 'twilight', 'twilight_r', 'twilight_shifted', 'twilight_shifted_r', 'viridis', 'viridis_r', 'winter', 'winter_r']\n" + ] + } + ], + "source": [ + "print(plt.colormaps())" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cmap_name = 'Paired'\n", + "# Reshape to a 2D array (gradient image) with shape (1, 256)\n", + "gradient = np.arange(256)[np.newaxis, :]\n", + "\n", + "# Display the gradient image using the specified colormap\n", + "plt.figure(figsize=(8, 2))\n", + "plt.imshow(gradient, aspect='auto', cmap=cmap_name)\n", + "plt.colorbar(label='Pixel Value')\n", + "plt.title(f'Colormap: {cmap_name}')\n", + "plt.xlabel('Value')\n", + "plt.ylabel('Intensity')\n", + "plt.yticks([])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "ets = lambda v: int(v/65535*255)\n", + "ste = lambda v: int(v/255*65535)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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e9BsBm5KeYT7PzpVt2LBBI0aM0LXXXpt2vZMnT+r48eOqrKz0qigAgIDyJEn19PRow4YNWrhwoc4778s/0dnZqfr6es2bN0+VlZX64IMP9MADD2j48OG64YYbvCiKL9yYzqPve9hNO5lGF6Z7jVvc6HtINz1Kqm1baC1xO9sxSCMcMx2bQ9fMtL0Pg/B54R5PKqlt27bp2LFjuu222+KWDxw4UAcOHNDzzz+v06dPq7KyUjNmzNDmzZtVWlrqRVEAAAHmSSU1a9YsJRs0OGTIEL3xxhte/MmC1pse3Gg5e9EK7ds6ziVF5pKGMl0InK18X5Bt95q7oLMz4WgqXCdVXLjBLADAWEV9g9lspGvZ5mtq+UyJKlkr3OsWZ74+e7EptETl9ucJUr8cskOSAgAYiyQVAIn9LHZbjflsXebSx4AvOUnHhcCtPkQSVeGiksqg0L4UTOHWl1O+Blv4/eVXaMdh4vbM5vP5vU+QH5zuAwAYiySVIAgtVtNObVwxe2qsTF6c9uv7nonvn+nvpEtJ+b4A2I2LrPue9jNl/7uh7zFkZ10UD5IUAMBYJCnkLJ/pM4gDM3K58W8qhZgmMs1wXYifGZmRpAAAxiJJJSjUob6myKUf6My9DYFKUl4cQ8WYKorps6I/khQAwFgkqRQytd7ylbSSJY9cWpb5msbDq5Fz6abxSMbJFBDJZLMNCiGF+zndC9AXSQoAYCySVIHLNI17upRhd5oKJ9e4uC3TdVnZpKhsk0EhJKheTvpmi7GfDPlDkgIAGCtkJZud0HDRaFRlZWU6HKlS6QD/6tlMKSUX6RKA3RZrNpMROkkeycqRquXtVSvbzfSSr74+t3g5gWW6O1sU4zVccF9HT48uaT2h9vZ2DRs2LOV6nO7LQeIpEVPuBO7naad8f0H5/YVYSKf4pP7bM9uBI37vFxQOTvcBAIxFkgqQbIbF+53q4IyT6UOAYkCSAgAYiyTlAjf7poLUgu6b3OiDcEeQ9n86DEuHW0hSAABjkaQM4caQczvvm9jnQR+Ie9y8oDjxPU3eP04uEC8WyfqHSZXZIUkBAIxFknJRqr6pvpz2U7nd+vIiQdFC/EKqvshstrXfozKT9SnZvXg915v6Blm6Ebb002WHJAUAMBZJygPpbs6ZqYWZr1ZWsbZ08yGbbWtnypFs3zsX2dxRg2PrC6n2KYnKGZIUAMBYJCkPObkxZ7FOrpdMLp/LxNZpuhTkd9+TV0zcD/mUbL8GYaSmiaik8qjY/3EzSVU5JfuHT/WPnq9TKU4q0nRfSqbclDhRugETvVJ9rmI8zgu1wWgCTvcBAIxFkgowJ7Onevn3c+UkQdl5LvE9g9CyNzVRSfZPW/uxnU0dhGDnlJ6pZTcNSQoAYCySVJEw8dY12SQou/p2UnvRYnU6W222TNhPiUxp+ffd5n6nknwdD8WIJAUAMJbjJLVr1y6tWbNGjY2Namlp0ZYtWzRnzpzY85ZladWqVXrmmWd06tQpTZkyRU899ZTGjRsXW6erq0vLly/Xr371K3366af6zne+o3Xr1mnkyJHufKoC5UbrzJQby/b9LF72w5h8i56+n7u3jKaW1XSmpLtedkZHwh7HSerMmTOaMGGC1q5dm/T5xx9/XE888YTWrl2rvXv3KhKJaObMmero6Iits2TJEm3ZskWbNm3Sm2++qc7OTs2ePVvnzp3L/pMAAApOyLIsK+sXh0JxScqyLFVVVWnJkiW67777JH2RmioqKvRv//Zv+vGPf6z29nZddNFF+uUvf6n58+dLkk6cOKHq6mq9/vrr+t73vtfv73R1damrqyv2OBqNqrq6WocjVSodUDxnLIM+ik/yZ4r7xHRi0jVU2fYVmpYcvOBkOwZhe5g0KtIEHT09uqT1hNrb2zVs2LCU67n6Dd/c3KzW1lbNmjUrtiwcDuuqq67Snj17JEmNjY3q7u6OW6eqqkq1tbWxdRKtXr1aZWVlsZ/q6mo3iw0AMJSro/taW1slSRUVFXHLKyoqdPTo0dg6JSUluuCCC/qt0/v6RCtWrNDSpUtjj3uTVLEgQeUm3/1vqbZbNjccLhbF0G9TrIkpV54MQQ+FQnGPLcvqtyxRunXC4bDC4bBr5QMABIOrlVQkEpH0RVqqrKyMLW9ra4ulq0gkorNnz+rUqVNxaaqtrU3Tpk1zszgFwU4CcbM1nq/Wnp93Vkjcpib1UWVSaK3xYkhQyI2rfVKjR49WJBJRQ8OXX5pnz57Vzp07YxXQpEmTNGjQoLh1WlpadPDgQSopAEAcx0mqs7NT7733Xuxxc3Oz3nnnHZWXl2vUqFFasmSJHn30UY0ZM0ZjxozRo48+qvPPP1+33HKLJKmsrEy33367li1bpgsvvFDl5eVavny5xo8fr+9+97vufbKAy9d1RL28aqHbnXI8H1L1Tfl9t4JilMtxkezMQRD2YabUaHLZ/eS4knr77bc1Y8aM2OPeAQ0LFy7Uc889p5/97Gf69NNPdeedd8Yu5v3d736n0tLS2Gv+4z/+Q+edd55uuumm2MW8zz33nAYOHOjCRyo8mW4+mu4f3JSZgIMgaDelLQTZNFr8vhDdKSqn3DiupKZPn650l1aFQiHV19ervr4+5TqDBw/Wk08+qSeffNLpnwcAFBFuMGuoZNNwOJ3OIV1LM9+tN5OmoLDTEnfz9JEbU6oUSmubgRJwqnhu1wAACBySVAAlJgA7KSXfLfEgtJidJKpefiWaIAwMcMKt6VgKYRAMfaHpkaQAAMYiSRnuitlTM6aSoIxyKgRBbKkXIxP2EzeUdQdJCgBgLJKUB9xuQTE1dX55NVGiG6P8TEgIJjH5mqlMNxpmH9pDkgIAGIsklaV0reFUI5d2v/bHvF93w6g+b+TSGnYzUSV73yBwes0fihdJCgBgLJKUTXZavZlahUPXzMzLnQxMbFE7aTn73cp20r+Rbn+m2i9epU36Or5k8jYwuWwmClnpbsRnqGg0qrKyMh2OVKl0gDdhMNUXSd8vzly+THtfW6gHrJ3tl0o2Fyu7wcTOdzeYeIy5dXf8xH1m4mdNJV1jJUifI1sdPT26pPWE2tvbNWzYsJTrcboPAGAsTvclcNLCo9PXub4t32ymHvGiLIW+H4NwGjBZis20Xwo1+Ur2TwmbvE/dQpICABiLPqn/49cMssXaNyW5M+WI0/ey+35+c3KRauJnN2mKlkzcGkRi2ueyw+0BNEHbBvRJAQACjz6pBIXeP2GSVH1C2fQVBSEdZSPVNjhzb0NWx6pp/VPZDMs3pezZyuZylkI9vu0gSQEAjEWSUm5TtDtRzK2hdFJtF7ZXasmOT7cuQvZD33IU8xQXuXzvBOGi/myQpAAAxiJJyd7Egk6QAL7k9a2A4M7xZlIrvFASQCqp/ifsXJNZjN8tJCkAgLFIUglyuQ8f/ONG67tvyzbVRJNeJ8N8jy4l4Zoj2d1YnHy3FGoCpZJK4OTmptlUTqaf/spmnqJ0X+5238ME6cqY+Jydu54D2bL73RKE/6tccboPAGAsktT/SZVwiuUmpOk4SQjFPHw41Wd0sv38mqYkkYmzPheaXM6qFNO2J0kBAIzFDWZTyDRpXy79UfmU6aLNXFpxfd870/sUU8svlWy2dRBuDcW+zU0x3RKqL24wCwAIPJJUBkG8nX5vmZNNdZ9KLrfZIUk541Wi8vtSCPZx7ky7XZWXSFIAgMBjdF8eed06SpagemXTl+bmdAHF1ELMxM7NVBMlG2XqZnKys6/TTRsCd/D/0R9JCgBgLJJUBqluj5PNa73ipEzFfL2XiZxeK5NrarG7/zlOYArHSWrXrl267rrrVFVVpVAopFdeeSX2XHd3t+677z6NHz9eQ4cOVVVVlX74wx/qxIkTce8xffp0hUKhuJ8FCxbk/mkAAAXFcZI6c+aMJkyYoB/96EeaN29e3HOffPKJ9u3bp5UrV2rChAk6deqUlixZouuvv15vv/123LqLFy/Www8/HHs8ZMiQLD9Cftlp+fqVoPy8O4Hp9yQ0Xb63H3dSQVA4rqTq6upUV1eX9LmysjI1NMSfjnjyySf1zW9+U8eOHdOoUaNiy88//3xFIhGnf94YdHBmhwEU6dndLtlWZomnC7OprII0UMKkebKQHc8HTrS3tysUCumrX/1q3PIXX3xRw4cP17hx47R8+XJ1dHSkfI+uri5Fo9G4HwBA4fN04MRnn32m+++/X7fcckvcxVq33nqrRo8erUgkooMHD2rFihV69913+6WwXqtXr9aqVau8LGqgpGpF22nhphqKnutpH6ct+76nCOFcum1XTKdcOe4Kn2eVVHd3txYsWKCenh6tW7cu7rnFixfHfq+trdWYMWM0efJk7du3TxMnTuz3XitWrNDSpUtjj6PRqKqrq70qOgDAEJ5UUt3d3brpppvU3NysP/zhD2lveSFJEydO1KBBg9TU1JS0kgqHwwqHw14UteikSlt2+iZyubluL1qx3vE6QZnWF2Xn8ya7SJl+0WBxvZLqraCampq0fft2XXjhhRlfc+jQIXV3d6uystLt4gAAAsxxJdXZ2an33nsv9ri5uVnvvPOOysvLVVVVpX/8x3/Uvn379Nprr+ncuXNqbW2VJJWXl6ukpER//etf9eKLL+r73/++hg8frsOHD2vZsmW69NJL9a1vfcu9T1aAMg05z1dLN5tEZeKFzb0KpUWdzTB2N4agm7xvEXyOK6m3335bM2bMiD3u7StauHCh6uvr9eqrr0qS/uEf/iHuddu3b9f06dNVUlKi3//+9/r5z3+uzs5OVVdX69prr9VDDz2kgQMH5vJZAAAFxnElNX36dKWb3SPTzB/V1dXauXOn0z+LPry8APPMvQ2Ob52TLlHRykauskmGvcdkumOTvqlg4AazAABjcYPZAPL6ljZuvH++piVJlCzdZeq7K7QWtRu3WDJhJF8ufWtujESFGUhSAABjMX18gDhJD27IlKSS/T0v00i6lnU2qS+x/IWSpHrlu5/Ore2Xqdx9j3e7+93O/0ah7X/T2Z0+ntN9BSSX2XeTnR4zcYh5IjdPeRbKab+gDyJJdboy1Sk9p1Id34Wy/wtN8cQQAEDgkKQCJFOHeDan+5K9xun7+DVIwsu/F8TWdDa3CUrk5LSYV8nDi/3NvFnBRZICABiLJBUgbiaoXPiZMvLVIk61rYOYsHrZ2XZO+iODvC0QHCQpAICxSFIB4sZFmkHi9edMTA3JkkaqEWCJTE4V2aTPYrgYthg+YyEgSQEAjEWSCqDEVrvXicPklOAGN/q5nOyDIIyGA0xBkgIAGIskVQDc7KsyITWZlAy86Ldw6/qifGynoWtm+jZ6NPHzeX1jZZiJJAUAMBZJqoDkkqhMSFC90n0Ov1rTpo0EMylt5lu6aVhyYcIEnSb9H5qCSqoAJTvQC+1LLYinfkz6ArK7/UyplAtBof0P5gun+wAAxiJJFQmTWvF25XuofTpBThRBLbud09eJn81OsvZye/Qta6b/uWRlZbqQ/khSAABjkaQQGFfMnhro8/omtpKDMLGlkwFBqfra0n1ONz5XurIF+Zg1AUkKAGAskhQCJbFVnU2fhBNB7c/xgt9J0EkfZb6mGiFBeY8kBQAwVsiyLMvvQjgVjUZVVlamw5EqlQ6gni1mqVqruSYqLxOUW0nE75Z6qmRjUp+b19zYB8kuFC+GbdjR06NLWk+ovb1dw4YNS7ke3/AAAGPRJ4VAy+ZmpEG8W4WJ/E5yfnLzs9PvmR5JCgBgLJIUCkKmROWUaTeUzTcnKTNxG+1+7Y8Zr20Kep+Lm9PjJL4n4jFwAgXJzpdHLl/E2fDqSyjTZ3VS4bpxCjQIFwi7rVDmcssnBk4AAAKP030oSE5uTurVAAq/W8Z+DQzpO5tvsZ82tcPv48R0JCkAgLFIUiho6W5Km03ScHLjUtPkM1nZTVDFeAFwr2L8zNkgSQEAjOU4Se3atUtr1qxRY2OjWlpatGXLFs2ZMyf2/KJFi7Rx48a410yZMkVvvfVW7HFXV5eWL1+uX/3qV/r000/1ne98R+vWrdPIkSNz+CiAM05SUKoUYvItbfy8aDnfCTPT6Dqv94kXQ9LxBcdJ6syZM5owYYLWrl2bcp1rrrlGLS0tsZ/XX3897sBTleMAABQKSURBVPklS5Zoy5Yt2rRpk9588011dnZq9uzZOnfunPNPAAAoWI6TVF1dnerq6tKuEw6HFYlEkj7X3t6u9evX65e//KW++93vSpJeeOEFVVdXa9u2bfre977X7zVdXV3q6uqKPY5Go06LDZ+YcDFnvlq5piSoRH1TjWm3gsplm5mYWtJ9HhPLGwSe9Ent2LFDI0aM0NixY7V48WK1tbXFnmtsbFR3d7dmzZoVW1ZVVaXa2lrt2bMn6futXr1aZWVlsZ/q6movig0AMIzro/vq6up04403qqamRs3NzVq5cqWuvvpqNTY2KhwOq7W1VSUlJbrgggviXldRUaHW1tak77lixQotXbo09jgajVJRGcpua7HvevlKIJn+TjG0dDP1FZmWtJLJZj+ZMIrQ1KRtOtcrqfnz58d+r62t1eTJk1VTU6OtW7dq7ty5KV9nWZZCoVDS58LhsMLhsNtFBQAYzvPrpCorK1VTU6OmpiZJUiQS0dmzZ3Xq1Km4NNXW1qZp06Z5XRx4INcEkvh6E6Yntzv1h5/XSXmR/NwaEejFdVJufN6+N79FMHheSZ08eVLHjx9XZWWlJGnSpEkaNGiQGhoadNNNN0mSWlpadPDgQT3++ONeFwcBYOKpmd4yJX7p+lVGr09N+jl8PXH/Z/NZ01WSJhxfsM9xJdXZ2an33nsv9ri5uVnvvPOOysvLVV5ervr6es2bN0+VlZX64IMP9MADD2j48OG64YYbJEllZWW6/fbbtWzZMl144YUqLy/X8uXLNX78+NhoPwAApCym6tixY4dmzJjRb/nChQv19NNPa86cOdq/f79Onz6tyspKzZgxQ//6r/8aN9Dhs88+07333quXXnop7mJeu4MhmKrDDPkaaFDMLV4n29irm7k6TVPZ/v1U+zmX48zO6dliPr78ZHeqDsdJavr06UpXr73xxhsZ32Pw4MF68skn9eSTTzr98wCAIsINZmG8YuxDyCZBpXqca7Ky2z+V69/xawBNMR5fQcK5MgCAsZg+HllL19pP7B9xo7+kGFq6dqcVSbYd7fQdBWlqETf13TaptkExHF8mYfp4AEDgkaTgmJ0ElQ07rfxCa+16MUIy3T4o1iRlRxCOrXTHSxDK3xdJCgAQeIzug21uTsOe7n0KvbVfyHeLCDKTR/nZOWZMLn8uSFIAAGORpJA1r1rq6UayBbm1mO+pQJyMrEx1r0L4K6jTkriJSgoZ9R70fp0+CvppQL+/8J1UTonL/S57roI6LD/o291NnO4DABiLJIXAGLpmZqzVW2inNPLF6fa6YvbUnFr12ewfN1JEEAeNuJ2eCuV/hCQFADAWSQopcV48N6Zsv1xb0tn0T+XyN93oDwvSMHxTjhNTkaQAAMYiSSGl3hbtvqu+4nNJgsXJRc/5GFnmVt+E3YRjUh+Ik0SV73In247ZJr90x1HQ+6ZIUgAAY5GkkJHJ5/dNaSW62SpOxu2JDHPh97bORt/tFfTr7pKxMxWJKf8rTpGkAADGIkkBOeiboLJJTnanZE9sHfe9ZqxQeXXXi0LfbpkELVGRpAAAxiJJIaPEFq2ffVOm9Ccktu7zdbPdYuT1zW+DkijsMqn/0g1UUnDM5IEUhSqXL5pC+xIulJvfev05Mh0zu1/7YyCODU73AQCMRZKCbYktPz8Sld+nLoLYeg9aR7ldud781kScpeiPJAUAMBZJCoGW73SQqh/hzL0NxrR+C6XPJl/8TprJ9pfTRGVnYku/P2e2SFIAAGORpJCzZK04N1OF3/1QyaRr/fbyO1kFrcVc7NzuY0vc/0E9HkhSAABjkaTgmJ2LK90cpWTKBbymC2pL2RRB7bORCvs2WSQpAICxSFLIWd+WZ7JRb1JuiSpZCzGIrd1spGodF8vnT8ZOv42d4y0IySOX/58gJ8O+SFIAAGORpOAqN6/RCUJLN9+C3ir2mpPEkaqv088Eku46PCn15+v7GQrtGHGcpHbt2qXrrrtOVVVVCoVCeuWVV+KeD4VCSX/WrFkTW2f69On9nl+wYEHunwYAUFAcJ6kzZ85owoQJ+tGPfqR58+b1e76lpSXu8f/8z//o9ttv77fu4sWL9fDDD8ceDxkyxGlRUIRMayWmS47Z9Cdw77b8M3H0aKoRtHbuLFFoHFdSdXV1qqurS/l8JBKJe/yb3/xGM2bM0N/93d/FLT///PP7rYvCxZdveolfPomPC/ULyIl0p5C9OK5MGnhgQhn84unAiY8++khbt27V7bff3u+5F198UcOHD9e4ceO0fPlydXR0pHyfrq4uRaPRuB8AQOHzdODExo0bVVpaqrlz58Ytv/XWWzV69GhFIhEdPHhQK1as0LvvvquGhuRRdvXq1Vq1apWXRUWe9E0IdjqBpfy1IpO11N3426lSZLqh9dwc9kv5TlAwi6eV1LPPPqtbb71VgwcPjlu+ePHi2O+1tbUaM2aMJk+erH379mnixIn93mfFihVaunRp7HE0GlV1dbV3BQcAGMGzSmr37t06cuSINm/enHHdiRMnatCgQWpqakpaSYXDYYXDYS+KCY/YSQSZOqr9TFCZnnNy8850nd6pXlfMfRBeo380WDzrk1q/fr0mTZqkCRMmZFz30KFD6u7uVmVlpVfFAQAEkOMk1dnZqffeey/2uLm5We+8847Ky8s1atQoSV+cjvvv//5v/fu//3u/1//1r3/Viy++qO9///saPny4Dh8+rGXLlunSSy/Vt771rRw+CkyUTR9LkFKEnRFgQfo8QePkIlcnz8Ecjiupt99+WzNmzIg97u0rWrhwoZ577jlJ0qZNm2RZlm6++eZ+ry8pKdHvf/97/fznP1dnZ6eqq6t17bXX6qGHHtLAgQOz/BgAgEIUsizL8rsQTkWjUZWVlelwpEqlA7j9YBClS1b5Th5ujaQjMbnLlBGO7FdvdPT06JLWE2pvb9ewYcNSrsc3PADAWNxgFr6gdVo43L4zgxsJyklZ7I7ghD9IUgAAY5GkAGQlMYHkmoC8SC7pUl5ieUlOZqKSQtHjVkTOeLWd3HxftytQ+IfTfQAAY5GkANiS7zSS74Rr0tQc+BJJCgBgLJIU8H/om0ouX9sj1Wy0TmQzCzLJyWwkKQCAsUhSQIIrZk913IoPSms8U79L0FNk4k1jkyUrbiwbLCQpAICxuMEskEamZGFCgvI7/fSmlVwSip3tmMvnTJeoTNiHxYgbzAIAAo8+KSANk1vZpiSofHFr9CUJKlhIUgAAY5GkgAKT2EeUrM8om+nWU62bS6LKJs1kk6gY0RdcDJwADGbnizibC1jtvsbrL3dOuRUvBk4AAAKP032AgdxOUBKnvBBMJCkAgLFIUoBBMiWoXAYp9H2t3b6poWtmksDgK5IUAMBYJCkgANy+cDbfF+ImYlQf7CJJAQCMRZICDOZG4kl3EW+mvik7/VGp3jMdpmqHXSQpAICxSFKAgXJJUOmSTKrn3BzBZ2dEIAkKdpGkAADGIkkBcIWda69IUHCKJAXAVVz8CzdRSQEAjMXpPgA5ITnBSyQpAICxSFKAgRLTSTYXzJqEARPIViArqd7JhDt7enwuCeCuTzo7ki4PdZ+ztZ6pOvhfRYLe7+9Mk8MHcvr4Dz/8UNXV1X4XAwCQo+PHj2vkyJEpnw9kJdXT06MjR47okksu0fHjxzVs2DC/i+RINBpVdXV14Moe1HJLwS075c6/oJY9aOW2LEsdHR2qqqrSgAGph0cE8nTfgAED9LWvfU2SNGzYsEDskGSCWvagllsKbtkpd/4FtexBKndZWVnGdRjdBwAwFpUUAMBYA+vr6+v9LkS2Bg4cqOnTp+u884J31jKoZQ9quaXglp1y519Qyx7UcqcTyIETAIDiwOk+AICxqKQAAMaikgIAGItKCgBgLCopAICxAltJrVu3TqNHj9bgwYM1adIk7d692+8ixVm9erUuu+wylZaWasSIEZozZ46OHDkSt86iRYsUCoXifi6//HKfSvyF+vr6fmWKRCKx5y3LUn19vaqqqjRkyBBNnz5dhw4d8rHEX/r617/er+yhUEh33XWXJHO2965du3TdddepqqpKoVBIr7zyStzzdrZxV1eX7rnnHg0fPlxDhw7V9ddfrw8//NDXsnd3d+u+++7T+PHjNXToUFVVVemHP/yhTpw4Efce06dP77cfFixY4Fu5JXvHhonbXFLSYz4UCmnNmjWxdfzY5m4JZCW1efNmLVmyRA8++KD279+vK664QnV1dTp27JjfRYvZuXOn7rrrLr311ltqaGjQ559/rlmzZunMmTNx611zzTVqaWmJ/bz++us+lfhL48aNiyvTgQMHYs89/vjjeuKJJ7R27Vrt3btXkUhEM2fOVEeH/3fl3rt3b1y5Gxq+mM7ixhtvjK1jwvY+c+aMJkyYoLVr1yZ93s42XrJkibZs2aJNmzbpzTffVGdnp2bPnq1z584lfc98lP2TTz7Rvn37tHLlSu3bt08vv/yy/vd//1fXX399v3UXL14ctx9+8Ytf+FbuXpmODRO3uaS4Mre0tOjZZ59VKBTSvHnz4tbL9zZ3jRVA3/zmN6077rgjbtk3vvEN6/777/epRJm1tbVZkqydO3fGli1cuND6wQ9+4GOp+nvooYesCRMmJH2up6fHikQi1mOPPRZb9tlnn1llZWXWf/3Xf+WriLb99Kc/tS6++GKrp6fHsiwzt7cka8uWLbHHdrbx6dOnrUGDBlmbNm2KrfO3v/3NGjBggPXb3/7Wt7In86c//cmSZB09ejS27KqrrrJ++tOfel28lJKVO9OxEaRt/oMf/MC6+uqr45b5vc1zEbgkdfbsWTU2NmrWrFlxy2fNmqU9e/b4VKrM2tvbJUnl5eVxy3fs2KERI0Zo7NixWrx4sdra2vwoXpympiZVVVVp9OjRWrBggd5//31JUnNzs1pbW+O2fTgc1lVXXWXctj979qxeeOEF3XbbbQqFQrHlJm7vvuxs48bGRnV3d8etU1VVpdraWuP2Q3t7u0KhkL761a/GLX/xxRc1fPhwjRs3TsuXLzciiac7NoKyzT/66CNt3bpVt99+e7/nTNzmdgTu3hkff/yxzp07p4qKirjlFRUVam1t9alU6VmWpaVLl+rb3/62amtrY8vr6up04403qqamRs3NzVq5cqWuvvpqNTY2KhwO+1LWKVOm6Pnnn9fYsWP10Ucf6ZFHHtG0adN06NCh2PZNtu2PHj3qR3FTeuWVV3T69GktWrQotszE7Z3IzjZubW1VSUmJLrjggn7rmPQ/8Nlnn+n+++/XLbfcEndX7ltvvVWjR49WJBLRwYMHtWLFCr377rux07N+yHRsBGWbb9y4UaWlpZo7d27cchO3uV2Bq6R69W0dS19UBInLTHH33Xfrz3/+s95888245fPnz4/9Xltbq8mTJ6umpkZbt27td5DlS11dXez38ePHa+rUqbr44ou1cePGWEdyELb9+vXrVVdXp6qqqtgyE7d3KtlsY5P2Q3d3txYsWKCenh6tW7cu7rnFixfHfq+trdWYMWM0efJk7du3TxMnTsx3USVlf2yYtM0l6dlnn9Wtt96qwYMHxy03cZvbFbjTfcOHD9fAgQP7tV7a2tr6tT5NcM899+jVV1/V9u3b084+KUmVlZWqqalRU1NTnkqX2dChQzV+/Hg1NTXFRvmZvu2PHj2qbdu26Z//+Z/Trmfi9razjSORiM6ePatTp06lXMdP3d3duummm9Tc3KyGhoaMcxtNnDhRgwYNMmo/JB4bpm9zSdq9e7eOHDmS8biXzNzmqQSukiopKdGkSZP6xdSGhgZNmzbNp1L1Z1mW7r77br388sv6wx/+oNGjR2d8zcmTJ3X8+HFVVlbmoYT2dHV16S9/+YsqKytjpwv6bvuzZ89q586dRm37DRs2aMSIEbr22mvTrmfi9razjSdNmqRBgwbFrdPS0qKDBw/6vh96K6impiZt27ZNF154YcbXHDp0SN3d3Ubth8Rjw+Rt3mv9+vWaNGmSJkyYkHFdE7d5Sj4O2sjapk2brEGDBlnr16+3Dh8+bC1ZssQaOnSo9cEHH/hdtJh/+Zd/scrKyqwdO3ZYLS0tsZ9PPvnEsizL6ujosJYtW2bt2bPHam5utrZv325NnTrV+trXvmZFo1Hfyr1s2TJrx44d1vvvv2+99dZb1uzZs63S0tLYtn3sscessrIy6+WXX7YOHDhg3XzzzVZlZaWvZe7r3Llz1qhRo6z77rsvbrlJ27ujo8Pav3+/tX//fkuS9cQTT1j79++PjYCzs43vuOMOa+TIkda2bdusffv2WVdffbU1YcIE6/PPP/et7N3d3db1119vjRw50nrnnXfijvuuri7Lsizrvffes1atWmXt3bvXam5utrZu3Wp94xvfsC699FJPy56u3HaPDRO3ea/29nbr/PPPt55++ul+r/drm7slkJWUZVnWU089ZdXU1FglJSXWxIkT44Z2m0BS0p8NGzZYlmVZn3zyiTVr1izroosusgYNGmSNGjXKWrhwoXXs2DFfyz1//nyrsrLSGjRokFVVVWXNnTvXOnToUOz5np4e66GHHrIikYgVDoetK6+80jpw4ICPJY73xhtvWJKsI0eOxC03aXtv37496bGxcOFCy7LsbeNPP/3Uuvvuu63y8nJryJAh1uzZs/PyWdKVvbm5OeVxv337dsuyLOvYsWPWlVdeaZWXl1slJSXWxRdfbP3kJz+xTp486Vu57R4bJm7zXr/4xS+sIUOGWKdPn+73er+2uVuYTwoAYKzA9UkBAIoHlRQAwFhUUgAAY1FJAQCMRSUFADAWlRQAwFhUUgAAY1FJAQCMRSUFADAWlRQAwFhUUgAAY/1/25kH9BdUkLEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "markers = np.zeros_like(im, dtype=np.uint8)\n", + "IDK = 0\n", + "BG = 1\n", + "FG = 2\n", + "# markers[im < ste(30)] = BG # blue\n", + "# markers[im > ste(50)] = FG # brown\n", + "markers[im < 30] = BG # blue\n", + "markers[im > 50] = FG # brown\n", + "# IDK = RED\n", + "\n", + "# plt.imshow(np.array(markers / markers.max() * (2**8-1), dtype=np.uint8), cmap='gray')\n", + "plt.imshow(np.array(markers / markers.max() * (2**8-1), dtype=np.uint8), cmap=cmap_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "elevation_map = ski.filters.sobel(im)\n", + "\n", + "plt.imshow(elevation_map)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "segmentation = ski.segmentation.watershed(elevation_map, markers)\n", + "segmentation = sp.ndimage.binary_fill_holes(segmentation - 1)\n", + "\n", + "plt.imshow(segmentation)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a figure with two subplots side by side\n", + "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n", + "\n", + "# Display the first image in the first subplot\n", + "axes[0].imshow(im, cmap='gray', vmin=0, vmax=255)\n", + "axes[0].set_title('Orig')\n", + "axes[0].axis('off') # Hide the axes\n", + "\n", + "# Display the second image in the second subplot\n", + "axes[1].imshow(segmentation, cmap=cmap_name, vmin=0, vmax=segmentation.max())\n", + "axes[1].set_title('Seg')\n", + "axes[1].axis('off') # Hide the axes\n", + "\n", + "# Adjust layout to prevent overlap\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "labels, _ = sp.ndimage.label(segmentation)\n", + "\n", + "# remove small objects\n", + "sizes = np.bincount(labels.ravel())\n", + "mask_sizes = sizes > 20\n", + "mask_sizes[0] = 0\n", + "segmentation = mask_sizes[labels]\n", + "\n", + "labels, _ = sp.ndimage.label(segmentation)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'shape': (199, 199), 'fortran_order': False, 'descr': ' Date: Mon, 24 Jun 2024 11:29:32 -0400 Subject: [PATCH 02/13] [wip] Add some print statements --- CP5/active_plugins/runforeign.py | 23 ++++++++++++++++------- 1 file changed, 16 insertions(+), 7 deletions(-) diff --git a/CP5/active_plugins/runforeign.py b/CP5/active_plugins/runforeign.py index f070551b..202dcf38 100644 --- a/CP5/active_plugins/runforeign.py +++ b/CP5/active_plugins/runforeign.py @@ -122,24 +122,30 @@ def do_server_handshake(self): self.context = zmq.Context() self.server_socket = self.context.socket(zmq.PAIR) self.server_socket.copy_threshold = 0 + + print("connecting to", socket_addr) + c = self.server_socket.connect(socket_addr) - print("Setup socket at", socket_addr, "connected to", c) + print("setup socket at", c) + print("sending handshake, waiting for acknowledgement") + self.server_socket.send_string(HELLO) response = self.server_socket.recv_string() if response == ACK: - print("Received correct response", response) + print("received correct response", response) else: - print("Received unexpected response", response) + print("received unexpected response", response) def do_server_execute(self, im_data): dummy_data = lambda: np.array([[]]) socket = self.server_socket header = np.lib.format.header_data_from_array_1_0(im_data) - + + print("sending header", header, "waiting for acknowledgement") socket.send_json(header) ack = socket.recv_string() @@ -149,6 +155,7 @@ def do_server_execute(self, im_data): print("unexpected response", ack) return dummy_data() + print("sending image data", im_data.shape, "waiting for acknowledgement") socket.send(im_data, copy=False) ack = socket.recv_string() @@ -160,7 +167,8 @@ def do_server_execute(self, im_data): else: print("unknown response to image data", ack) return dummy_data() - + + print("waiting for return header") return_header = socket.recv_json() print("received return header", return_header) @@ -168,9 +176,10 @@ def do_server_execute(self, im_data): socket.send_string(ACK) print("waiting for image data") - label_data_buf = socket.recv(copy=False) + print("image data received") + labels = np.frombuffer(label_data_buf, dtype=return_header['descr']) labels.shape = return_header['shape'] print("returning label data", labels.shape) - return labels \ No newline at end of file + return labels From 6b3568b8d9196d6ce08d46687769a000017e7ad7 Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Mon, 24 Jun 2024 16:34:41 -0400 Subject: [PATCH 03/13] Write server module --- CP5/active_plugins/cpforeign/__init__.py | 3 + CP5/active_plugins/cpforeign/server.py | 190 +++++++++++++++++++++++ 2 files changed, 193 insertions(+) create mode 100644 CP5/active_plugins/cpforeign/__init__.py create mode 100644 CP5/active_plugins/cpforeign/server.py diff --git a/CP5/active_plugins/cpforeign/__init__.py b/CP5/active_plugins/cpforeign/__init__.py new file mode 100644 index 00000000..10bc1553 --- /dev/null +++ b/CP5/active_plugins/cpforeign/__init__.py @@ -0,0 +1,3 @@ +# -*- coding: utf-8 -*- + +__all__ = ["server"] diff --git a/CP5/active_plugins/cpforeign/server.py b/CP5/active_plugins/cpforeign/server.py new file mode 100644 index 00000000..edf07dbd --- /dev/null +++ b/CP5/active_plugins/cpforeign/server.py @@ -0,0 +1,190 @@ +import zmq +import numpy as np +import logging + +HELLO = "Hello" +ACK = "Acknowledge" +DENY = "Deny" +CANCEL = "Cancel" + +class ForeignToolError(Exception): + pass + +def _receive_ack(socket, logger, subject=None): + ack = socket.recv_string() + if ack == ACK: + if subject: + logger.debug(f"received ack for {subject}") + else: + logger.debug("received ack") + return True + elif ack == DENY: + raise ForeignToolError("denied, aborting") + elif ack == CANCEL: + raise ForeignToolError("canceled, aborting") + else: + raise ForeignToolError("unexpected response", ack) + +def _send_ack(socket, logger, subject): + if subject: + logger.debug(f"sending ack for {subject}") + else: + logger.debug("sending ack") + socket.send_string(ACK) + +class ForeignToolServer(object): + def __init__(self, port, domain='*', protocol='tcp', wait_for_handshake=True): + """ + Launch a server on the given port. + """ + self._logger = logging.getLogger(f"{__name__} [server]") + + self._context = zmq.Context() + self._server_socket = self._context.socket(zmq.PAIR) + self._server_socket.bind(f"{protocol}://{domain}:{port}") + self._logger.info("launched on", self._server_socket.getsockopt(zmq.LAST_ENDPOINT)) + + if wait_for_handshake: + self.wait_for_handshake() + + def wait_for_handshake(self): + self._logger.debug("waiting for handshake from cllient") + client_hello = self._server_socket.recv_string() + if client_hello == HELLO: + self._logger.debug("received correct handshake") + _send_ack(self._server_socket, self._logger, subject="handshake") + else: + self._logger.debug("received incorrect handshake", client_hello) + self._logger.debug("sending deny") + self._server_socket.send_string(DENY) + raise ForeignToolError("server received incorrect handshake") + + def _serve_image(self, image_data): + """ + Serve an image to the client. + """ + header = np.lib.format.header_data_from_array_1_0(image_data) + + self._logger.debug("sending header", header, "waiting for acknowledgement") + self._server_socket.send_json(header) + + ack = _receive_ack(self._server_socket, self._logger, subject="header") + + self._logger.debug("sending image data", image_data.shape, "waiting for acknowledgement") + + self._server_socket.send(image_data, copy=False) + + ack = _receive_ack(self._server_socket, self._logger, subject="image data") + + labels_header = self._server_socket.recv_json() + + ack = _send_ack(self._server_socket, self._logger, subject="return header") + + label_bytes = self._server_socket.recv(copy=False) + + self._logger.debug("received label byte data") + + self._logger.debug("parsing label data") + labels = np.frombuffer(label_bytes, dtype=labels_header['descr']) + labels.shape = labels_header['shape'] + self._logger.debug("parse label data", labels.shape) + + _send_ack(self._server_socket, self._logger, subject="return data") + + return labels + + def serve_one_image(self, image_data): + """ + Serve an image to the client. + """ + return self._serve_image(image_data) + +class ForeignToolClient(object): + def __init__(self, port, domain='*', protocol='tcp', do_handshake=True, cb=None): + """ + Connect to a server on the given port. + """ + self._logger = logging.getLogger(f"{__name__} [client]") + + self._context = zmq.Context() + self._client_socket = self._context.socket(zmq.PAIR) + self._client_socket.connect(f"{protocol}://{domain}:{port}") + self._logger.info("connected to", self._client_socket.getsockopt(zmq.LAST_ENDPOINT)) + + if cb: + self.register_cb(cb) + + if do_handshake: + self.do_handshake() + + def do_handshake(self): + """ + Handshake with the server. + """ + self.client_socket.send_string(HELLO) + response = _receive_ack(self.client_socket, self.logger, subject="handshake") + + def register_cb(self, cb): + """ + Register a callback to be executed on the server. + Must be run before receeive_image + """ + self._cb = cb + + def _execute_cb(self, im, header): + """ + Execute the callback on the server. + """ + return self._cb(im, header) + + def _receive_image(self): + """ + Receive an image from the server. + """ + header = self._client_socket.recv_json() + self._logger.debug("received header", header) + + _send_ack(self._client_socket, self._logger, subject="header") + + im_bytes = self._client_socket.recv(copy=False) + self._logger.debug("received image bytes") + + self._logger.debug("parsing image data") + buf = memoryview(im_bytes) + im = np.frombuffer(buf, dtype=header['descr']) + im = (im * 255).astype(np.uint8) + im.shape = header['shape'] + self._logger.debug("parsed image data", im.shape) + + _send_ack(self._client_socket, self._logger, subject="image data") + + self._logger.debug("executing callback") + return_data = self._execute_cb(im, header) + self._logger.debug("executed callback") + + return_header = np.lib.format.header_data_from_array_1_0(return_data) + self._logger.debug("returning header", return_header) + self._client_socket.send_json(return_header) + + ack = _receive_ack(self._client_socket, self._logger, subject="return header") + + self._logger.debug("returning data") + self._client_socket.send(return_data, copy=False) + + ack = _receive_ack(self._client_socket, self._logger, subject="return data") + + def receive_one_image(self): + """ + Receive a single image from the server. + """ + self._receive_image() + + def receive_images(self): + """ + Receive images from the server. + """ + while True: + try: + self._receive_image() + except ForeignToolError: + break From 54890ae46019165ec950beb25cdc03cbaf711d36 Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Tue, 25 Jun 2024 15:11:19 -0400 Subject: [PATCH 04/13] Add foreign env runner --- CP5/active_plugins/cpforeign/server.py | 35 ++-- CP5/active_plugins/cpforeign/thresh.py | 54 ++++++ CP5/active_plugins/cpforeign/zmq_server.ipynb | 84 ++++----- CP5/active_plugins/runforeignenv.py | 172 ++++++++++++++++++ 4 files changed, 282 insertions(+), 63 deletions(-) create mode 100644 CP5/active_plugins/cpforeign/thresh.py create mode 100644 CP5/active_plugins/runforeignenv.py diff --git a/CP5/active_plugins/cpforeign/server.py b/CP5/active_plugins/cpforeign/server.py index edf07dbd..d5a6f668 100644 --- a/CP5/active_plugins/cpforeign/server.py +++ b/CP5/active_plugins/cpforeign/server.py @@ -42,19 +42,19 @@ def __init__(self, port, domain='*', protocol='tcp', wait_for_handshake=True): self._context = zmq.Context() self._server_socket = self._context.socket(zmq.PAIR) self._server_socket.bind(f"{protocol}://{domain}:{port}") - self._logger.info("launched on", self._server_socket.getsockopt(zmq.LAST_ENDPOINT)) + self._logger.info(f"launched on {self._server_socket.getsockopt(zmq.LAST_ENDPOINT)}") if wait_for_handshake: self.wait_for_handshake() def wait_for_handshake(self): - self._logger.debug("waiting for handshake from cllient") + self._logger.debug("waiting for handshake from client") client_hello = self._server_socket.recv_string() if client_hello == HELLO: self._logger.debug("received correct handshake") _send_ack(self._server_socket, self._logger, subject="handshake") else: - self._logger.debug("received incorrect handshake", client_hello) + self._logger.debug(f"received incorrect handshake {client_hello}") self._logger.debug("sending deny") self._server_socket.send_string(DENY) raise ForeignToolError("server received incorrect handshake") @@ -65,12 +65,12 @@ def _serve_image(self, image_data): """ header = np.lib.format.header_data_from_array_1_0(image_data) - self._logger.debug("sending header", header, "waiting for acknowledgement") + self._logger.debug(f"sending header {header} waiting for acknowledgement") self._server_socket.send_json(header) ack = _receive_ack(self._server_socket, self._logger, subject="header") - self._logger.debug("sending image data", image_data.shape, "waiting for acknowledgement") + self._logger.debug(f"sending image data {image_data.shape} waiting for acknowledgement") self._server_socket.send(image_data, copy=False) @@ -87,7 +87,7 @@ def _serve_image(self, image_data): self._logger.debug("parsing label data") labels = np.frombuffer(label_bytes, dtype=labels_header['descr']) labels.shape = labels_header['shape'] - self._logger.debug("parse label data", labels.shape) + self._logger.debug(f"parse label data of shape {labels.shape}") _send_ack(self._server_socket, self._logger, subject="return data") @@ -100,7 +100,7 @@ def serve_one_image(self, image_data): return self._serve_image(image_data) class ForeignToolClient(object): - def __init__(self, port, domain='*', protocol='tcp', do_handshake=True, cb=None): + def __init__(self, port, domain='localhost', protocol='tcp', do_handshake=True, cb=None): """ Connect to a server on the given port. """ @@ -109,7 +109,7 @@ def __init__(self, port, domain='*', protocol='tcp', do_handshake=True, cb=None) self._context = zmq.Context() self._client_socket = self._context.socket(zmq.PAIR) self._client_socket.connect(f"{protocol}://{domain}:{port}") - self._logger.info("connected to", self._client_socket.getsockopt(zmq.LAST_ENDPOINT)) + self._logger.info(f"connected to {self._client_socket.getsockopt(zmq.LAST_ENDPOINT)}") if cb: self.register_cb(cb) @@ -117,12 +117,12 @@ def __init__(self, port, domain='*', protocol='tcp', do_handshake=True, cb=None) if do_handshake: self.do_handshake() - def do_handshake(self): - """ - Handshake with the server. - """ - self.client_socket.send_string(HELLO) - response = _receive_ack(self.client_socket, self.logger, subject="handshake") + def do_handshake(self): + """ + Handshake with the server. + """ + self._client_socket.send_string(HELLO) + response = _receive_ack(self._client_socket, self._logger, subject="handshake") def register_cb(self, cb): """ @@ -142,7 +142,7 @@ def _receive_image(self): Receive an image from the server. """ header = self._client_socket.recv_json() - self._logger.debug("received header", header) + self._logger.debug(f"received header {header}") _send_ack(self._client_socket, self._logger, subject="header") @@ -152,9 +152,8 @@ def _receive_image(self): self._logger.debug("parsing image data") buf = memoryview(im_bytes) im = np.frombuffer(buf, dtype=header['descr']) - im = (im * 255).astype(np.uint8) im.shape = header['shape'] - self._logger.debug("parsed image data", im.shape) + self._logger.debug(f"parsed image data {im.shape}") _send_ack(self._client_socket, self._logger, subject="image data") @@ -163,7 +162,7 @@ def _receive_image(self): self._logger.debug("executed callback") return_header = np.lib.format.header_data_from_array_1_0(return_data) - self._logger.debug("returning header", return_header) + self._logger.debug(f"returning header {return_header}") self._client_socket.send_json(return_header) ack = _receive_ack(self._client_socket, self._logger, subject="return header") diff --git a/CP5/active_plugins/cpforeign/thresh.py b/CP5/active_plugins/cpforeign/thresh.py new file mode 100644 index 00000000..0bc70b5c --- /dev/null +++ b/CP5/active_plugins/cpforeign/thresh.py @@ -0,0 +1,54 @@ +import logging +import numpy as np +import skimage as ski +import scipy as sp + +from server import ForeignToolClient + +logger = logging.getLogger(__name__) + + +def run(image_data, image_header): + im = (image_data * 255).astype(np.uint8) + + markers = np.zeros_like(im, dtype=np.uint8) + IDK = 0 + BG = 1 + FG = 2 + markers[im < 30] = BG + markers[im > 50] = FG + # rest = IDK + + elevation_map = ski.filters.sobel(im) + segmentation = ski.segmentation.watershed(elevation_map, markers) + segmentation = sp.ndimage.binary_fill_holes(segmentation - 1) + + labels, _ = sp.ndimage.label(segmentation) + + # remove small objects + sizes = np.bincount(labels.ravel()) + mask_sizes = sizes > 20 + mask_sizes[0] = 0 + segmentation = mask_sizes[labels] + + labels, _ = sp.ndimage.label(segmentation) + + ski.io.imsave("/Users/ngogober/Desktop/thresh.tif", labels) + + return labels + + +def main(): + client = ForeignToolClient(7878, cb=run) + client.receive_images() + +if __name__ == "__main__": + # init logging + logging.root.setLevel(logging.DEBUG) + stream_handler = logging.StreamHandler() + fmt = logging.Formatter(" [%(process)d|%(levelno)s] %(name)s::%(funcName)s: %(message)s") + stream_handler.setFormatter(fmt) + logging.root.addHandler(stream_handler) + + logger.debug("Starting thresh.py") + main() \ No newline at end of file diff --git a/CP5/active_plugins/cpforeign/zmq_server.ipynb b/CP5/active_plugins/cpforeign/zmq_server.ipynb index 262a7977..c977c199 100644 --- a/CP5/active_plugins/cpforeign/zmq_server.ipynb +++ b/CP5/active_plugins/cpforeign/zmq_server.ipynb @@ -121,7 +121,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -142,19 +142,13 @@ { "data": { "text/plain": [ - "array([[0.00392157, 0.00392157, 0.00392157, ..., 0.00392157, 0.00392157,\n", - " 0.00392157],\n", - " [0.00392157, 0.00392157, 0.00392157, ..., 0.00392157, 0.00392157,\n", - " 0.00784314],\n", - " [0.00392157, 0.00392157, 0.00392157, ..., 0.00392157, 0.00784314,\n", - " 0.00784314],\n", + "array([[1, 1, 1, ..., 1, 1, 1],\n", + " [1, 1, 1, ..., 1, 1, 2],\n", + " [1, 1, 1, ..., 1, 2, 2],\n", " ...,\n", - " [0. , 0.00392157, 0.00392157, ..., 0.00784314, 0.00784314,\n", - " 0.00784314],\n", - " [0. , 0.00392157, 0.00392157, ..., 0.00784314, 0.00784314,\n", - " 0.00784314],\n", - " [0.00392157, 0.00392157, 0.00392157, ..., 0.00784314, 0.01176471,\n", - " 0.01176471]], dtype=float32)" + " [0, 1, 1, ..., 2, 2, 2],\n", + " [0, 1, 1, ..., 2, 2, 2],\n", + " [1, 1, 1, ..., 2, 3, 3]], dtype=uint8)" ] }, "execution_count": 9, @@ -188,7 +182,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -197,7 +191,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -212,12 +206,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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PT9dzzz1nzsR46scff9S4ceNUu3btq/75BG9vb0VFRalx48ZasmSJMjIy1KdPnwqfFcrIyNB3333nEvAXLVqkoKAg85bAC//cNmzY0Ky7+LuTfpm1utreoqOjtXr1auXm5rosmPLhhx8qICDAo/+hA6DqIJABwA3w17/+VRs3blRqaqocDodGjRql9evXa/DgwWrTpo0aNWqkW2+9VTNmzNDAgQN14sQJ9evXT8HBwcrNzdU333yj3Nzca77Fq8zdd9+tVq1aadq0aTIMo9z/eO7Vq5feeustPfHEE/rjH/+o48ePa/LkyVf1213169dXly5d9Pe//10BAQFq0KCB1qxZo+XLl7vU2Ww2zZ49W7169VLPnj315JNPKjQ0VHl5edqzZ4+++eYbffLJJx5d49WoVauWpk2bpqFDhyo3N1d9+vRR3bp1lZOTo8zMTJ06dUrTp0+XJP39739XXFycunfvrmeffVbFxcVKSkqS3W5XTk6OeUxvb2899thjeu+999SwYUO1aNFCmzdvdlsGX/pl9rNz587q3Lmzhg0bpoYNG8rpdGr//v1avXq1UlNTr/l6Jk+erGeeeUbdu3fX4MGDVbduXX3//ff67rvvNHXqVJf6Z5991lxZ8+mnn76mc+3cuVMFBQU6d+6c+cPQ8+bNU7Vq1bR8+XIFBgZect/p06dr69at6tGjhxo0aKAzZ86Yy/GXBfi6devK4XDon//8p+69917VqlVLwcHBHv/gcmhoqHr27KlXXnlFdevW1fz587Vx40ZNnz7dnAHu2LGjGjVqpGeffVaFhYWqWbOmlixZ4vYsnyS1bNlSq1at0vvvv69WrVrJ29v7krOsr7zyilJTU9WlSxe9+OKLqlWrlhYsWKB169Zp+vTp8vf39+iaAFQRVq4oAgA3s7KVDdPS0i5bd/Eqi6mpqcYtt9xi/PWvf3Wp+/nnn40GDRoYbdu2NVd9MwzDWL9+vdGrVy8jKCjI8PHxMW677TajV69expIlS9x6uZpVFstMnz7dkGQ0b978kjVz5swx7rzzTsPPz89o3LixMWnSJGPWrFmGJOPQoUNm3cWrLBqGYRw5csTo27evERQUZNSqVct48sknjW3btrmtsmgYhrFjxw6jX79+Rt26dQ0fHx+jXr16RnR0tDFnzpzLXkPZKovPPvvsZeseffRRo3bt2pfcvm7dOqNHjx5GYGCg4evra9SvX9/o3bu3sWzZMpe6pUuXGi1atDB8fX2N22+/3ZgyZUq5q/rl5eUZAwcONIKDg41bb73V6NOnj7nC5MWrBu7fv9948sknjdDQUMPb29sIDg42OnXqZEyePNmsKVt97/PPP3fZ91IrOv7P//yP0alTJ8Pf39+oUaOG0aJFC+PNN990u+7Tp08bXl5eRp8+fS77+V2obCXCspevr68REhJidO3a1Zg0aZJx/Phxt30u/ow2bNhg/O53vzPCwsIMPz8/o3bt2sb9999vrFq1ymW/VatWGa1atTJ8fX0NScawYcPM40kyTp06dcVzGcYvqyw+/PDDxqJFi4xmzZoZvr6+RuPGjY2ZM2e67b9nzx4jOjraqFmzphEcHGw8//zzxrJly9xWWczNzTUeeughw263G5LMc5a3yqJh/PJn/MEHHzRX5WzTpo2RnJzsdr3X8j0DqBpshnGFpZIAAKjCxo0bp2nTpuns2bNWt3LNlixZov79+2vdunW6//77rW4HAFAOblkEAKCS+fbbb/Wf//xHY8aMUbt27QhjAHATI5ABAFDJDB48WBkZGbr77rv14YcfWt0OAOAyuGURAAAAACzCD0MDAAAAgEUIZAAAAABgEQIZAAAAAFiERT0q0Pnz53X06FHVrFlTNpvN6nYAAAAAWMQwDJ06dUqhoaG65ZZLz4MRyCrQ0aNHFRYWZnUbAAAAAG4Shw4dUv369S+5nUBWgWrWrCnplw89ICDA4m4AAAAAWCU/P19hYWFmRrgUAlkFKrtNMSAggEAGAAAA4IqPMrGoBwAAAABYhEAGAAAAABYhkAEAAACARQhkAAAAAGARAhkAAAAAWIRABgAAAAAWIZABAAAAgEUIZAAAAABgEQIZAAAAAFiEQAYAAAAAFiGQAQAAAIBFCGQAAAAAYBECGQAAAABYhEAGAAAAABaxNJBt2LBBvXv3VmhoqGw2m5YvX37J2mHDhslms2natGku40VFRRoxYoTq1Kkjf39/xcXF6fDhwy41eXl5SkhIkN1ul91uV0JCgk6ePOlSc/DgQfXu3Vv+/v6qU6eORo4cqeLi4oq7WAAAAAC4iKWB7PTp02rdurVmzpx52brly5dr27ZtCg0NdduWmJioZcuWafHixdq0aZMKCgoUGxur0tJSsyY+Pl6ZmZlKSUlRSkqKMjMzlZCQYG4vLS1Vr169dPr0aW3atEmLFy/W0qVLNWrUqIq7WAAAAAC4iLeVJ+/Zs6d69ux52ZojR47oT3/6k1avXq1evXq5bHM6nZo7d64++ugjdevWTZKUnJyssLAwrV27Vt27d9fevXuVkpKirVu3ql27dpKkOXPmKCoqSvv27VPTpk2VmpqqPXv26NChQ2bomzJligYNGqTXXntNAQEBN+DqAQAAAFR1N/UzZOfPn1dCQoJeeOEFtWjRwm17enq6SkpKFBMTY46FhoYqPDxcmzdvliRt2bJFdrvdDGOS1L59e9ntdpea8PBwlxm47t27q6ioSOnp6Zfsr6ioSPn5+S4vAAAAALhaN3UgmzRpkry9vTVy5Mhyt2dnZ8vX11eBgYEu4yEhIcrOzjZrgoOD3fYNDg52qQkJCXHZHhgYKF9fX7OmPBMnTjSfS7Pb7QoLC7um6/s1HTx4UBkZGTp48KDVrQAAAAD4/27aQJaenq7p06dr/vz5stls17SvYRgu+5S3vyc1Fxs/frycTqf5OnTo0DX1+Ws5ePCgmt7VTJGRkWp6VzNCGQAAAHCTuGkD2caNG5WTk6MGDRrI29tb3t7e+umnnzRq1CjdfvvtkiSHw6Hi4mLl5eW57JuTk2POeDkcDh07dszt+Lm5uS41F8+E5eXlqaSkxG3m7EJ+fn4KCAhwed2Mjh8/rrOFZ2SPelRnC8/o+PHjVrcEAAAAQDdxIEtISNDOnTuVmZlpvkJDQ/XCCy9o9erVkqTIyEj5+PhozZo15n5ZWVnavXu3OnToIEmKioqS0+nU9u3bzZpt27bJ6XS61OzevVtZWVlmTWpqqvz8/BQZGflrXO6vwsvufusmAAAAAOtYuspiQUGBfvjhB/P9gQMHlJmZqaCgIDVo0EC1a9d2qffx8ZHD4VDTpk0lSXa7XYMHD9aoUaNUu3ZtBQUFafTo0WrZsqW56mKzZs3Uo0cPDRkyRLNmzZIkDR06VLGxseZxYmJi1Lx5cyUkJOj111/XiRMnNHr0aA0ZMuSmnfUCAAAA8N/P0hmyr7/+Wm3atFGbNm0kSc8//7zatGmjl19++aqPMXXqVPXp00f9+/dXx44dVaNGDX3++efy8vIyaxYuXKiWLVsqJiZGMTExatWqlT766CNzu5eXl7744gtVq1ZNHTt2VP/+/dWnTx+98cYbFXexAAAAAHARm2EYhtVNVBb5+fmy2+1yOp031cxaRkaGIiMjFdRjhE6kzFB6eroiIiKsbgsAAACotK42G9y0z5ABAAAAQGVHIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsIilgWzDhg3q3bu3QkNDZbPZtHz5cnNbSUmJxo4dq5YtW8rf31+hoaF68skndfToUZdjFBUVacSIEapTp478/f0VFxenw4cPu9Tk5eUpISFBdrtddrtdCQkJOnnypEvNwYMH1bt3b/n7+6tOnToaOXKkiouLb9zFAwAAAKjyLA1kp0+fVuvWrTVz5ky3bWfOnFFGRoZeeuklZWRk6J///Ke+//57xcXFudQlJiZq2bJlWrx4sTZt2qSCggLFxsaqtLTUrImPj1dmZqZSUlKUkpKizMxMJSQkmNtLS0vVq1cvnT59Wps2bdLixYu1dOlSjRo16sZdPAAAAIAqz9vKk/fs2VM9e/Ysd5vdbteaNWtcxmbMmKF77rlHBw8eVIMGDeR0OjV37lx99NFH6tatmyQpOTlZYWFhWrt2rbp37669e/cqJSVFW7duVbt27SRJc+bMUVRUlPbt26emTZsqNTVVe/bs0aFDhxQaGipJmjJligYNGqTXXntNAQEBN/BTAAAAAFBV/Vc9Q+Z0OmWz2VSrVi1JUnp6ukpKShQTE2PWhIaGKjw8XJs3b5YkbdmyRXa73QxjktS+fXvZ7XaXmvDwcDOMSVL37t1VVFSk9PT0S/ZTVFSk/Px8lxcAAAAAXK3/mkB29uxZjRs3TvHx8eaMVXZ2tnx9fRUYGOhSGxISouzsbLMmODjY7XjBwcEuNSEhIS7bAwMD5evra9aUZ+LEieZzaXa7XWFhYdd1jQAAAACqlv+KQFZSUqLHHntM58+f1zvvvHPFesMwZLPZzPcX/vP11Fxs/Pjxcjqd5uvQoUNX7A0AAAAAytz0gaykpET9+/fXgQMHtGbNGpfnuRwOh4qLi5WXl+eyT05Ojjnj5XA4dOzYMbfj5ubmutRcPBOWl5enkpISt5mzC/n5+SkgIMDlBQAAAABX66YOZGVhbP/+/Vq7dq1q167tsj0yMlI+Pj4ui39kZWVp9+7d6tChgyQpKipKTqdT27dvN2u2bdsmp9PpUrN7925lZWWZNampqfLz81NkZOSNvEQAAAAAVZilqywWFBTohx9+MN8fOHBAmZmZCgoKUmhoqPr166eMjAytXLlSpaWl5ixWUFCQfH19ZbfbNXjwYI0aNUq1a9dWUFCQRo8erZYtW5qrLjZr1kw9evTQkCFDNGvWLEnS0KFDFRsbq6ZNm0qSYmJi1Lx5cyUkJOj111/XiRMnNHr0aA0ZMoRZLwAAAAA3jKWB7Ouvv1bXrl3N988//7wkaeDAgZowYYJWrFghSfrtb3/rst9XX32lLl26SJKmTp0qb29v9e/fX4WFhYqOjtb8+fPl5eVl1i9cuFAjR440V2OMi4tz+e0zLy8vffHFFxo+fLg6duyo6tWrKz4+Xm+88cYNuW4AAAAAkCSbYRiG1U1UFvn5+bLb7XI6nTfVzFpGRoYiIyMV1GOETqTMUHp6uiIiIqxuCwAAAKi0rjYb3NTPkAEAAABAZUYgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAPsVA/8AACAASURBVMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwiKWBbMOGDerdu7dCQ0Nls9m0fPlyl+2GYWjChAkKDQ1V9erV1aVLF3377bcuNUVFRRoxYoTq1Kkjf39/xcXF6fDhwy41eXl5SkhIkN1ul91uV0JCgk6ePOlSc/DgQfXu3Vv+/v6qU6eORo4cqeLi4htz4QAAAAAgiwPZ6dOn1bp1a82cObPc7ZMnT9abb76pmTNnKi0tTQ6HQw888IBOnTpl1iQmJmrZsmVavHixNm3apIKCAsXGxqq0tNSsiY+PV2ZmplJSUpSSkqLMzEwlJCSY20tLS9WrVy+dPn1amzZt0uLFi7V06VKNGjXqxl08AAAAgCrP28qT9+zZUz179ix3m2EYmjZtml588UX17dtXkrRgwQKFhIRo0aJFGjZsmJxOp+bOnauPPvpI3bp1kyQlJycrLCxMa9euVffu3bV3716lpKRo69atateunSRpzpw5ioqK0r59+9S0aVOlpqZqz549OnTokEJDQyVJU6ZM0aBBg/Taa68pICDgV/g0AAAAAFQ1N+0zZAcOHFB2drZiYmLMMT8/P3Xu3FmbN2+WJKWnp6ukpMSlJjQ0VOHh4WbNli1bZLfbzTAmSe3bt5fdbnepCQ8PN8OYJHXv3l1FRUVKT0+/ZI9FRUXKz893eQEAAADA1bppA1l2drYkKSQkxGU8JCTE3JadnS1fX18FBgZetiY4ONjt+MHBwS41F58nMDBQvr6+Zk15Jk6caD6XZrfbFRYWdo1XCQAAAKAqu2kDWRmbzeby3jAMt7GLXVxTXr0nNRcbP368nE6n+Tp06NBl+wIAAACAC920gczhcEiS2wxVTk6OOZvlcDhUXFysvLy8y9YcO3bM7fi5ubkuNRefJy8vTyUlJW4zZxfy8/NTQECAywsAAAAArtZNG8gaNWokh8OhNWvWmGPFxcVav369OnToIEmKjIyUj4+PS01WVpZ2795t1kRFRcnpdGr79u1mzbZt2+R0Ol1qdu/eraysLLMmNTVVfn5+ioyMvKHXCQAAAKDqsnSVxYKCAv3www/m+wMHDigzM1NBQUFq0KCBEhMTlZSUpCZNmqhJkyZKSkpSjRo1FB8fL0my2+0aPHiwRo0apdq1aysoKEijR49Wy5YtzVUXmzVrph49emjIkCGaNWuWJGno0KGKjY1V06ZNJUkxMTFq3ry5EhIS9Prrr+vEiRMaPXq0hgwZwqwXAAAAgBvG0kD29ddfq2vXrub7559/XpI0cOBAzZ8/X2PGjFFhYaGGDx+uvLw8tWvXTqmpqapZs6a5z9SpU+Xt7a3+/fursLBQ0dHRmj9/vry8vMyahQsXauTIkeZqjHFxcS6/febl5aUvvvhCw4cPV8eOHVW9enXFx8frjTfeuNEfAQAAAIAqzGYYhmF1E5VFfn6+7Ha7nE7nTTWzlpGRocjISAX1GKETKTOUnp6uiIgIq9sCAAAAKq2rzQY37TNkAAAAAFDZEcgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAs4lEgS05O1tmzZyu6FwAAAACoUjwKZM8//7wcDoeGDRum7du3V3RPAAAAAFAleBTIjh49qg8++EBZWVnq1KmTWrRooSlTpig3N7ei+wMAAACASsujQObt7a2+fftqxYoVOnjwoAYOHKgPPvhA9evXV9++ffXFF1/IMIyK7hUAAAAAKpXrXtTD4XAoOjpaXbp0kc1m09dff634+Hg1adJEGzdurIgeAQAAAKBS8jiQHT9+XNOmTVPr1q3VsWNH5eTkaPny5frpp5905MgRxcbG6sknn6zIXgEAAACgUvH2ZKeHHnpIX375pRo1aqQ//vGPGjhwoOrWrWtuv/XWWzVmzBi99dZbFdYoAAAAAFQ2HgWygIAArV27Vvfee+8la+rVq6f9+/d73BgAAAAAVHYe3bK4YMGCy4YxSbLZbLrjjjs8aqrMuXPn9Je//EWNGjVS9erV1bhxY7366qs6f/68WWMYhiZMmKDQ0FBVr15dXbp00bfffutynKKiIo0YMUJ16tSRv7+/4uLidPjwYZeavLw8JSQkyG63y263KyEhQSdPnryu/gEAAADgcjwKZM8995xmzpzpNv72229r1KhR191UmUmTJum9997TzJkztXfvXk2ePFmvv/66ZsyYYdZMnjxZb775pmbOnKm0tDQ5HA498MADOnXqlFmTmJioZcuWafHixdq0aZMKCgoUGxur0tJSsyY+Pl6ZmZlKSUlRSkqKMjMzlZCQUGHXAgAAAAAX8yiQLVmyRO3bt3cbj4qK0ieffHLdTZXZsmWLfve736lXr166/fbb1a9fP8XExOjrr7+W9Mvs2LRp0/Tiiy+qb9++Cg8P14IFC3TmzBktWrRIkuR0OjV37lxNmTJF3bp1U5s2bZScnKxdu3Zp7dq1kqS9e/cqJSVF77//vqKiohQVFaU5c+Zo5cqV2rdvX4VdDwAAAABcyKNAdvz4cQUGBrqNBwQE6Pjx49fdVJlOnTpp3bp1+v777yVJ33zzjTZt2qQHH3xQknTgwAFlZ2crJibG3MfPz0+dO3fW5s2bJUnp6ekqKSlxqQkNDVV4eLhZs2XLFtntdrVr186sad++vex2u1lTnqKiIuXn57u8AAAAAOBqeRTI7rjjDq1evdptfPXq1WrUqNF1N1Vm7Nixevzxx3XXXXfJx8dHbdq0UWJioh5//HFJUnZ2tiQpJCTEZb+QkBBzW3Z2tnx9fd0C5MU1wcHBbucPDg42a8ozceJE85kzu92usLAwzy8WAAAAQJXj0SqLiYmJSkxM1M8//6z7779fkrRu3TpNnjxZb7zxRoU198knnyg5OVmLFi1SixYtlJmZqcTERIWGhmrgwIFmnc1mc9nPMAy3sYtdXFNe/ZWOM378eD3//PPm+/z8fEIZAAAAgKvmUSAbMmSIzp49q6SkJP31r3+VJNWvX19vvfWW/vCHP1RYcy+88ILGjRunxx57TJLUsmVL/fTTT5o4caIGDhwoh8Mh6ZcZrnr16pn75eTkmLNmDodDxcXFysvLc5kly8nJUYcOHcyaY8eOuZ0/NzfXbfbtQn5+fvLz87v+CwUAAABQJXl0y6IkjRgxQllZWTpy5IhOnDihgwcPVmgYk6QzZ87olltcW/Ty8jKXvW/UqJEcDofWrFljbi8uLtb69evNsBUZGSkfHx+XmqysLO3evdusiYqKktPp1Pbt282abdu2yel0mjUAAAAAUNE8miG70IUzUxWtd+/eeu2119SgQQO1aNFCO3bs0JtvvmkGP5vNpsTERCUlJalJkyZq0qSJkpKSVKNGDcXHx0uS7Ha7Bg8erFGjRql27doKCgrS6NGj1bJlS3Xr1k2S1KxZM/Xo0UNDhgzRrFmzJElDhw5VbGysmjZtesOuDwAAAEDV5lEgy83N1ZgxY7Ru3Trl5OS4/FCz9MssVUWYMWOGXnrpJQ0fPlw5OTkKDQ3VsGHD9PLLL5s1Y8aMUWFhoYYPH668vDy1a9dOqampqlmzplkzdepUeXt7q3///iosLFR0dLTmz58vLy8vs2bhwoUaOXKkuRpjXFxcub+1BgAAAAAVxWYYhnGtO/Xq1Uv//ve/9cwzz6hevXpuC188/PDDFdbgf5P8/HzZ7XY5nU4FBARY3Y4pIyNDkZGRCuoxQidSZig9PV0RERFWtwUAAABUWlebDTyaIduwYYM2bNigNm3aeNwgAAAAAFR1Hi3qUb9+/SsuKw8AAAAAuDyPAtnUqVM1fvx4HT58uKL7AQAAAIAqw6NbFhMSEnTq1Ck1bNhQAQEB8vHxcdmek5NTIc0BAAAAQGXmUSD7xz/+UdF9AAAAAECV41EgGzx4cEX3AQAAAABVjkfPkEnSf/7zH02YMEEJCQnmLYqpqanau3dvhTUHAAAAAJWZR4Fs48aNatGihdavX69PP/1UBQUFkn75vasLf7QZAAAAAHBpHgWysWPHasKECfrqq6/k6+trjt9///3aunVrhTUHAAAAAJWZR4Fs586d6tevn9t4cHCwcnNzr7spAAAAAKgKPApktWrVUnZ2ttt4ZmambrvttutuCgAAAACqAo8C2WOPPaZx48YpNzdXNptNkrRt2zaNHj1aTzzxRIU2CAAAAACVlUeBLCkpSQ6HQ/Xq1VNBQYGaN2+uDh06qG3btnrppZcqukcAAAAAqJQ8+h0yX19fffLJJ/r++++VkZGh8+fPKyIiQnfddVdF9wcAAAAAlZZHgazMnXfeqTvvvLOiegEAAACAKsWjQDZ06NDLbp89e7ZHzQAAAABAVeJRIMvKynJ5X1JSom+//VanTp3SfffdVyGNAQAAAEBl51Eg+/zzz93Gzp07p6efflrNmjW77qYAAAAAoCrwaJXF8nh7e2v06NF6/fXXK+qQAAAAAFCpVVggk6Qff/xRJSUlFXlIAAAAAKi0PLplccyYMS7vDcNQVlaWVqxYoQEDBlRIYwAAAABQ2XkUyLZs2eLy/pZbblHdunX1j3/8Q0OGDKmQxgAAAACgsvMokG3cuLGi+wAAAACAKqdCnyEDAAAAAFw9j2bI2rZtK5vNdlW127dv9+QUAAAAAFDpeRTIunbtqlmzZunOO+9UVFSUJGnr1q3at2+fhg0bJj8/vwptEgAAAAAqI48C2cmTJ/XMM88oKSnJZfzFF1/UsWPH9P7771dIcwAAAABQmXn0DNmnn36q3//+927jgwYN0pIlS667KQAAAACoCjwKZH5+ftq8ebPb+ObNm7ldEQAAAACukke3LI4cOVJPPfWUduzYofbt20v65RmyOXPm6M9//nOFNggAAAAAlZVHgezFF19Uo0aNNH36dH3wwQeSpGbNmmnOnDmKj4+v0AYBAAAAoLLyKJBJUnx8POELAAAAAK6Dxz8MnZ+fr/nz5+vll19WXl6eJOmbb75RVlZWhTUHAAAAAJWZRzNku3fvVrdu3VSjRg0dOnRIgwYNUmBgoD799FMdPnxYCxYsqOg+AQAAAKDS8WiG7LnnnlN8fLz+/e9/q1q1auZ4r169tGHDhgprDgAAAAAqM49myNLS0vTuu+/KZrO5jN92223csggAAAAAV8mjGTJfX18VFBS4je/fv1916tS57qYAAAAAoCrwKJDFxcXpb3/7m86dOydJstlsOnLkiMaNG6e+fftWaIMAAAAAUFl5FMimTJmio0ePyuFwqLCwUPfff78aN26satWqKSkpqaJ7BAAAAIBKyaNnyOx2uzZv3qw1a9YoIyND58+fV0REhLp37+72XBkAAAAAoHzXHMhKSkr04IMP6p133lFMTIxiYmJuRF8AAAAAUOld8y2LPj4+2rFjBzNhAAAAAHCdPHqG7IknntC8efMquhcAAAAAqFI8eoZMkmbOnKm1a9fq7rvvlr+/v8u2yZMnX3djAAAAAFDZeRTI0tPT1apVK0nSzp07XbZxKyMAAAAAXJ1rCmQ//vijGjVqpI0bN96ofgAAAACgyrimZ8iaNGmi3Nxc8/2jjz6qY8eOVXhTAAAAAFAVXFMgMwzD5f2XX36p06dPV2hDAAAAAFBVeLTKIgAAAADg+l1TILPZbG6LdrCIBwAAAAB45poW9TAMQ4MGDZKfn58k6ezZs3rqqafclr3/5z//WXEdAgAAAEAldU2BbODAgS7vn3jiiQptBgAAAACqkmsKZPPmzbtRfVzSkSNHNHbsWK1atUqFhYW68847NXfuXEVGRkr6ZdbulVde0ezZs5WXl6d27drp7bffVosWLcxjFBUVafTo0fr4449VWFio6OhovfPOO6pfv75Zk5eXp5EjR2rFihWSpLi4OM2YMUO1atX6dS8YAAAAQJVxUy/qkZeXp44dO8rHx0erVq3Snj17NGXKFJeQNHnyZL355puaOXOm0tLS5HA49MADD+jUqVNmTWJiopYtW6bFixdr06ZNKigoUGxsrEpLS82a+Ph4ZWZmKiUlRSkpKcrMzFRCQsKver0AAAAAqpZrmiH7tU2aNElhYWEuM3O33367+c+GYWjatGl68cUX1bdvX0nSggULFBISokWLFmnYsGFyOp2aO3euPvroI3Xr1k2SlJycrLCwMK1du1bdu3fX3r17lZKSoq1bt6pdu3aSpDlz5igqKkr79u1T06ZNf72LBgAAAFBl3NQzZCtWrNDdd9+tRx55RMHBwWrTpo3mzJljbj9w4ICys7MVExNjjvn5+alz587avHmzJCk9PV0lJSUuNaGhoQoPDzdrtmzZIrvdboYxSWrfvr3sdrtZU56ioiLl5+e7vAAAAADgat3UgezHH3/Uu+++qyZNmmj16tV66qmnNHLkSH344YeSpOzsbElSSEiIy34hISHmtuzsbPn6+iowMPCyNcHBwW7nDw4ONmvKM3HiRNntdvMVFhbm+cUCAAAAqHJu6kB2/vx5RUREKCkpSW3atNGwYcM0ZMgQvfvuuy51F/8WmmEYV/x9tItryqu/0nHGjx8vp9Npvg4dOnQ1lwUAAAAAkm7yQFavXj01b97cZaxZs2Y6ePCgJMnhcEiS2yxWTk6OOWvmcDhUXFysvLy8y9YcO3bM7fy5ublus28X8vPzU0BAgMsLAAAAAK7WTR3IOnbsqH379rmMff/992rYsKEkqVGjRnI4HFqzZo25vbi4WOvXr1eHDh0kSZGRkfLx8XGpycrK0u7du82aqKgoOZ1Obd++3azZtm2bnE6nWQMAAAAAFe2mXmXxueeeU4cOHZSUlKT+/ftr+/btmj17tmbPni3pl9sMExMTlZSUpCZNmqhJkyZKSkpSjRo1FB8fL0my2+0aPHiwRo0apdq1aysoKEijR49Wy5YtzVUXmzVrph49emjIkCGaNWuWJGno0KGKjY1lhUUAAAAAN8xNHcjatm2rZcuWafz48Xr11VfVqFEjTZs2TQMGDDBrxowZo8LCQg0fPtz8YejU1FTVrFnTrJk6daq8vb3Vv39/84eh58+fLy8vL7Nm4cKFGjlypLkaY1xcnGbOnPnrXSwAAACAKsdmGIZhdROVRX5+vux2u5xO5031PFlGRoYiIyMV1GOETqTMUHp6uiIiIqxuCwAAAKi0rjYb3NTPkAEAAABAZUYgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwCIEMAAAAACxCIAMAAAAAixDIAAAAAMAiBDIAAAAAsAiBDAAAAAAsQiADAAAAAIsQyAAAAADAIgQyAAAAALAIgQwAAAAALEIgAwAAAACLEMgAAAAAwCIEMgAAAACwyH9VIJs4caJsNpsSExPNMcMwNGHCBIWGhqp69erq0qWLvv32W5f9ioqKNGLECNWpU0f+/v6Ki4vT4cOHXWry8vKUkJAgu90uu92uhIQEnTx58le5LgAAAABV039NIEtLS9Ps2bPVqlUrl/HJkyfrzTff1MyZM5WWliaHw6EHHnhAp06dMmsSExO1bNkyLV68WJs2bVJBQYFiY2NVWlpq1sTHxyszM1MpKSlKSUlRZmamEhISfrXrAwAAAFD1/FcEsoKCAg0YMEBz5sxRYGCgOW4YhqZNm6YXX3xRffv2VXh4uBYsWKAzZ85o0aJFkiSn06m5c+dqypQp6tatm9q0aaPk5GTt2rVLa9eulSTt3btXKSkpev/99xUVFaWoqCjNmTNHK1eu1L59+yy5ZgAAAACV339FIHvmmWfUq1cvdevWzWX8wIEDys7OVkxMjDnm5+enzp07a/PmzZKk9PR0lZSUuNSEhoYqPDzcrNmyZYvsdrvatWtn1rRv3152u92sKU9RUZHy8/NdXgAAAABwtbytbuBKFi9erIyMDKWlpblty87OliSFhIS4jIeEhOinn34ya3x9fV1m1spqyvbPzs5WcHCw2/GDg4PNmvJMnDhRr7zyyrVdEAAAAAD8fzf1DNmhQ4f07LPPKjk5WdWqVbtknc1mc3lvGIbb2MUurimv/krHGT9+vJxOp/k6dOjQZc8JAAAAABe6qQNZenq6cnJyFBkZKW9vb3l7e2v9+vV666235O3tbc6MXTyLlZOTY25zOBwqLi5WXl7eZWuOHTvmdv7c3Fy32bcL+fn5KSAgwOUFAAAAAFfrpg5k0dHR2rVrlzIzM83X3XffrQEDBigzM1ONGzeWw+HQmjVrzH2Ki4u1fv16dejQQZIUGRkpHx8fl5qsrCzt3r3brImKipLT6dT27dvNmm3btsnpdJo1AAAAAFDRbupnyGrWrKnw8HCXMf//1979B0dV3/8efy1hswkkLCYx2USBiS0FbCgdVotBi1A0QhvR8r0VC8mFErVcAY2EcbDWmrY0qEVEk4LxV0RBwatiHdsBY8EAopUJ5YKSIho6i5gYQyGQsPlBcu4fmjWb7CYbIDnJ7vMxk+nmfN7Zfa/9zJl58TnncwYPVmxsrOd4dna28vLyNHLkSI0cOVJ5eXkaNGiQZs+eLUmy2+3KyspSTk6OYmNjFRMTo6VLl2rs2LGeTULGjBmjadOm6fbbb1dhYaEk6Y477lB6erpGjRrVi98YAAAAQCjp04EsEPfee6/cbrfuvPNOnThxQhMmTNDbb7+t6OhoT81jjz2mgQMH6pZbbpHb7dbUqVP1/PPPKywszFOzYcMG3XXXXZ7dGGfMmKGCgoJe/z4AAAAAQofFMAzD7CaCxalTp2S321VTU9On7ifbu3evnE6nYqYt1n+35Ku0tFTjx483uy0AAAAgaAWaDfr0PWQAAAAAEMwIZAAAAABgEgIZAAAAAJiEQAYAAAAAJiGQAQAAAIBJCGQAAAAAYBICGQAAAACYhEAGAAAAACYhkAEAAACASQhkAAAAAGASAhkAAAAAmIRABgAAAAAmIZABAAAAgEkIZAAAAABgEgIZAAAAAJiEQAYAAAAAJiGQAQAAAIBJCGQAAAAAYBICGQAAAACYhEAGAAAAACYhkAEAAACASQhkAAAAAGASAhkAAAAAmIRABgAAAAAmIZABAAAAgEkIZAAAAABgEgIZAAAAAJiEQAYAAAAAJiGQAQAAAIBJCGQAAAAAYBICGQAAAACYhEAGAAAAACYhkAEAAACASQhkAAAAAGASAhkAAAAAmIRABgAAAAAmIZABAAAAgEkIZAAAAABgEgIZAAAAAJhkoNkNoPeVlZVJkuLi4jR8+HCTuwEAAABCF4EshDS7T0sWizIyMiRJEZGDdOjfZYQyAAAAwCRcshhCjEa3ZBiKTc9RbHqO6t1nVF1dbXZbAAAAQMhihSwEWWOHmd0CAAAAALFCBgAAAACmIZABAAAAgEkIZAAAAABgEgIZAAAAAJiEQAYAAAAAJiGQAQAAAIBJCGQAAAAAYBICGQAAAACYhEAGAAAAACbp04FsxYoVuvLKKxUdHa34+HjdfPPNOnTokFeNYRjKzc1VUlKSIiMjNXnyZH388cdeNQ0NDVq8eLHi4uI0ePBgzZgxQ59//rlXzYkTJ5SZmSm73S673a7MzEydPHmyx78jAAAAgNDVpwNZSUmJFi5cqA8++EDFxcU6e/as0tLSVFdX56l55JFHtGrVKhUUFGjPnj1yOBy6/vrrdfr0aU9Ndna2Nm/erI0bN2rXrl2qra1Venq6mpubPTWzZ8/Wvn37tGXLFm3ZskX79u1TZmZmr35fAAAAAKFloNkNdGbLli1evxcVFSk+Pl6lpaWaNGmSDMPQ6tWrdf/992vmzJmSpHXr1ikhIUEvvfSSfv3rX6umpkbPPvusXnzxRV133XWSpPXr12vYsGF65513dMMNN6isrExbtmzRBx98oAkTJkiSnn76aaWmpurQoUMaNWpU735xAAAAACGhT6+QtVdTUyNJiomJkSQdOXJElZWVSktL89TYbDZde+212r17tySptLRUTU1NXjVJSUlKSUnx1Lz//vuy2+2eMCZJV111lex2u6fGl4aGBp06dcrrBwAAAAAC1W8CmWEYWrJkia655hqlpKRIkiorKyVJCQkJXrUJCQmescrKSoWHh+uiiy7qtCY+Pr7DZ8bHx3tqfFmxYoXnnjO73a5hw4ad+xcEAAAAEHL6TSBbtGiR9u/fr5dffrnDmMVi8frdMIwOx9prX+Orvqv3ue+++1RTU+P5OXr0aFdfSLz8JAAAFvpJREFUAwAAAAA8+vQ9ZK0WL16sN998Uzt27NCll17qOe5wOCR9vcKVmJjoOV5VVeVZNXM4HGpsbNSJEye8Vsmqqqo0ceJET82XX37Z4XO/+uqrDqtvbdlsNtlstvP7cj3I5XKpurpaZWVlZrcCAAAAwIc+vUJmGIYWLVqk119/Xdu2bVNycrLXeHJyshwOh4qLiz3HGhsbVVJS4glbTqdTVqvVq6aiokIfffSRpyY1NVU1NTX68MMPPTX//Oc/VVNT46npb1wul0aNHiOn06mMjAyz2wEAAADgQ59eIVu4cKFeeukl/fWvf1V0dLTnfi673a7IyEhZLBZlZ2crLy9PI0eO1MiRI5WXl6dBgwZp9uzZntqsrCzl5OQoNjZWMTExWrp0qcaOHevZdXHMmDGaNm2abr/9dhUWFkqS7rjjDqWnp/fbHRarq6tV7z6j2PQcna35UjU715vdEgAAAIB2+nQgW7t2rSRp8uTJXseLioo0b948SdK9994rt9utO++8UydOnNCECRP09ttvKzo62lP/2GOPaeDAgbrlllvkdrs1depUPf/88woLC/PUbNiwQXfddZdnN8YZM2aooKCgZ79gL7DGstEIAAAA0Ff16UBmGEaXNRaLRbm5ucrNzfVbExERofz8fOXn5/utiYmJ0fr1rCIBAAAA6D19+h4yAAAAAAhmBDIAAAAAMAmBDAAAAABMQiADAAAAAJMQyAAAAADAJAQyAAAAADBJn972HuZyuVyqrq6WJMXFxWn48OEmdwQAAAAEFwIZfHK5XBo1eozq3WckSRGRg3To32WEMgAAAOAC4pJF+FRdXa169xnFpucoNj1H9e4zntUyAAAAABcGK2TolDV2mNktAAAAAEGLFTIAAAAAMAkrZCGurKxMEpt2AAAAAGYgkIWo5toTksWijIwMSWzaAQAAAJiBSxZDVEtDrWQYbNoBAAAAmIgVshDHph0AAACAeVghAwAAAACTEMgAAAAAwCQEMgAAAAAwCYEMAAAAAExCIAMAAAAAk7DLIjzaPiQaAAAAQM8jkMHnQ6Jf/b+vmNwVAAAAEPwIZPB6SLQkHX/rUZ08edLkrgAAAIDgRyCDBw+JBgAAAHoXm3oAAAAAgEkIZPDpyJEjZrcAAAAABD0CGby0bvDxwAMPmN0KAAAAEPQIZPDSusFH1NjrzW4FAAAACHoEMvg0ICrG7BYAAACAoEcgAwAAAACTEMgAAAAAwCQ8hww9yuVyqbq6WpIUFxen4cOHm9wRAAAA0HcQyNBjXC6XRo0eo3r3GUlSROQgHfp3GaEMAAAA+AaBDN0W6KpXdXW16t1nFJueI0k6/tajqq6uJpABAAAA3yCQoVvOZdXLGjust9oDAAAA+hU29UC3tF31ik3PUb37jGe1LNi4XC7t3btXLpfL7FYAAAAQpFghwzlpu+pVVlbWrzfs8HUJZtuVQO59AwAAQE8hkOGcNdeekCwWZWRk9InQEsi9ba01voKX9O0lmK0rgfbUWap5f1OP3PvWnR0o2a0SAAAgOBHIcM5aGmolw+jR0BKoQO5t87Xq5W/jkVZh9njT+u1ubfuwCQAAgL6Pe8hw3lpDS1lZmWn3XAVyb1vbVa/249bYYb26+Uh37sULpLY1tDmdTo0aPYb73gAAAPoJVshw3prdpz2XLkrfruCYIZBQ1VOrXueiOyGws9reuMQSAAAAFx6BDOfNaHRLhuF12d/OnTtN7io09aWwCQAAgK4RyHDBWGOHeW30gf6FjUMAAAB6H4EMF1TrRh+x6Tk6W/OlanauN7slBOBcHvgNAACA80cgQ4/wd79TZ88sY4XGPP52m+T/AwAAgJ5FIEOvaHspo80Woddee1WJiYl+nwfWWhMTEyObzSZJamho8Lw2K7D5C42tx9v22Nnr8vLygD+jN/XmTpMAAAAgkKGXtF7KGD0+Xaf/9Telp6dL6vgg5tj0HDW7T+nktme+rrEMkIyWr9+kzeu2oS7QgFNWdn47P/oLjZL0P//rF2qod/vt1+/rAD7j4YcfOq++ewKrmQAAABcGgQy9ymIb3GFHxvbPA9Pxo5JhKGrs9ao9UOx1P1qHwCZ1K+CcD7+h8Rv++vX1urU2kM/Izs7221N3wuaFClHcbwYAAHDhEMhgikAujRsQFdOhtm1g627AuVCbjPjrwW+/Pl631gbyGf6+WyBhszWEVVRUfLuKp46XhHZn9TDQ+81aP5sVNAAAAP8IZOi3uh1weriHnuLvu3UVNn0Ftk4vCe2mzr57288OZAWN8AYAAEIVgQzo5/wFI1+BratLQn1pv2FJIKtprZ9tT52lmvc3dbpjY3fDGwAAQDAhkAFBzl9g83WJZXteq2wBrKa1v6ctzB7fZX/dCW8AAADBZoDZDfQ1a9asUXJysiIiIuR0OrVz506zWwJM0xqWosZeLxktik3Pkf3HGT5rW8Ob0+lURoZ3TVlZmfbu3SuXy+VVv3fvXr/hrXW8/d8BAAAEE1bI2ti0aZOys7O1Zs0aXX311SosLNT06dN18OBB/sUeIS2Q1TRfl0g2u097nj8nfbsjo6RONyTx94iB1scc2Gy2gJ751vY5d607TPp7nl1X97F1tUsljwIAAADngkDWxqpVq5SVlaXbbrtNkrR69Wpt3bpVa9eu1YoVK0zuDugf2oY2o9Ht9zEHnW1I0ukjBlovnQzgOW82W4TWrl2j/3PnQs8Ok76eZyd9+yw5X+Gv/S6VbYOlr10s294L152Hhp9LgOxqvP3xVgRIAAD6BgLZNxobG1VaWqply5Z5HU9LS9Pu3bt9/k1DQ4MaGho8v9fU1EiSTp061XONBqi2tlaS1FD5qZpPVUmSmmuqOhzz97ptbavS0lLP6/78vmePH/M57uvv/NV21UNP/Xc41+/WnX59fUZ3an19RktTg8/alqYGGWcb/fbe0tSgljM1kmFoyJUz1Vx3QnUHt8uWPF4NR/Z6HWv/uqWxTrX/b6vmz58vSX7H2z5LLuI7P1L9Zx+2OWaRZHjGh1w5U5J0as/revnll/W7B3PV2FDvc3zr1q0aOnSoMjL/9zc1bd/L9+twW4QeW/Wo7lmS0+Z9vcfXv/iCJPl8X9/j3x5PTExUS0uLvvzyS5/jCQkJGjBggFpaWjz/K6nL19RSS23f74daakOl1uFwyOFwqC9ozQSGYXRaZzG6qggRX3zxhS655BK99957mjhxoud4Xl6e1q1bp0OHDnX4m9zcXP3+97/vzTYBAAAA9CNHjx7VpZde6necFbJ2LBaL1++GYXQ41uq+++7TkiVLPL+3tLTov//9r2JjY/3+TW85deqUhg0bpqNHj2rIkCGm9oK+iTmCQDBPEAjmCbrCHEEggm2eGIah06dPKykpqdM6Atk34uLiFBYWpsrKSq/jVVVVSkhI8Pk3NpvNc+9Gq6FDh/ZYj+diyJAhQTGh0XOYIwgE8wSBYJ6gK8wRBCKY5ondbu+yhm3vvxEeHi6n06ni4mKv48XFxV6XMAIAAADAhcIKWRtLlixRZmamrrjiCqWmpuqpp56Sy+XSggULzG4NAAAAQBAKy83NzTW7ib4iJSVFsbGxysvL08qVK+V2u/Xiiy9q3LhxZrd2TsLCwjR58mQNHEjuhm/MEQSCeYJAME/QFeYIAhGK84RdFgEAAADAJNxDBgAAAAAmIZABAAAAgEkIZAAAAABgEgIZAAAAAJiEQBaE1qxZo+TkZEVERMjpdGrnzp1mtwQT5ebmymKxeP04HA7PuGEYys3NVVJSkiIjIzV58mR9/PHHJnaMnrZjxw7deOONSkpKksVi0RtvvOE1HsicaGho0OLFixUXF6fBgwdrxowZ+vzzz3vza6CHdTVP5s2b1+HcctVVV3nVME+C24oVK3TllVcqOjpa8fHxuvnmm3Xo0CGvGs4nCGSehPr5hEAWZDZt2qTs7Gzdf//9+te//qUf//jHmj59ulwul9mtwUTf//73VVFR4fk5cOCAZ+yRRx7RqlWrVFBQoD179sjhcOj666/X6dOnTewYPamurk7jxo1TQUGBz/FA5kR2drY2b96sjRs3ateuXaqtrVV6erqam5t762ugh3U1TyRp2rRpXueWv//9717jzJPgVlJSooULF+qDDz5QcXGxzp49q7S0NNXV1XlqOJ8gkHkihfj5xEBQ+dGPfmQsWLDA69jo0aONZcuWmdQRzPbggw8a48aN8znW0tJiOBwO46GHHvIcq6+vN+x2u/Hkk0/2VoswkSRj8+bNnt8DmRMnT540rFarsXHjRk/NsWPHjAEDBhhbtmzpvebRa9rPE8MwjLlz5xo33XST379hnoSeqqoqQ5JRUlJiGAbnE/jWfp4YBucTVsiCSGNjo0pLS5WWluZ1PC0tTbt37zapK/QFhw8fVlJSkpKTk3XrrbeqvLxcknTkyBFVVlZ6zRmbzaZrr72WOROiApkTpaWlampq8qpJSkpSSkoK8ybEvPvuu4qPj9f3vvc93X777aqqqvKMMU9CT01NjSQpJiZGEucT+NZ+nrQK5fMJgSyIVFdXq7m5WQkJCV7HExISVFlZaVJXMNuECRP0wgsvaOvWrXr66adVWVmpiRMn6vjx4555wZxBq0DmRGVlpcLDw3XRRRf5rUHwmz59ujZs2KBt27bp0Ucf1Z49e/STn/xEDQ0NkpgnocYwDC1ZskTXXHONUlJSJHE+QUe+5onE+WSg2Q3gwrNYLF6/G4bR4RhCx/Tp0z2vx44dq9TUVH3nO9/RunXrPDfMMmfQ3rnMCeZNaJk1a5bndUpKiq644gqNGDFCf/vb3zRz5ky/f8c8CU6LFi3S/v37tWvXrg5jnE/Qyt88CfXzCStkQSQuLk5hYWEd/qWgqqqqw79OIXQNHjxYY8eO1eHDhz27LTJn0CqQOeFwONTY2KgTJ074rUHoSUxM1IgRI3T48GFJzJNQsnjxYr355pvavn27Lr30Us9xzidoy9888SXUzicEsiASHh4up9Op4uJir+PFxcWaOHGiSV2hr2loaFBZWZkSExOVnJwsh8PhNWcaGxtVUlLCnAlRgcwJp9Mpq9XqVVNRUaGPPvqIeRPCjh8/rqNHjyoxMVES8yQUGIahRYsW6fXXX9e2bduUnJzsNc75BFLX88SXUDufhOXm5uaa3QQunCFDhuiBBx7QJZdcooiICOXl5Wn79u0qKirS0KFDzW4PJli6dKlsNpsMw9Ann3yiRYsW6ZNPPlFhYaGGDh2q5uZmrVixQqNGjVJzc7NycnJ07NgxPfXUU7LZbGa3jx5QW1urgwcPqrKyUoWFhZowYYIiIyPV2NgY0JyIiIjQF198oYKCAo0bN041NTVasGCBoqOj9fDDD2vAAP6tLxh0Nk/CwsL0m9/8RtHR0Wpubta+fft02223qampSQUFBcyTELFw4UJt2LBBr776qpKSklRbW6va2lqFhYXJarXKYrFwPkGX86S2tpbziSl7O6JH/eUvfzFGjBhhhIeHG+PHj/faVhShZ9asWUZiYqJhtVqNpKQkY+bMmcbHH3/sGW9paTEefPBBw+FwGDabzZg0aZJx4MABEztGT9u+fbshqcPP3LlzDcMIbE643W5j0aJFRkxMjBEZGWmkp6cbLpfLhG+DntLZPDlz5oyRlpZmXHzxxYbVajWGDx9uzJ07t8McYJ4EN1/zQ5JRVFTkqeF8gq7mCecTw7AYhmH0ZgAEAAAAAHytn6/vAQAAAED/RSADAAAAAJMQyAAAAADAJAQyAAAAADAJgQwAAAAATEIgAwAAAACTEMgAAAAAwCQEMgAAAAAwCYEMABDU3n33XVksFp08efKCvee8efN08803X7D38+edd96RxWJRbW1tj38WAMAcBDIAQL82b948WSwWWSwWWa1WXXbZZVq6dKnq6uokSRMnTlRFRYXsdnuv9PPaa68pLCxMLpfL5/jo0aN111139UovAIC+j0AGAOj3pk2bpoqKCpWXl2v58uVas2aNli5dKkkKDw+Xw+GQxWLplV5mzJih2NhYrVu3rsPYe++9p0OHDikrK6tXegEA9H0EMgBAv2ez2eRwODRs2DDNnj1bc+bM0RtvvCGp4yWL8+fP1w9+8AM1NDRIkpqamuR0OjVnzhzP+x07dkyzZs3SRRddpNjYWN100036z3/+E1AvVqtVmZmZev7552UYhtfYc889J6fTqXHjxkmS1q1bJ6fTqaioKDkcDmVkZOirr77y+96//e1vdcUVV3gdW7lypb773e96HXvmmWc0evRoRUREaMyYMSosLAyodwBA7yOQAQCCTmRkpJqamnyOPfHEE6qrq9OyZcskSQ888ICqq6u1Zs0aSdKZM2c0ZcoURUVFaceOHdq1a5eioqI0bdo0NTY2BvT5WVlZKi8vV0lJiedYXV2dXnnlFa/VsaamJv3pT3/S/v37tXnzZh0+fPi8V8/Wrl2r3NxcrVixQmVlZVq+fLmWLVumDRs2nNf7AgB6xkCzGwAA4EL68MMP9dJLL2nq1Kk+x6OiorR+/Xpde+21io6O1qOPPqp//OMfnnvMNm7cqAEDBuiZZ57xXOZYVFSkoUOH6t1331VaWlqXPVx++eWaMGGCioqKNHnyZEnSK6+8oubmZv3yl7/01N12222e15dddplWr16tiRMnyu12KzIy8py+//Lly7V69Wr9/Oc/lyQlJyfrwIEDKiws9FoFBAD0DayQAQD6vbfeektRUVGKiIhQamqqJk2apPz8fL/1qampWrp0qf74xz8qJydHkyZN8oyVlpbq008/VXR0tKKiohQVFaWYmBjV19frs88+C7inrKwsvfrqqzp9+rSkry9XnDlzpoYOHer1WTNmzNDw4cMVHR2t6667TpJ09OjR7v4nkCRVVFToiy++0Ny5cz29R0VF6aGHHupW7wCA3sMKGQCg35syZYrWrl0rq9WqpKQkWa3WTutbWlr03nvvKSwsTIcPH+4w5nQ6fV7id/HFFwfc06233qp77rlHmzZt0uTJk7Vr1y794Q9/8IyfPn1aN9xwg376059qw4YNio+P12effaaf/exnfi+NHDBgQIf70tpemtnS0iLp6xU9p9PpVRcWFhZw7wCA3kMgAwD0e4MHD+6wsUVn/vznP6usrEwlJSW64YYbVFRUpF/96leSpPHjx2vTpk2Kj4/XkCFDzrmn6Oho/eIXv1BRUZHKy8t12WWXeS5flKSDBw/q+PHjevjhh5WYmChJev/99zt9z4svvliVlZVex/bt2+d5nZSUpISEBJWXl2vWrFnn3DsAoPdwySIAIKTs27dPv/vd7/Tss8/q6quv1uOPP667775b5eXlkqQ5c+YoLi5ON910k3bu3KkjR46opKREd999tz7//PNufVZWVpZ2796ttWvXav78+V5b748YMUJWq1VPPPGEysvL9cYbbygvL6/T95syZYoqKiq0cuVKffrpp8rPz1dxcbFn3GKxKDc3V8uXL1d+fr4++eQT7d+/X88995xWr17drd4BAL2DQAYACBn19fWaM2eO5s2bpxtvvFHS16HpuuuuU2ZmppqbmzVo0CDt2LFDw4cP18yZMzVmzBjNnz9fbre72ytm11xzjUaNGqVTp05p7ty5XmMOh0PPPfecXn75ZV1++eVauXKlVq5c2en7paSkKD8/X48//rh++MMfau/evbrnnnu8ahYsWKAnn3xSzz77rMaOHaspU6bohRdeUHJycrd6BwD0DovR/mJ0AAAAAECvYIUMAAAAAExCIAMAAAAAkxDIAAAAAMAkBDIAAAAAMAmBDAAAAABMQiADAAAAAJMQyAAAAADAJAQyAAAAADAJgQwAAAAATEIgAwAAAACTEMgAAAAAwCT/H+mwuJxA9tkoAAAAAElFTkSuQmCC", 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", 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" ] @@ -242,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -259,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -291,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -301,22 +295,22 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 26, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -342,22 +336,22 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -374,22 +368,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -407,12 +401,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -442,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -459,22 +453,22 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 31, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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WijVT/VzpiS6nk1h8r1RfmpRdDSnVhv0iEa/m1BUaFZzshtWqvXpLjY2NGjx4cNjjGO4DABiLJoWIXXx6UtyGDQFAokkBAAzGwgnDmDgXFe5zmKMCYDeSFADAWCQpG7SnoWhW+TnhK+LRWfsKu0Su8gOSGUkKAGAsmhR6jdV+n+GaJcAeNCkAgLGYk7JRx3mmWNyJAuZifgqIPZIUAMBYJKk4yvnl7zulqVis6mNeyCwkKiB2aFJxxlLz6H3wH52HSe96xvzzaGezYqEGUgXDfQAAY5Gk0Gt23xapqwQVyT7JrKTF8B/QeyQpAICxSFIwTk8pKZr3MClRAYgeSQoAYKyom9T+/fs1ffp0+Xw+uVwu7dixI2S/ZVmqqKiQz+fTgAEDVFxcrNOnT4ccEwgEtHTpUuXk5GjQoEGaMWOGLl682LefJAUly22JPviPiSGPWL+3KTwvH2JVHhClqJvU1atXVVRUpLVr13a5/8UXX9RLL72ktWvX6siRI/J4PLrvvvvU1NQUPGbZsmXavn27tm7dqoMHD6q5uVnTpk1TW1tb738SAEDSiXpOqrS0VKWlpV3usyxLP/3pT/XMM89o1qxZkqSNGzcqNzdXb7zxhr73ve+psbFR69at0+uvv657771XkrR582bl5eVp9+7d+ta3vtXpfQOBgAKBQPC53++PtuykkKjUxJcbAkiUmM5J1dbWqr6+XiUlJcFtbrdbkydP1qFDn/6Prrq6Wq2trSHH+Hw+FRYWBo/pqLKyUllZWcFHXl5eLMsGABgqpqv76uvrJUm5ubkh23Nzc3Xu3LngMRkZGbr99ts7HdP++o7Ky8u1fPny4HO/30+jioNEXgdlx+ew0g9wHluWoLtcrpDnlmV12tZRd8e43W653e6Y1QcAcIaYNimPxyPp07Tk9XqD2xsaGoLpyuPxqKWlRZcvXw5JUw0NDZo0yfkr1ewQz7moeM0/mbTqzklYHYhUE9M5qYKCAnk8HlVVVQW3tbS0aN++fcEGNHbsWKWnp4ccU1dXp1OnTtGkAAAhok5Szc3NOnv2bPB5bW2tTpw4oezsbA0bNkzLli3T888/rxEjRmjEiBF6/vnnNXDgQD366KOSpKysLC1evFgrVqzQHXfcoezsbK1cuVKjR48OrvbDZ+KVolIhQZkyN3VrGup4P7+OSSlV7vd39uUJER/7hX8/bGMlME3UTero0aOaMmVK8Hn7goaFCxdqw4YN+tGPfqTr16/rBz/4gS5fvqzx48frN7/5jTIzM4Ovefnll9WvXz/NnTtX169f1ze/+U1t2LBBaWlpMfiR0B2Wk3+mu4YZr0YW6fBdsg7zRdOcOr6GZpUaom5SxcXFsiwr7H6Xy6WKigpVVFSEPaZ///5as2aN1qxZE+3HAwBSiMvqruMYyu/3KysrS8WaqX6u9ESXEze9GfozJTk5daFEoocGk1VvElRHJClnu2G1aq/eUmNjowYPHhz2OG4wCwAwFl/V4SDtqSjSRGVCinJqgoL5zr48gTSVAkhSAABjkaQcqKdEZUKCAroSi7kopBaSFADAWCQpBzM5MSXLXJQpFwCja1wzlfxIUgAAY5Gk+uDPP/9q1K8Z+fgfbKjEHMmSoJzg7Ot3hzz/wrePJ6iSyLUnHuamECmSFADAWCSpCPUmNQGx0jE1OR2JCpGiSfUg1s2p/f2SddivfYEBw36xEU1zaj/WCcN+7WhW6AnDfQAAY5GkwmB4L7Ulasl5LIb1nLyg4laRpCuWnic/khQAwFh8VUcH8U5QyTo31c6Jc1PxTFHxXhDhhFQF6eL/HdXl9qGzT8e5EvvwVR0AAMdjTupvmIOyh0mr/TompI41cesjJFK49JTqSFIAAGORpOIo2eefuhPvRHVrKgr3mSYkp/Y5omS7WBeRI0F1jyQFADAWScoGqZyYTGRCYupJvBKVE+9Kgc+0p65kWuXXE5IUAMBYJKkYIkH1LJpUE838lRPSkklIVInHXFRkaFJ/095g+I4oc9B4ADDcBwAwFrdFCiOSREWCgl24XVLqiGbYL5kWTHBbJACA4zEnFUZPc1TJlqIa3/lCp21ZD5xNQCWQ4n+RLwspzJRMyam3SFIAAGORpHrg5MTUVTrqy+tJVvFn4m2TnPiliia7NS2l4sW6PSFJAQCMxeq+JNTXBBUOSSrxErnqr6fPJlEhGqzuAwA4HnNSScSuBAVzJGrVH5AoUSep/fv3a/r06fL5fHK5XNqxY0dwX2trq5588kmNHj1agwYNks/n03e+8x19+OGHIe9RXFwsl8sV8pg/f37ffxoAQFKJOkldvXpVRUVF+u53v6vZs2eH7Lt27ZqOHTumVatWqaioSJcvX9ayZcs0Y8YMHT16NOTYsrIyPffcc8HnAwYM6OWPkLpITqmnu2TTcU4oXimIuSjYKeomVVpaqtLS0i73ZWVlqaqqKmTbmjVr9NWvflXnz5/XsGHDgtsHDhwoj8cT7ccDKa2rhQzhmoTdQ4M0J8SD7QsnGhsb5XK59LnPfS5k+5YtW5STk6NRo0Zp5cqVampqCvsegUBAfr8/5AEASH62Lpz45JNP9NRTT+nRRx8NWWK4YMECFRQUyOPx6NSpUyovL9e7777bKYW1q6ys1OrVq+0s1VESNczX/rksRTdDopKMSQkqbY8v6te0Tfmw54NgDNuaVGtrq+bPn6+bN2/qlVdeCdlXVlYW/HNhYaFGjBihcePG6dixYxozZkyn9yovL9fy5cuDz/1+v/Ly8uwqHQBgCFuaVGtrq+bOnava2lr97ne/6/ZCLUkaM2aM0tPTVVNT02WTcrvdcrvddpSKXiBRpSaTEpTUuxR16+tIVM4Q8ybV3qBqamq0Z88e3XHHHT2+5vTp02ptbZXX6411OQAAB4u6STU3N+vs2c/+BV1bW6sTJ04oOztbPp9P//zP/6xjx47pV7/6ldra2lRfXy9Jys7OVkZGhv7yl79oy5YteuCBB5STk6P33ntPK1as0N13362vfe1rsfvJAEgy8ya1fdHbBAVnirpJHT16VFOmTAk+b58rWrhwoSoqKvT2229Lkr785S+HvG7Pnj0qLi5WRkaGfvvb3+pnP/uZmpublZeXpwcffFDPPvus0tLS+vKzAACSTNRNqri4WN3dk7an+9Xm5eVp37590X4sZN7FuybOTfkOZ4bd9+GE8Jc5wHyxTlDMTTkDN5gFABiLG8wiKXSXoDoeQ6KKnAkr+piDSm0kKQCAsUhSSDmplqiSZVWfXZibMhtNCo4WyTBfqunpxrPoGs3KTAz3AQCMRZJykPal3qYtRY+nWCanZBv26zis15dhPhNSGAsmIJGkAAAGI0k5iCkJKt4X7zLvFH+JnNciQeFWJCkAgLFIUg7CnJS9ukpsyTJfhZ6xqs9MJCkAgLFIUg7UcU7I7mRl0g1k7dDdnJcTVgDaebHu2dfvjvu8VHuiYW4KEkkKAGAwklQSiMVclclpqT3FsMovVLxud8QdLJBIJCkAgLFoUkkk64GzRiciJ/MdzjQqyXHTWKQKhvuSUFeNKtxQoJOa2ocTmoxqFADsR5ICABiLJJUinJSYupOoRRQmL0FPVvFais5FvGYjSQEAjEWSAmA0uxIVCcoZSFIAAGORpOBI8Z6bcsLtkeyW6It6OyafrpJVJKmLBOUsJCkAgLFIUnC0VL1l0he+fTzlL+jtLhGRlpIHSQoAYCyaFJLChxOa4jJfZNrtkYBkR5MCABiLOSkklY5pKplTT/squ3jPTXX8vEhW+/XmNYBEkwJ6hSXpn0n1BRywF8N9AABj0aSQ1Eg6gLPRpAAAxmJOCkkv2S/4TdQCit5gwQSiRZICABgr6ia1f/9+TZ8+XT6fTy6XSzt27AjZv2jRIrlcrpDHhAkTQo4JBAJaunSpcnJyNGjQIM2YMUMXL17s208ChGHnBbhc3BuZL3z7OCkKvRJ1k7p69aqKioq0du3asMfcf//9qqurCz7eeeedkP3Lli3T9u3btXXrVh08eFDNzc2aNm2a2traov8JAABJK+o5qdLSUpWWlnZ7jNvtlsfj6XJfY2Oj1q1bp9dff1333nuvJGnz5s3Ky8vT7t279a1vfavTawKBgAKBQPC53++PtmwkyJfD/OP5RBynT5J9TsrkuSjSE/rKljmpvXv3asiQIRo5cqTKysrU0NAQ3FddXa3W1laVlJQEt/l8PhUWFurQoUNdvl9lZaWysrKCj7y8PDvKBgAYJuar+0pLSzVnzhzl5+ertrZWq1at0tSpU1VdXS232636+nplZGTo9ttvD3ldbm6u6uvru3zP8vJyLV++PPjc7/fTqAwVLjl1d1y8UlVP10wla9JKBBIUYiXmTWrevHnBPxcWFmrcuHHKz8/Xzp07NWvWrLCvsyxLLpery31ut1tutzvWpQIADGf7dVJer1f5+fmqqamRJHk8HrW0tOjy5cshaaqhoUGTJk2yuxzYINL0FOnr4zlfdatbk1a4e/OZlLZMnotK9FfNI3nY3qQuXbqkCxcuyOv1SpLGjh2r9PR0VVVVae7cuZKkuro6nTp1Si+++KLd5cAB2ptWopqVFH5okNssOcO005e73P6rUbd3uR3mirpJNTc36+zZs8HntbW1OnHihLKzs5Wdna2KigrNnj1bXq9XH3zwgZ5++mnl5OTo4YcfliRlZWVp8eLFWrFihe644w5lZ2dr5cqVGj16dHC1HwAAUi+a1NGjRzVlypTg8/YFDQsXLtSrr76qkydPatOmTbpy5Yq8Xq+mTJmibdu2KTPzs2GSl19+Wf369dPcuXN1/fp1ffOb39SGDRuUlpYWgx8J8dLXYb5I3z+Rico0Jg/x3crUYb6uEhbpymxRN6ni4mJZlhV2/65du3p8j/79+2vNmjVas2ZNtB8PAEgh3GAWxiNROSdBmaI9HYWbm4JzcINZAICxSFKAQZIlMTlpCXp72mJuykwkKQCAsUhScIwvH0++ealkSU7hOClRwUwkKQCAsUhSQJwle3rqSrwTFav6kgdJCgBgLJIUECcmJ6iOCSfWtTInhd6iSSFidt8GKZoanLSAwpTmFE2juPVYU+pHamK4DwBgLJIUkOT6OtTWl6FAhvnQVyQpAICxSFIAYi7RCSqaG8wm+nZI368522nbqyO+kIBKzESSAgAYiySFHpmwqq8jJ67yi7dEpZlEp6hbmfyVHV0lqEj2dSWZkxdJCgBgLJIUetSeVkhUkUn264pMSkqRunXeKRm/miOZ57VIUgAAY5GkgD5I9tSUjJIpQXUn3LyW0xIWSQoAYCySFNALJCggPmhSiJjJCyjQGd+Ka7b2Ybdol5v39fOchuE+AICxSFKIWsfl3qmUrJw4zEeiSm1OTVDtSFIAAGORpOBo8b6Itz2NdJVOTElZHWuE2WI9N+X05NQRSQoAYCyXZVlWoouIlt/vV1ZWloo1U/1c6YkuB12I1zyVSbdD6ihRSYa5J+fqS5pyWoK6YbVqr95SY2OjBg8eHPY4khQAwFjMSQFJggSFZESSAgAYiyQFRzJ5LsoOpKTo/J/aIz0es6rgK3GoBH1FkgIAGIskBSBpRJKgwh1rQrLq7TVTTlvZF42ok9T+/fs1ffp0+Xw+uVwu7dixI2S/y+Xq8vGTn/wkeExxcXGn/fPnz+/7TwMASCpRJ6mrV6+qqKhI3/3udzV79uxO++vq6kKe/+///q8WL17c6diysjI999xzwecDBgyIthQYzK47pjtpLoo7P6C3kjkZRSvqJlVaWqrS0tKw+z0eT8jzt956S1OmTNHf//3fh2wfOHBgp2OB7jipQSE+ohnegzPZunDio48+0s6dO7V48eJO+7Zs2aKcnByNGjVKK1euVFNTU9j3CQQC8vv9IQ8AQPKzdeHExo0blZmZqVmzZoVsX7BggQoKCuTxeHTq1CmVl5fr3XffVVVVVZfvU1lZqdWrV9tZKmIslsN8Tk9Q3Q37hVtaztdrAJ+ytUm99tprWrBggfr37x+yvaysLPjnwsJCjRgxQuPGjdOxY8c0ZsyYTu9TXl6u5cuXB5/7/X7l5eXZVzgAwAi2NakDBw7ozJkz2rZtW4/HjhkzRunp6aqpqemySbndbrndbjvKhE2iWTjh9KQUqWhSERz87Z0AAAuxSURBVAkK+JRtc1Lr1q3T2LFjVVRU1OOxp0+fVmtrq7xer13lAAAcKOok1dzcrLNnP7vQrLa2VidOnFB2draGDRsm6dPhuP/5n//Rf/7nf3Z6/V/+8hdt2bJFDzzwgHJycvTee+9pxYoVuvvuu/W1r32tDz8KTNRdokqVBAX7tF+AG26VX3cX6LIy0BmiblJHjx7VlClTgs/b54oWLlyoDRs2SJK2bt0qy7L0yCOPdHp9RkaGfvvb3+pnP/uZmpublZeXpwcffFDPPvus0tLSevljAACSEV96iIT48nGSFJDK+NJDAIDj0aSQEKSo5LHh/EFtOH8w0WUgSdGkAADG4qs6APRKx/TUlzS1aNjX+1oOkhRJCgBgLJoUAMBYDPcBiIrJiyR2fXiix2O+5ftyHCpBrJCkAADGIkkBiIjJCSoa7WmLROUMJCkAgLFIUgCCnJ6WOqajSOaoYDaSFADAWCQpIEk4PQXZoT1ZkaiciyQFADAWSQpwOBIUkhlJCgBgLJIUgISJ141lb52b4vooZ6FJAQ7FMF/0aFDOw3AfAMBYNCnAgUhRSBU0KQCAsZiTAhyEBIVUQ5ICABiLJAU4QLIlqHgtPYfzkaQAAMYiSQEGS7YE1a795yJRoSckKQCAsUhSgIGSNUG1I0EhUiQpAICxSFIAbEdyQm/RpADYhuaEvmK4DwBgLJoUANtsOH8w6ReBwF40KQCAsWhSAABjOXLhhGVZkqQbapWsBBcD2KCp6WaiS4ipG1ZrokuAYW7o09+J9v+fh+OyejrCQBcvXlReXl6iywAA9NGFCxc0dOjQsPsd2aRu3rypM2fO6Etf+pIuXLigwYMHJ7qkqPj9fuXl5TmudqfWLTm3duqOP6fW7rS6LctSU1OTfD6fbrst/MyTI4f7brvtNn3+85+XJA0ePNgRfyFdcWrtTq1bcm7t1B1/Tq3dSXVnZWX1eAwLJwAAxqJJAQCMlVZRUVGR6CJ6Ky0tTcXFxerXz3mjlk6t3al1S86tnbrjz6m1O7Xu7jhy4QQAIDUw3AcAMBZNCgBgLJoUAMBYNCkAgLFoUgAAYzm2Sb3yyisqKChQ//79NXbsWB04cCDRJYWorKzUV77yFWVmZmrIkCF66KGHdObMmZBjFi1aJJfLFfKYMGFCgir+VEVFRaeaPB5PcL9lWaqoqJDP59OAAQNUXFys06dPJ7Diz9x1112dane5XFqyZIkkc873/v37NX36dPl8PrlcLu3YsSNkfyTnOBAIaOnSpcrJydGgQYM0Y8YMXbx4MaG1t7a26sknn9To0aM1aNAg+Xw+fec739GHH34Y8h7FxcWd/h7mz5+fsLqlyH43TDznkrr8nXe5XPrJT34SPCYR5zxWHNmktm3bpmXLlumZZ57R8ePH9Y1vfEOlpaU6f/58oksL2rdvn5YsWaLDhw+rqqpKN27cUElJia5evRpy3P3336+6urrg45133klQxZ8ZNWpUSE0nT54M7nvxxRf10ksvae3atTpy5Ig8Ho/uu+8+NTU1JbDiTx05ciSk7qqqKknSnDlzgseYcL6vXr2qoqIirV27tsv9kZzjZcuWafv27dq6dasOHjyo5uZmTZs2TW1tbQmr/dq1azp27JhWrVqlY8eO6c0339Sf//xnzZgxo9OxZWVlIX8Pv/jFLxJWd7uefjdMPOeSQmquq6vTa6+9JpfLpdmzZ4ccF+9zHjOWA331q1+1Hn/88ZBtX/ziF62nnnoqQRX1rKGhwZJk7du3L7ht4cKF1syZMxNYVWfPPvusVVRU1OW+mzdvWh6Px3rhhReC2z755BMrKyvL+vnPfx6vEiP2wx/+0Bo+fLh18+ZNy7LMPN+SrO3btwefR3KOr1y5YqWnp1tbt24NHvPXv/7Vuu2226xf//rXCau9K3/4wx8sSda5c+eC2yZPnmz98Ic/tLu8sLqqu6ffDSed85kzZ1pTp04N2Zboc94XjktSLS0tqq6uVklJScj2kpISHTp0KEFV9ayxsVGSlJ2dHbJ97969GjJkiEaOHKmysjI1NDQkorwQNTU18vl8Kigo0Pz58/X+++9Lkmpra1VfXx9y7t1utyZPnmzcuW9padHmzZv12GOPyeVyBbebeL5vFck5rq6uVmtra8gxPp9PhYWFxv09NDY2yuVy6XOf+1zI9i1btignJ0ejRo3SypUrjUji3f1uOOWcf/TRR9q5c6cWL17caZ+J5zwSjrt3xscff6y2tjbl5uaGbM/NzVV9fX2CquqeZVlavny5vv71r6uwsDC4vbS0VHPmzFF+fr5qa2u1atUqTZ06VdXV1XK73Qmpdfz48dq0aZNGjhypjz76SD/+8Y81adIknT59Onh+uzr3586dS0S5Ye3YsUNXrlzRokWLgttMPN8dRXKO6+vrlZGRodtvv73TMSb9N/DJJ5/oqaee0qOPPhpyV+4FCxaooKBAHo9Hp06dUnl5ud59993g8Gwi9PS74ZRzvnHjRmVmZmrWrFkh200855FyXJNqd+u/jqVPG0HHbaZ44okn9Mc//lEHDx4M2T5v3rzgnwsLCzVu3Djl5+dr586dnX7J4qW0tDT459GjR2vixIkaPny4Nm7cGJxIdsK5X7dunUpLS+Xz+YLbTDzf4fTmHJv099Da2qr58+fr5s2beuWVV0L2lZWVBf9cWFioESNGaNy4cTp27JjGjBkT71Il9f53w6RzLkmvvfaaFixYoP79+4dsN/GcR8pxw305OTlKS0vr9K+XhoaGTv/6NMHSpUv19ttva8+ePd1++6Qkeb1e5efnq6amJk7V9WzQoEEaPXq0ampqgqv8TD/3586d0+7du/Uv//Iv3R5n4vmO5Bx7PB61tLTo8uXLYY9JpNbWVs2dO1e1tbWqqqrq8buNxowZo/T0dKP+Hjr+bph+ziXpwIEDOnPmTI+/95KZ5zwcxzWpjIwMjR07tlNMraqq0qRJkxJUVWeWZemJJ57Qm2++qd/97ncqKCjo8TWXLl3ShQsX5PV641BhZAKBgP70pz/J6/UGhwtuPfctLS3at2+fUed+/fr1GjJkiB588MFujzPxfEdyjseOHav09PSQY+rq6nTq1KmE/z20N6iamhrt3r1bd9xxR4+vOX36tFpbW436e+j4u2HyOW+3bt06jR07VkVFRT0ea+I5DyuBizZ6bevWrVZ6erq1bt0667333rOWLVtmDRo0yPrggw8SXVrQ97//fSsrK8vau3evVVdXF3xcu3bNsizLampqslasWGEdOnTIqq2ttfbs2WNNnDjR+vznP2/5/f6E1b1ixQpr79691vvvv28dPnzYmjZtmpWZmRk8ty+88IKVlZVlvfnmm9bJkyetRx55xPJ6vQmt+VZtbW3WsGHDrCeffDJku0nnu6mpyTp+/Lh1/PhxS5L10ksvWcePHw+ugIvkHD/++OPW0KFDrd27d1vHjh2zpk6dahUVFVk3btxIWO2tra3WjBkzrKFDh1onTpwI+b0PBAKWZVnW2bNnrdWrV1tHjhyxamtrrZ07d1pf/OIXrbvvvtvW2rurO9LfDRPPebvGxkZr4MCB1quvvtrp9Yk657HiyCZlWZb1X//1X1Z+fr6VkZFhjRkzJmRptwkkdflYv369ZVmWde3aNaukpMS68847rfT0dGvYsGHWwoULrfPnzye07nnz5ller9dKT0+3fD6fNWvWLOv06dPB/Tdv3rSeffZZy+PxWG6327rnnnuskydPJrDiULt27bIkWWfOnAnZbtL53rNnT5e/GwsXLrQsK7JzfP36deuJJ56wsrOzrQEDBljTpk2Ly8/SXe21tbVhf+/37NljWZZlnT9/3rrnnnus7OxsKyMjwxo+fLj1b//2b9alS5cSVnekvxsmnvN2v/jFL6wBAwZYV65c6fT6RJ3zWOH7pAAAxnLcnBQAIHXQpAAAxqJJAQCMRZMCABiLJgUAMBZNCgBgLJoUAMBYNCkAgLFoUgAAY9GkAADGokkBAIz1/wG0BC+4PEJNKAAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -489,7 +483,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -498,7 +492,7 @@ "{'shape': (199, 199), 'fortran_order': False, 'descr': '>> Preparing run") + if not self._server: + LOGGER.debug(">>> Initializing server") + self._server = ForeignToolServer(self.server_port.value, wait_for_handshake=False) + + if not self._client_launched: + LOGGER.debug(">>> Launching client") + command = f"conda run --no-capture-output -n {self.env_name.value} python {self.algo_path.value}" + args = shlex.split(command) + env = os.environ.copy() + env["PYTHONUNBUFFERED"] = "1" + self._client_proc = subprocess.Popen(args, stdin=subprocess.PIPE, stdout=subprocess.PIPE, stderr=sys.stdout, bufsize=1, universal_newlines=True, env=env, close_fds=False) + #self._client_thread = threading.Thread(target=_run_logger, args=(self._client_proc,), name="foreign client stdout logger thread") + #self._client_thread.start() + + self._client_launched = True + self._server.wait_for_handshake() + + return True + + def post_run(self, workspace): + if self._client_launched: + LOGGER.debug(">>> Shuttding down client") + #self._client_thread.join() + self._client_proc.terminate() + + def run(self, workspace): + # TODO: is this supposed to not run in test mode? because it doesn't... + self.prepare_run(workspace) + + x_name = self.x_name.value + + y_name = self.y_name.value + + images = workspace.image_set + + x = images.get_image(x_name) + + dimensions = x.dimensions + + x_data = x.pixel_data + + y_data = self._server.serve_one_image(x_data) + + y = Objects() + + y.segmented = y_data + + y.parent_image = x.parent_image + + objects = workspace.object_set + + objects.add_objects(y, y_name) + + self.add_measurements(workspace) + + if self.show_window: + workspace.display_data.x_data = x_data + + workspace.display_data.y_data = y_data + + workspace.display_data.dimensions = dimensions From 6021a13eb0b756238c1ee613f1098189402fd16f Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Tue, 25 Jun 2024 15:13:42 -0400 Subject: [PATCH 05/13] Rename RunForeign to RunForeignNb --- .../{runforeign.py => runforeignnb.py} | 12 +++++------- 1 file changed, 5 insertions(+), 7 deletions(-) rename CP5/active_plugins/{runforeign.py => runforeignnb.py} (93%) diff --git a/CP5/active_plugins/runforeign.py b/CP5/active_plugins/runforeignnb.py similarity index 93% rename from CP5/active_plugins/runforeign.py rename to CP5/active_plugins/runforeignnb.py index 202dcf38..083a40c3 100644 --- a/CP5/active_plugins/runforeign.py +++ b/CP5/active_plugins/runforeignnb.py @@ -11,15 +11,13 @@ DENIED = "Denied" __doc__ = """\ -RunForeign +RunForeignNb ============ -**RunForeign** runs a foreign tool via sockets. +**RunForeign** runs a foreign notebook via sockets. -Assumes there is a server up and running, handshakes, and pings for availability on every validation run of pipeline. -Server must be idompotent on both handshake and validation ping. -Server provides definition of what run will be. +Assumes there is a notebook running as a server to do the handshake, receive an image, and send back labels. | @@ -31,10 +29,10 @@ """ -class RunForeign(ImageSegmentation): +class RunForeignNb(ImageSegmentation): category = "Object Processing" - module_name = "RunForeign" + module_name = "RunForeignNb" variable_revision_number = 1 From 7496e81e283f3db2b45a25fe7b28ae9a10244213 Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Tue, 25 Jun 2024 15:18:21 -0400 Subject: [PATCH 06/13] Fix - remove image saving in server --- CP5/active_plugins/cpforeign/thresh.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/CP5/active_plugins/cpforeign/thresh.py b/CP5/active_plugins/cpforeign/thresh.py index 0bc70b5c..25c1956f 100644 --- a/CP5/active_plugins/cpforeign/thresh.py +++ b/CP5/active_plugins/cpforeign/thresh.py @@ -32,8 +32,6 @@ def run(image_data, image_header): segmentation = mask_sizes[labels] labels, _ = sp.ndimage.label(segmentation) - - ski.io.imsave("/Users/ngogober/Desktop/thresh.tif", labels) return labels From 950cff5554dbe70437236b34ffc1c7ee52882ccf Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Tue, 25 Jun 2024 16:38:40 -0400 Subject: [PATCH 07/13] Add poller and move print to log --- CP5/active_plugins/cpforeign/zmq_server.ipynb | 325 ++++-------------- CP5/active_plugins/runforeignnb.py | 54 ++- 2 files changed, 95 insertions(+), 284 deletions(-) diff --git a/CP5/active_plugins/cpforeign/zmq_server.ipynb b/CP5/active_plugins/cpforeign/zmq_server.ipynb index c977c199..000e97ec 100644 --- a/CP5/active_plugins/cpforeign/zmq_server.ipynb +++ b/CP5/active_plugins/cpforeign/zmq_server.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -37,20 +37,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "context = zmq.Context()\n", "socket = context.socket(zmq.PAIR)\n", @@ -61,17 +50,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Received connection: Hello\n" - ] - } - ], + "outputs": [], "source": [ "# handshake\n", "hello = socket.recv_string()\n", @@ -84,20 +65,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'shape': [199, 199], 'fortran_order': False, 'descr': '" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "im_bytes = socket.recv(copy=False)\n", "im_bytes" @@ -136,26 +95,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1, 1, 1, ..., 1, 1, 1],\n", - " [1, 1, 1, ..., 1, 1, 2],\n", - " [1, 1, 1, ..., 1, 2, 2],\n", - " ...,\n", - " [0, 1, 1, ..., 2, 2, 2],\n", - " [0, 1, 1, ..., 2, 2, 2],\n", - " [1, 1, 1, ..., 2, 3, 3]], dtype=uint8)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "buf = memoryview(im_bytes)\n", "im = np.frombuffer(buf, dtype=header['descr'])\n", @@ -166,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -176,50 +118,36 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.imshow(im, cmap='gray')" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import napari" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], + "source": [ + "viewer = napari.view_image(im)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Create the histogram\n", "plt.figure(figsize=(10, 6))\n", @@ -236,37 +164,18 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrBG', 'BrBG_r', 'BuGn', 'BuGn_r', 'BuPu', 'BuPu_r', 'CMRmap', 'CMRmap_r', 'Dark2', 'Dark2_r', 'GnBu', 'GnBu_r', 'Greens', 'Greens_r', 'Greys', 'Greys_r', 'OrRd', 'OrRd_r', 'Oranges', 'Oranges_r', 'PRGn', 'PRGn_r', 'Paired', 'Paired_r', 'Pastel1', 'Pastel1_r', 'Pastel2', 'Pastel2_r', 'PiYG', 'PiYG_r', 'PuBu', 'PuBuGn', 'PuBuGn_r', 'PuBu_r', 'PuOr', 'PuOr_r', 'PuRd', 'PuRd_r', 'Purples', 'Purples_r', 'RdBu', 'RdBu_r', 'RdGy', 'RdGy_r', 'RdPu', 'RdPu_r', 'RdYlBu', 'RdYlBu_r', 'RdYlGn', 'RdYlGn_r', 'Reds', 'Reds_r', 'Set1', 'Set1_r', 'Set2', 'Set2_r', 'Set3', 'Set3_r', 'Spectral', 'Spectral_r', 'Wistia', 'Wistia_r', 'YlGn', 'YlGnBu', 'YlGnBu_r', 'YlGn_r', 'YlOrBr', 'YlOrBr_r', 'YlOrRd', 'YlOrRd_r', 'afmhot', 'afmhot_r', 'autumn', 'autumn_r', 'binary', 'binary_r', 'bone', 'bone_r', 'brg', 'brg_r', 'bwr', 'bwr_r', 'cividis', 'cividis_r', 'cool', 'cool_r', 'coolwarm', 'coolwarm_r', 'copper', 'copper_r', 'cubehelix', 'cubehelix_r', 'flag', 'flag_r', 'gist_earth', 'gist_earth_r', 'gist_gray', 'gist_gray_r', 'gist_heat', 'gist_heat_r', 'gist_ncar', 'gist_ncar_r', 'gist_rainbow', 'gist_rainbow_r', 'gist_stern', 'gist_stern_r', 'gist_yarg', 'gist_yarg_r', 'gnuplot', 'gnuplot2', 'gnuplot2_r', 'gnuplot_r', 'gray', 'gray_r', 'hot', 'hot_r', 'hsv', 'hsv_r', 'inferno', 'inferno_r', 'jet', 'jet_r', 'magma', 'magma_r', 'nipy_spectral', 'nipy_spectral_r', 'ocean', 'ocean_r', 'pink', 'pink_r', 'plasma', 'plasma_r', 'prism', 'prism_r', 'rainbow', 'rainbow_r', 'seismic', 'seismic_r', 'spring', 'spring_r', 'summer', 'summer_r', 'tab10', 'tab10_r', 'tab20', 'tab20_r', 'tab20b', 'tab20b_r', 'tab20c', 'tab20c_r', 'terrain', 'terrain_r', 'twilight', 'twilight_r', 'twilight_shifted', 'twilight_shifted_r', 'viridis', 'viridis_r', 'winter', 'winter_r']\n" - ] - } - ], + "outputs": [], "source": [ "print(plt.colormaps())" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "cmap_name = 'Paired'\n", "# Reshape to a 2D array (gradient image) with shape (1, 256)\n", @@ -285,7 +194,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -295,30 +204,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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OTib89YKJfR5+DcbximnpGeby7FzZxo0bNXLkSF1zzTVp1zt58qSOHz+uyspKr4oCAAgoT5JUT0+PNm7cqEWLFum88778E52dnaqvr9f8+fNVWVmpDz74QPfff79GjBih66+/3oui+MKN23lk04+V7qLeTK9xixt9D+luj5Jq23rVEvfrQtJCuwg607E5bO0s0hSS8qSS2r59u44dO6Zbb701bvnAgQN14MABPffcczp9+rQqKys1c+ZMbdmyRaWlpV4UBQAQYJ5UUrNnz1ayQYNDhgzR66+/7sWfzBs/Wri96cHNVr2byaDvNsklRebSkvZ6uqd8JapCS1Cp2LnhKCAxwSwAwGBFPcGs2/LVKszUqk92/t/rBECLODfFkqCy6TdNh5lHCh9JCgBgLJJUAGTbz5LPViV9DLlJTBhuJw5TMaIPmVBJpWDyl0MhnNJw68spX4MtvLyQ2ulzhcDJnQPsvgcKE6f7AADGIkklCEIL1uQ7lXpx2q/veya+f6a/ky4l5ftUk9vHlon7P1uXz5kWiP895B9JCgBgLJIUAiWIAzO8SAiFlKJ6pfpMJp85gPdIUgAAY5GkEhTL0F+/5NIPdOaehkAlqSAfQyalFxPKAP+QpAAAxiJJpZAqUeU7aSVLHrm0LPN1Gw+vRs6lu41HMrneAiKbbRDkBJXIzmch6cBLJCkAgLFIUhkEvZWY6Tbu6VJGECbvzHRdVj6nlCqkBOWESf1XKDwkKQCAsUJWsrsTGi4ajaqsrEyHI1UqHeBfPZsppeQiXQKw22LN5maETpJH33JkShHJyuxGUjPlGiQ/UpSX8wn27Xt1Os8eiQp2dPT06OLWE2pvb9fw4cNTrsfpPheZMhN4vr4w+36hZfPFZNodhrNR6Kf4sq2w/d4vKByc7gMAGIsklYN8D0fP1DpNVg6/Ux2ccXL7EC+QgGAakhQAwFgkKQ/k0jcVxDuV0gfhniDu/2QYlg63kKQAAMYiSbnAjb4pN4ac23nfxD4Pv/tAConbFxT3fU+/btBo59hzcoF4sUj2XUCqzA5JCgBgLJKUixITVbIWpdN+KrdbX14kKFqIX0jVF5nNtjZlVGbf/ka7F6/nOqlvkKUbYUs/XXZIUgAAY5GkPJCuj8puC9Pr1laxtnTzIZtta+eWI9m+txPJjlmnfa0cW19ItU9JVM6QpAAAxiJJecjJxJxBmdQ0H3L5XPlqnTopY7oUZErfUy+3ZlEptpRgp78u8TggUdlDJZVHHIzppfpiTPYPn+qUkon/+OlOf5kyKXEiOzPcp/pcJm17BB+n+wAAxiJJBVi+J7j1ipMEZee5xPcMQsve1EQl2T/O/NjOJiZnicEjbiJJAQCMRZIKsGw673uZcBFvNgnKrr6d1F60tvOVYk1skZuSWvpuezfu8uyGQjm7YRKSFADAWCHLsiwnL9i9e7fWrl2rxsZGtbS0aOvWrZo7d27secuytHr1aj399NM6deqUpk6dqieffFLjx4+PrdPV1aUVK1bol7/8pT799FN95zvf0fr16zVq1ChbZYhGoyorK9PhSJVKBxRPPZtL68yLiWVzaa32/Sxe98MkfkYvWtnZ7Ju+nzub/WBKoskXty/hyBcT+/JM0NHTo4tbT6i9vV3Dhw9PuZ7jb/gzZ85o4sSJWrduXdLnH3vsMT3++ONat26d3nrrLUUiEc2aNUsdHR2xdZYuXaqtW7dq8+bNeuONN9TZ2ak5c+bo3LlzTosDAChgjpNU3ItDobgkZVmWqqqqtHTpUt17772SvkhNFRUV+td//Vf9+Mc/Vnt7uy688EL94he/0IIFCyRJJ06cUHV1tV577TV973vf6/d3urq61NXVFXscjUZVXV1NksozN1p8ftziPh9Jqq989BUWQ+vbyXYMwvZI9XmCUHYveJak0mlublZra6tmz54dWxYOh3XllVdq7969kqTGxkZ1d3fHrVNVVaXa2trYOonWrFmjsrKy2E91dbWbxQYAGMrV0X2tra2SpIqKirjlFRUVOnr0aGydkpISnX/++f3W6X19opUrV2rZsmWxx71Jqlj4laDcbOH5kaAS/06+Rsql2m65TDhc6Pw+S5BPxZqcsuXJEPRQKBT32LKsfssSpVsnHA4rHA67Vj4AQDC4WklFIhFJX6SlysrK2PK2trZYuopEIjp79qxOnToVl6ba2to0ffp0N4tTEOwkELdb414nKMnfmRXyfU1NMaUEp4pp25CgsuNqn9SYMWMUiUTU0PDll+bZs2e1a9euWAU0efJkDRo0KG6dlpYWHTx4kEoKABDHcZLq7OzUe++9F3vc3Nysd955R+Xl5Ro9erSWLl2qRx55RGPHjtXYsWP1yCOPaOjQobr55pslSWVlZbrtttu0fPlyXXDBBSovL9eKFSs0YcIEffe733XvkwVcPq8jkvLXyvMzQaXqmzJ1/rdkglBGO+zeij6ZZGcOgrAPuV4qO44rqbffflszZ86MPe4d0LBo0SI9++yz+ulPf6pPP/1Ud9xxR+xi3t/+9rcqLS2Nvebf//3fdd555+nGG2+MXcz77LPPauDAgS58pMKTafLRdP/gmU4F8o/xpaBNSlsIsmm0pBsIY2JlVUynNL3guJKaMWOG0l1aFQqFVF9fr/r6+pTrDB48WE888YSeeOIJp38eAFBEmGDWUMkmqnR6Owc/hzfncjrHa3aGpJvYIpfMLZddXqcKk7aL08+659U/GFV+UxTPdA0AgMAhSQVQYgKwk1JoofXnJFH1ymY7unn7hkLZj27djiXIg2BgD0kKAGAsklQBYGqd/KGlHgx+76dCmxzXTyQpAICxSFIecHNK/mSv4boLbyXr63CDG31TXMsVL9+TB9uVbt/w/+sMSQoAYCySVJbStYZSjVxyqxXspEWe79Z2sbQSs+nzcHvb5HuiXDc5veYPxYskBQAwFknKJjut4EytQrf7OlIlKhNb1E5azn63sp3so76Jyu8UGYTjIF9M/uxuXjdXDEJWuon4DBWNRlVWVqbDkSqVDvAmDNq5D1IuX6a9rzX5nykbmf7xnFRSTl7jBtM6391i4jHm1rRZifvMxM+aSrEPU+/o6dHFrSfU3t6u4cOHp1yP030AAGNxui+BkxYenb79ZTqV0bflm82tR9zk92nFfPH7wlY7kqXYTPulUJNvMm5e1hI0JCkAgLHok/o/ft1aolj7piR3bzmS651dTePkItXEz57uNaYdZ24NHjDtc9nh9sCJoG0D+qQAAIFHn1SCQu+fMEmqPqFs+oqCkI6ykWobnLmnIatj1bT+qWyGY5tS9mxlc5bBzvFt2r51C0kKAGAs+qSUvGXjRaIKUl+BW7hgMTu5XHvnROJx52drPNOxUij/I9lMqebGvjUNfVIAgMCjT8oDhdo/kg2mgPFeLsdbqv3iR6IyveXvNTvXZBbjdwtJCgBgLJKU4icHzVdfANzlRivchLRnyujSYk81Xkp1diHZbCyF2BflFJVUAieTmxZi5ZTuizrxnyvZP1uqf5Ag/OPkUkYTKjivFeoQZxPZ/W4phn3B6T4AgLEYgp7Azi06euUSxU2790++koDfn9MPuWzbbG5tki/FuC+9kM3xUQjbniHoAIDAo08qQaZOTbeGguarJZSq/4ih4fnj9bb2a3gyfVT5V4zbmiQFADAWfVIZBHE6/WTD6TO1st3qc8ukGFuCvQq1b6pXMe9bN9gZJVtI6JMCAAQefVJ55HXrKN0Fydn0W2RzuwCklmoyVzuS3b7Ezf1hZ1+7Ofkp+iuG9JQNkhQAwFgkqQxyaf2meg+3OSmTKdPuIP64sLsPc00tdvc/xwlM4ThJ7d69W9dee62qqqoUCoX08ssvx57r7u7WvffeqwkTJmjYsGGqqqrSD3/4Q504cSLuPWbMmKFQKBT3s3Dhwtw/DQCgoDhOUmfOnNHEiRP1ox/9SPPnz4977pNPPtG+ffu0atUqTZw4UadOndLSpUt13XXX6e23345bd8mSJXrooYdij4cMGZLlRzBPvq+B6uVn69futUBcW2OGZH1cgIkcV1J1dXWqq6tL+lxZWZkaGuJPRzzxxBP65je/qWPHjmn06NGx5UOHDlUkEnH6531nwperiRfgmlimILF7XOW6nRNPF2ZTWQVpoIRp04/BOc8HTrS3tysUCumrX/1q3PIXXnhBI0aM0Pjx47VixQp1dHSkfI+uri5Fo9G4HwBA4fN04MRnn32m++67TzfffHPcxVq33HKLxowZo0gkooMHD2rlypV69913+6WwXmvWrNHq1au9LGpBsNPCTTUUPd+nffa8+gdatVlIt82KMc06/cwcd8HjWSXV3d2thQsXqqenR+vXr497bsmSJbHfa2trNXbsWE2ZMkX79u3TpEmT+r3XypUrtWzZstjjaDSq6upqr4oOADCEJ5VUd3e3brzxRjU3N+v3v/992ikvJGnSpEkaNGiQmpqaklZS4XBY4XDYi6IWnVRpy07fhJsTmdKaDR7T+qLspKhkFykzeCdYXK+keiuopqYm7dixQxdccEHG1xw6dEjd3d2qrKx0uzgAgABzXEl1dnbqvffeiz1ubm7WO++8o/LyclVVVenv//7vtW/fPr366qs6d+6cWltbJUnl5eUqKSnRX/7yF73wwgv6/ve/rxEjRujw4cNavny5LrnkEn3rW99y75MVoExDzvPV0s0lUZl0YXOvYm5Ru9EX6dclFygOjiupt99+WzNnzow97u0rWrRokerr6/XKK69Ikv7u7/4u7nU7duzQjBkzVFJSot/97nf62c9+ps7OTlVXV+uaa67Rgw8+qIEDB+byWQAABcZxJTVjxgylu7tHpjt/VFdXa9euXU7/LPrwciTemXsaHE+dky5RmZicClWh3sgym2m/eo/JdMcmfVPBwASzAABjMcFsAHk9pY0b7+9XgkqW7jL13RVai9qNROWkv9Gr7ZfLxMlujkSFv0hSAABjkaQCzO9JQpO1Ur1MI+la1qla0unWLdRWdjY3UzRJpvL33X+Zjn07+7rQknShoZIqILncfTfZ6TEn72NK5eTG3+HLykxOGiJ23qfQT/sWCk73AQCMRZIqINmcukn2GqfvU2gtz6BOQprNNEGJTLxA2w3cNyu4SFIAAGORpApAvju//Ww556tFnCqVBCE1pGJn25lwgTbQF0kKAGAsklSAFOq0N6l4/TkTU0OypJFqBFgyfiUMu0O2nSj0YfpScXzGQkCSAgAYiyQVQIkt9nwlq0Lti3Crn8vufijU7Qh4gSQFADAWSaoAuN1X5XdL36Q+Ny/6LdyY2SBf22jY2lnG9Nn4PQ0Y/EGSAgAYiyRVQNxIVH6nqL5lSPY5/GpNMxIsfzIdx+luwxIEJo4QNRmVVAHKprIK2j9HEE/9mLSN7W6/YqqU3dw/yabWMuk0dpBwug8AYCySVAEzqeWeDZNaoqYkimy2gSlld8rOGYHEz2YnWXu5PXK5m3Df1wf9f9dNJCkAgLFIUkCemNhKDkLKctLHmqqvzesJc9OVLZv0a+Kx4heSFADAWCQpBMblc6b1a5Vm0yfhhGlJo9gmGe7LSR+lnf1mYoLqRYL6EkkKAGAskhQCJVNr2q3rp0xLUCbJlBDylQKCnjYSj1WOueRIUgAAY5GkEGip+mjs3MgwSLNVJErWP4f8cXPbk6DSI0kBAIxFkkJByJSonCr2fgInKTNxG9lJGUHvT/IK26W/kGVZlt+FcCoajaqsrEyHI1UqHUAYRH92vihz+SLOhttfQHZPOTmpcN04BepkWxXKl7Ibp/8KZVvY1dHTo4tbT6i9vV3Dhw9PuR7f8AAAY3G6DwXJyeSkXg2g8LplnOkz+jUwpO/dfIv9tKkdxZagnCJJAQCMRZJCQUs3VDubpOFk4lLT5DNZ2U1Qbk+kysSshYckBQAwluMktXv3bq1du1aNjY1qaWnR1q1bNXfu3Njzixcv1qZNm+JeM3XqVL355puxx11dXVqxYoV++ctf6tNPP9V3vvMdrV+/XqNGjcrhowDOOElBqVJIssRgSivez4uW850wE9Ny4mO/+weRPcdJ6syZM5o4caLWrVuXcp2rr75aLS0tsZ/XXnst7vmlS5dq69at2rx5s9544w11dnZqzpw5OoNo2NsAABPkSURBVHfunPNPAAAoWI6TVF1dnerq6tKuEw6HFYlEkj7X3t6uDRs26Be/+IW++93vSpKef/55VVdXa/v27fre977X7zVdXV3q6uqKPY5Go06LjTwz6YLOYm/l9k01pk0FlcsxEJT9mer4MyVxm86TPqmdO3dq5MiRGjdunJYsWaK2trbYc42Njeru7tbs2bNjy6qqqlRbW6u9e/cmfb81a9aorKws9lNdXe1FsQEAhnF9dF9dXZ1uuOEG1dTUqLm5WatWrdJVV12lxsZGhcNhtba2qqSkROeff37c6yoqKtTa2pr0PVeuXKlly5bFHkejUSoqQzlp3eZ7JFaqv+NWizwILeNMfUWmJa2+ctlPfV/r5X5K995BOD5M5HoltWDBgtjvtbW1mjJlimpqarRt2zbNmzcv5essy1IoFEr6XDgcVjgcdruoAADDeX6dVGVlpWpqatTU1CRJikQiOnv2rE6dOhWXptra2jR9+nSviwMP5JpE/D5Xb+e25KlGyvl5nZQXfTJujQj06zopFB7PK6mTJ0/q+PHjqqyslCRNnjxZgwYNUkNDg2688UZJUktLiw4ePKjHHnvM6+IgAPz+4kr2d3vLlPilm+8y5muwQL6Hr+959Q+uDnBJV0n63SiCM44rqc7OTr333nuxx83NzXrnnXdUXl6u8vJy1dfXa/78+aqsrNQHH3yg+++/XyNGjND1118vSSorK9Ntt92m5cuX64ILLlB5eblWrFihCRMmxEb7AQAgZXGrjp07d2rmzJn9li9atEhPPfWU5s6dq/379+v06dOqrKzUzJkz9S//8i9xAx0+++wz3XPPPXrxxRfjLua1OxiCW3WYIV+t+mJu6TrZxl5N5uo0TZk0VZSd07PFfHz5ye6tOhwnqRkzZihdvfb6669nfI/BgwfriSee0BNPPOH0zwMAiggTzMJ4fvdR+SGbBJXqca7Jxm7/lEkJyoliPL6ChHNlAABjcft4OObk1uxu3vyukFu6mbapnXRkp+8oqGknV323TaptEMTjK8gpkNvHAwACjyQFx9K1+nO5rsZOKz+ILcZUvBodmW4fFGuSssPkY8ukCZvdQpICAAQeo/tgm5u3YU/3PoXe2vf6+jI/b3YYZEHu35GCX/5USFIAAGPRJ4WMvE5QmQR9lgC/b85nJ6HamWS3WJh0bOWyH0z6HMl4NuMEipdfp4+K5TSgV5xUTonLg15ZBW1YftC3txeIIQAAY5GkEBjD1s6KtXqD0ElsYqvY6fa6fM40Vz6Hk7/r5q06gsTt4yUI/yN2kKQAAMYiSSElE5NAEJi63bJtUWfTP+V36z1Iw/C9Pl6CnqhIUgAAY5GkkFEQWqNBkGw7mjSyzC25ttjdHFnoJFHlO2kk+3zZ/q/ZOY6CmqhIUgAAY5GkkFJii9bERGVK69DNVnEybtzIcM+rf8hpO6VKOH5vezv6bq9CvO7Ozq1IgookBQAwFkkKyEHfVJFNcrJ7S/bE1nHfa8bscivx5Cs5eTXrRaElDadMOftgF0kKAGAskhRsM+HaE1P6ExJb915tExP7AfPN63kEg5Io7HKj/9IkVFLIKPFLwoTKyi9+XaibyxdNoXwJF8qkt728/jyZjplcB9LkC6f7AADGIknBNhMSVdBPXfghaB3lmRRaouqrmM9SpEKSAgAYiyQFOJCqFX/mngZav3nm1m1E/E6ayY4pp4nKzo0tg3gRtkSSAgAYjCSFnCVrxbmZKrK5/bnX0rV+e/mVrILSQkY8t5Jh3/dL9zgoSFIAAGORpOBYYossWevPzVFKplzAa7qgtpSzxe3Wv5RsmqzEzxPUz0eSAgAYiySFnPVtmSUb9SbllqiSJaigtQazlSo9FsvnT8ZOgrJzvAUhmbvx/xPUBNWLJAUAMBZJCq7y4tbf+FJQW8P54iRxpOrr9DN5pLsOT0r9+fp+hkI7Rhwnqd27d+vaa69VVVWVQqGQXn755bjnQ6FQ0p+1a9fG1pkxY0a/5xcuXJj7pwEAFBTHSerMmTOaOHGifvSjH2n+/Pn9nm9paYl7/N///d+67bbb+q27ZMkSPfTQQ7HHQ4YMcVoUFCHTWonpkmM2/QnM3ZaaV3P1mZyoEstSjGcXHFdSdXV1qqurS/l8JBKJe/zrX/9aM2fO1N/8zd/ELR86dGi/dVG4+PJNL/HLJ/GxaZVzPrk1UCLIinn/ezpw4qOPPtK2bdt022239XvuhRde0IgRIzR+/HitWLFCHR0dKd+nq6tL0Wg07gcAUPg8HTixadMmlZaWat68eXHLb7nlFo0ZM0aRSEQHDx7UypUr9e6776qhIXmUXbNmjVavXu1lUZEnfROCnU5gyftWpJPTSNmUJVWKTDe0vhBvQ+GFQk9Q8LiSeuaZZ3TLLbdo8ODBccuXLFkS+722tlZjx47VlClTtG/fPk2aNKnf+6xcuVLLli2LPY5Go6qurvau4AAAI3hWSe3Zs0dHjhzRli1bMq47adIkDRo0SE1NTUkrqXA4rHA47EUx4RE7iSBTJ7CJ5+FTfZ5kZU01jNjO60387IWC/tFg8axPasOGDZo8ebImTpyYcd1Dhw6pu7tblZWVXhUHABBAjpNUZ2en3nvvvdjj5uZmvfPOOyovL9fo0aMlfXE67r/+67/0b//2b/1e/5e//EUvvPCCvv/972vEiBE6fPiwli9frksuuUTf+ta3cvgoMFEx97GQhrzn5CJXJ8/BHI4rqbffflszZ86MPe7tK1q0aJGeffZZSdLmzZtlWZZuuummfq8vKSnR7373O/3sZz9TZ2enqqurdc011+jBBx/UwIEDs/wYAIBCFLIsy/K7EE5Fo1GVlZXpcKRKpQOYfjCI0iWrfCcQt1IeycldpqRv9qs3Onp6dHHrCbW3t2v48OEp1+MbHgBgLCaYhS8KsXUa9FsiZMvtz+1GgnJSFlMSG5IjSQEAjEWSAuBIquRhYiJJl/ISy1tsCTgoqKQAl/AlZ47ECsjEChT2cLoPAGAskhSKXjFfcGxHsWwXTv+ZiSQFADAWSQr4PyQqf6W6G60T2dwFOdXfhxlIUgAAY5GkgASXz5nmuBUflFZ4qn6XQkmPiekoWbIiQQULSQoAYCwmmAXSyJQwTGiF+52CetNKLre+sLMdc/mc6RKVCfuwGDHBLAAg8OiTAtJINeLMhNa3KQkqX9zqP+Nmh8FCkgIAGIskBThgQoLKJLGPKFmfUTa3W0+1bi6JKl/bM9nnCsK+BAMnACM5OaWVzQWsdl/j9akxKorixcAJAEDgcboPCCinp9kYMIAgIkkBAIxFkgIMkqkvKpdBCn1fa7dvatjaWSQw+IokBQAwFkkKCAC3L5zN94W4QLZIUgAAY5GkAIO5kXjSXcSbqW/KTn9UqvcE3ECSAgAYiyQFGCiXBJUuyaR6zs30Y2dEIDNNwC6SFADAWCQpAK6wc+0VCQpOkaQAuIqBE3ATlRQAwFic7gOQE5ITvESSAgAYiyQFGCgxnQT9glkGTCBbgaykem8m3NnT43NJAHd90tmRdHmo+5yt9UzVwf8qEvR+f2e6OXwgbx//4Ycfqrq62u9iAABydPz4cY0aNSrl84GspHp6enTkyBFdfPHFOn78uIYPH+53kRyJRqOqrq4OXNmDWm4puGWn3PkX1LIHrdyWZamjo0NVVVUaMCD18IhAnu4bMGCAvva1r0mShg8fHogdkkxQyx7UckvBLTvlzr+glj1I5S4rK8u4DqP7AADGopICABhrYH19fb3fhcjWwIEDNWPGDJ13XvDOWga17EEttxTcslPu/Atq2YNa7nQCOXACAFAcON0HADAWlRQAwFhUUgAAY1FJAQCMRSUFADBWYCup9evXa8yYMRo8eLAmT56sPXv2+F2kOGvWrNGll16q0tJSjRw5UnPnztWRI0fi1lm8eLFCoVDcz2WXXeZTib9QX1/fr0yRSCT2vGVZqq+vV1VVlYYMGaIZM2bo0KFDPpb4S1//+tf7lT0UCunOO++UZM723r17t6699lpVVVUpFArp5Zdfjnvezjbu6urS3XffrREjRmjYsGG67rrr9OGHH/pa9u7ubt17772aMGGChg0bpqqqKv3whz/UiRMn4t5jxowZ/fbDwoULfSu3ZO/YMHGbS0p6zIdCIa1duza2jh/b3C2BrKS2bNmipUuX6oEHHtD+/ft1+eWXq66uTseOHfO7aDG7du3SnXfeqTfffFMNDQ36/PPPNXv2bJ05cyZuvauvvlotLS2xn9dee82nEn9p/PjxcWU6cOBA7LnHHntMjz/+uNatW6e33npLkUhEs2bNUkeH/7Nyv/XWW3Hlbmj44nYWN9xwQ2wdE7b3mTNnNHHiRK1bty7p83a28dKlS7V161Zt3rxZb7zxhjo7OzVnzhydO3cu6Xvmo+yffPKJ9u3bp1WrVmnfvn166aWX9D//8z+67rrr+q27ZMmSuP3w85//3Ldy98p0bJi4zSXFlbmlpUXPPPOMQqGQ5s+fH7devre5a6wA+uY3v2ndfvvtccu+8Y1vWPfdd59PJcqsra3NkmTt2rUrtmzRokXWD37wAx9L1d+DDz5oTZw4MelzPT09ViQSsR599NHYss8++8wqKyuz/vM//zNfRbTtJz/5iXXRRRdZPT09lmWZub0lWVu3bo09trONT58+bQ0aNMjavHlzbJ2//vWv1oABA6zf/OY3vpU9mT/+8Y+WJOvo0aOxZVdeeaX1k5/8xOvipZSs3JmOjSBt8x/84AfWVVddFbfM722ei8AlqbNnz6qxsVGzZ8+OWz579mzt3bvXp1Jl1t7eLkkqLy+PW75z506NHDlS48aN05IlS9TW1uZH8eI0NTWpqqpKY8aM0cKFC/X+++9Lkpqbm9Xa2hq37cPhsK688krjtv3Zs2f1/PPP69Zbb1UoFIotN3F792VnGzc2Nqq7uztunaqqKtXW1hq3H9rb2xUKhfTVr341bvkLL7ygESNGaPz48VqxYoURSTzdsRGUbf7RRx9p27Ztuu222/o9Z+I2tyNwc2d8/PHHOnfunCoqKuKWV1RUqLW11adSpWdZlpYtW6Zvf/vbqq2tjS2vq6vTDTfcoJqaGjU3N2vVqlW66qqr1NjYqHA47EtZp06dqueee07jxo3TRx99pIcffljTp0/XoUOHYts32bY/evSoH8VN6eWXX9bp06e1ePHi2DITt3ciO9u4tbVVJSUlOv/88/utY9L/wGeffab77rtPN998c9ys3LfccovGjBmjSCSigwcPauXKlXr33Xdjp2f9kOnYCMo237Rpk0pLSzVv3ry45SZuc7sCV0n16ts6lr6oCBKXmeKuu+7Sn/70J73xxhtxyxcsWBD7vba2VlOmTFFNTY22bdvW7yDLl7q6utjvEyZM0LRp03TRRRdp06ZNsY7kIGz7DRs2qK6uTlVVVbFlJm7vVLLZxibth+7ubi1cuFA9PT1av3593HNLliyJ/V5bW6uxY8dqypQp2rdvnyZNmpTvokrK/tgwaZtL0jPPPKNbbrlFgwcPjltu4ja3K3Cn+0aMGKGBAwf2a720tbX1a32a4O6779Yrr7yiHTt2pL37pCRVVlaqpqZGTU1NeSpdZsOGDdOECRPU1NQUG+Vn+rY/evSotm/frn/8x39Mu56J29vONo5EIjp79qxOnTqVch0/dXd368Ybb1Rzc7MaGhoy3tto0qRJGjRokFH7IfHYMH2bS9KePXt05MiRjMe9ZOY2TyVwlVRJSYkmT57cL6Y2NDRo+vTpPpWqP8uydNddd+mll17S73//e40ZMybja06ePKnjx4+rsrIyDyW0p6urS3/+859VWVkZO13Qd9ufPXtWu3btMmrbb9y4USNHjtQ111yTdj0Tt7edbTx58mQNGjQobp2WlhYdPHjQ9/3QW0E1NTVp+/btuuCCCzK+5tChQ+ru7jZqPyQeGyZv814bNmzQ5MmTNXHixIzrmrjNU/Jx0EbWNm/ebA0aNMjasGGDdfjwYWvp0qXWsGHDrA8++MDvosX80z/9k1VWVmbt3LnTamlpif188sknlmVZVkdHh7V8+XJr7969VnNzs7Vjxw5r2rRp1te+9jUrGo36Vu7ly5dbO3futN5//33rzTfftObMmWOVlpbGtu2jjz5qlZWVWS+99JJ14MAB66abbrIqKyt9LXNf586ds0aPHm3de++9cctN2t4dHR3W/v37rf3791uSrMcff9zav39/bAScnW18++23W6NGjbK2b99u7du3z7rqqqusiRMnWp9//rlvZe/u7rauu+46a9SoUdY777wTd9x3dXVZlmVZ7733nrV69Wrrrbfespqbm61t27ZZ3/jGN6xLLrnE07KnK7fdY8PEbd6rvb3dGjp0qPXUU0/1e71f29wtgaykLMuynnzySaumpsYqKSmxJk2aFDe02wSSkv5s3LjRsizL+uSTT6zZs2dbF154oTVo0CBr9OjR1qJFi6xjx475Wu4FCxZYlZWV1qBBg6yqqipr3rx51qFDh2LP9/T0WA8++KAViUSscDhsXXHFFdaBAwd8LHG8119/3ZJkHTlyJG65Sdt7x44dSY+NRYsWWZZlbxt/+umn1l133WWVl5dbQ4YMsebMmZOXz5Ku7M3NzSmP+x07dliWZVnHjh2zrrjiCqu8vNwqKSmxLrroIuuf//mfrZMnT/pWbrvHhonbvNfPf/5za8iQIdbp06f7vd6vbe4W7icFADBW4PqkAADFg0oKAGAsKikAgLGopAAAxqKSAgAYi0oKAGAsKikAgLGopAAAxqKSAgAYi0oKAGAsKikAgLH+P+iU2+4i6bjVAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "markers = np.zeros_like(im, dtype=np.uint8)\n", "IDK = 0\n", @@ -336,30 +224,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "elevation_map = ski.filters.sobel(im)\n", "\n", @@ -368,30 +235,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "segmentation = ski.segmentation.watershed(elevation_map, markers)\n", "segmentation = sp.ndimage.binary_fill_holes(segmentation - 1)\n", @@ -401,20 +247,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Create a figure with two subplots side by side\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n", @@ -436,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -453,50 +288,18 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.imshow(labels)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'shape': (199, 199), 'fortran_order': False, 'descr': ' Date: Tue, 25 Jun 2024 17:23:35 -0400 Subject: [PATCH 08/13] Switch handshake protocol - have server (the one that bind) send first greeting message --- CP5/active_plugins/cpforeign/zmq_server.ipynb | 11 +++--- CP5/active_plugins/runforeignnb.py | 37 ++++++++++++------- 2 files changed, 30 insertions(+), 18 deletions(-) diff --git a/CP5/active_plugins/cpforeign/zmq_server.ipynb b/CP5/active_plugins/cpforeign/zmq_server.ipynb index 000e97ec..68141f3c 100644 --- a/CP5/active_plugins/cpforeign/zmq_server.ipynb +++ b/CP5/active_plugins/cpforeign/zmq_server.ipynb @@ -55,12 +55,13 @@ "outputs": [], "source": [ "# handshake\n", - "hello = socket.recv_string()\n", - "if hello == HELLO:\n", - " print('Received connection:', hello)\n", - " socket.send_string(ACK)\n", + "socket.send_string(HELLO)\n", + "print(\"Sent hello, waiting for acknowledgement...\")\n", + "ack = socket.recv_string()\n", + "if ack == ACK:\n", + " print('Received connection ack:', ack)\n", "else:\n", - " print(\"Received unkown message\", hello)" + " print(\"Received unkown message\", ack)" ] }, { diff --git a/CP5/active_plugins/runforeignnb.py b/CP5/active_plugins/runforeignnb.py index 59faf057..43217df9 100644 --- a/CP5/active_plugins/runforeignnb.py +++ b/CP5/active_plugins/runforeignnb.py @@ -112,29 +112,34 @@ def run(self, workspace): workspace.display_data.dimensions = dimensions def do_server_handshake(self): + def cleanup(): + LOGGER.debug("destroying existing context") + if self.server_socket: + self.server_socket.close() + self.server_socket = None + if self.context: + self.context.term() + self.context.destroy() + port = str(self.server_port.value) domain = "localhost" socket_addr = f"tcp://{domain}:{port}" if self.context: - LOGGER.debug("destroying existing context") - self.context.destroy() - self.server_socket = None + cleanup() self.context = zmq.Context() self.server_socket = self.context.socket(zmq.PAIR) self.server_socket.copy_threshold = 0 - + LOGGER.debug(f"connecting to {socket_addr}") c = self.server_socket.connect(socket_addr) - + LOGGER.debug(f"setup socket at {c}") - - LOGGER.debug("sending handshake, waiting for acknowledgement") - self.server_socket.send_string(HELLO) - + LOGGER.debug("receiving handshake, waiting for acknowledgement") + poller = zmq.Poller() poller.register(self.server_socket, zmq.POLLIN) while True: @@ -143,14 +148,20 @@ def do_server_handshake(self): break else: LOGGER.debug("handshake timeout") + cleanup() return - response = self.server_socket.recv_string() + hello = self.server_socket.recv_string() - if response == ACK: - LOGGER.debug(f"received correct response {response}") + if hello == HELLO: + LOGGER.debug(f"received correct greeting {hello}") else: - LOGGER.debug(f"received unexpected response {response}") + LOGGER.debug(f"received unexpected greeting {hello}") + + LOGGER.debug("acknowledging handshake") + + self.server_socket.send_string(ACK) + def do_server_execute(self, im_data): dummy_data = lambda: np.array([[]]) From 25704d6867d3614943b8508688aef0463a35fbef Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Tue, 25 Jun 2024 20:26:58 -0400 Subject: [PATCH 09/13] Create bioimage notebook --- .../cpforeign/bioimage_server.ipynb | 572 ++++++++++++++++++ 1 file changed, 572 insertions(+) create mode 100644 CP5/active_plugins/cpforeign/bioimage_server.ipynb diff --git a/CP5/active_plugins/cpforeign/bioimage_server.ipynb b/CP5/active_plugins/cpforeign/bioimage_server.ipynb new file mode 100644 index 00000000..1b7b44dd --- /dev/null +++ b/CP5/active_plugins/cpforeign/bioimage_server.ipynb @@ -0,0 +1,572 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import zmq\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Server setup and image retrieval" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "PORT = \"7878\"\n", + "DOMAIN = \"*\"\n", + "SOCKET_ADDR = f\"tcp://{DOMAIN}:{PORT}\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "HELLO = \"Hello\"\n", + "ACK = \"Acknowledge\"\n", + "DENIED = \"Denied\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "context = zmq.Context()\n", + "socket = context.socket(zmq.PAIR)\n", + "socket.copy_threshold = 0\n", + "b = socket.bind(SOCKET_ADDR)\n", + "b" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# handshake\n", + "socket.send_string(HELLO)\n", + "print(\"Sent hello, waiting for acknowledgement...\")\n", + "ack = socket.recv_string()\n", + "if ack == ACK:\n", + " print('Received connection ack:', ack)\n", + "else:\n", + " print(\"Received unkown message\", ack)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "header = socket.recv_json()\n", + "header" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# acknowledge receipt of header, ask for image data\n", + "socket.send_string(ACK)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "im_bytes = socket.recv(copy=False)\n", + "im_bytes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "buf = memoryview(im_bytes)\n", + "im = np.frombuffer(buf, dtype=header['descr'])\n", + "im = (im * 255).astype(np.uint8)\n", + "im.shape = header['shape']\n", + "im" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# acknowledge receipt of image data\n", + "socket.send_string(ACK)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.imshow(im, cmap='gray')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "BIOIMAGE download and inspect the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from pprint import pprint\n", + "from typing_extensions import assert_never\n", + "\n", + "\n", + "from bioimageio.spec.pretty_validation_errors import enable_pretty_validation_errors_in_ipynb\n", + "from bioimageio.spec import InvalidDescr, load_description\n", + "from bioimageio.spec.model.v0_5 import ModelDescr\n", + "\n", + "from bioimageio.spec.model.v0_5 import ArchitectureFromLibraryDescr, ArchitectureFromFileDescr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "enable_pretty_validation_errors_in_ipynb()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# https://bioimage.io/#/?tags=affable-shark&id=10.5281%2Fzenodo.5764892\n", + "MODEL_ID = \"affable-shark\"\n", + "MODEL_DOI = \"10.5281/zenodo.11092561\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "source = MODEL_ID\n", + "\n", + "loaded_description = load_description(source)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "loaded_description" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "loaded_description.validation_summary.display()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# let's make sure we have a valid model...\n", + "if isinstance(loaded_description, InvalidDescr):\n", + " raise ValueError(f\"Failed to load {source}\")\n", + "elif not isinstance(loaded_description, ModelDescr):\n", + " raise ValueError(\"This notebook expects a model 0.5 description\")\n", + "\n", + "model = loaded_description\n", + "example_model_id = model.id\n", + "assert example_model_id is not None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(f\"The model is named '{model.name}'\")\n", + "print(f\"Description:\\n{model.description}\")\n", + "print(f\"License: {model.license}\")\n", + "\n", + "print(\"\\nThe authors of the model are:\")\n", + "pprint(model.authors)\n", + "print(f\"\\nIn addition to the authors it is maintained by:\")\n", + "pprint(model.maintainers)\n", + "\n", + "print(\"\\nIf you use this model, you are expected to cite:\")\n", + "pprint(model.cite)\n", + "\n", + "print(f\"\\nFurther documentation can be found here: {model.documentation}\")\n", + "\n", + "if model.git_repo is None:\n", + " print(\"\\nThere is no associated GitHub repository.\")\n", + "else:\n", + " print(f\"\\nThere is an associated GitHub repository: {model.git_repo}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for w in [(weights := model.weights).onnx, weights.keras_hdf5, weights.tensorflow_js, weights.tensorflow_saved_model_bundle, weights.torchscript,weights.pytorch_state_dict]:\n", + " if w is None:\n", + " continue\n", + "\n", + " print(w.weights_format_name)\n", + " print(f\"weights are available at {w.source.absolute()}\")\n", + " print(f\"and have a SHA-256 value of {w.sha256}\")\n", + " details = {k: v for k, v in w.model_dump(mode=\"json\", exclude_none=True).items() if k not in (\"source\", \"sha256\")}\n", + " if details:\n", + " print(f\"additonal metadata for {w.weights_format_name}:\")\n", + " pprint(details)\n", + "\n", + " print()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(f\"Model '{model.name}' requires {len(model.inputs)} input(s) with the following features:\")\n", + "for ipt in model.inputs:\n", + " print(f\"\\ninput '{ipt.id}' with axes:\")\n", + " pprint(ipt.axes)\n", + " print(f\"Data description: {ipt.data}\")\n", + " print(f\"Test tensor available at: {ipt.test_tensor.source.absolute()}\")\n", + " if len(ipt.preprocessing) > 1:\n", + " print(\"This input is preprocessed with: \")\n", + " for p in ipt.preprocessing:\n", + " print(p)\n", + "\n", + "print(\"\\n-------------------------------------------------------------------------------\")\n", + "# # and what the model outputs are\n", + "print(f\"Model '{model.name}' requires {len(model.outputs)} output(s) with the following features:\")\n", + "for out in model.outputs:\n", + " print(f\"\\noutput '{out.id}' with axes:\")\n", + " pprint(out.axes)\n", + " print(f\"Data description: {out.data}\")\n", + " print(f\"Test tensor available at: {out.test_tensor.source.absolute()}\")\n", + " if len(out.postprocessing) > 1:\n", + " print(\"This output is postprocessed with: \")\n", + " for p in out.postprocessing:\n", + " print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "assert isinstance(model, ModelDescr)\n", + "if (w:=model.weights.pytorch_state_dict) is not None:\n", + " arch = w.architecture\n", + " print(f\"callable: {arch.callable}\")\n", + " if isinstance(arch, ArchitectureFromFileDescr):\n", + " print(f\"import from file: {arch.source.absolute()}\")\n", + " if arch.sha256 is not None:\n", + " print(f\"SHA-256: {arch.sha256}\")\n", + " elif isinstance(arch, ArchitectureFromLibraryDescr):\n", + " print(f\"import from module: {arch.import_from}\")\n", + " else:\n", + " assert_never(arch)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "BIOIMAGE - run prediction" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pathlib\n", + "import bioimageio.core.io as bio\n", + "import bioimageio.core.prediction as bi_pred" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "im = (im / np.iinfo(im.dtype).max).astype(np.float32)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pad_y = (64 - im.shape[0] % 64) % 64\n", + "pad_x = (64 - im.shape[1] % 64) % 64\n", + "padded_image = np.pad(im, ((0, pad_y), (0, pad_x)), mode='constant', constant_values=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "input_image = padded_image.reshape([1,1,padded_image.shape[0],padded_image.shape[1]])\n", + "del padded_image" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "input_image.shape, input_image.dtype" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "out = bi_pred.predict(model=model, inputs={'input0': input_image}, skip_postprocessing=True, skip_preprocessing=True)\n", + "del input_image" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "res = np.array(out.members['output0'].data[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "res = res[:, :im.shape[0], :im.shape[1]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.imshow(res[0,:,:])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.imshow(res[1,:,:])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.imshow(np.stack([\n", + " np.zeros_like(res[0]),\n", + " res[0],\n", + " res[1]\n", + "]).transpose(1, 2, 0))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from skimage.filters import threshold_otsu\n", + "from skimage.segmentation import clear_border\n", + "from skimage.measure import label, regionprops\n", + "from skimage.morphology import closing, square\n", + "from skimage.color import label2rgb" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "res_im = res[0]\n", + "\n", + "thresh = threshold_otsu(res_im)\n", + "bw = closing(res_im > thresh, square(3))\n", + "# cleared = clear_border(bw)\n", + "# label_image = label(cleared)\n", + "label_image = label(bw)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.imshow(bw)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.imshow(label_image)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.imshow(label2rgb(label_image, image=im, bg_label=0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Send back the results" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "return_header = np.lib.format.header_data_from_array_1_0(label_image)\n", + "return_header" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "socket.send_json(return_header)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ack = socket.recv_string()\n", + "if ack == ACK:\n", + " print('Received return header ack:', ack)\n", + "else:\n", + " print(\"Received unkown message\", ack)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "socket.send(label_image, copy=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# socket.send_string(\"Cancel\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "cp_lis", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 4f24f5c35a0bd580e8541e98f637aaaab8e314aa Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Wed, 26 Jun 2024 11:19:43 -0400 Subject: [PATCH 10/13] Add bimz env runner --- CP5/active_plugins/cpforeign/bimz.py | 109 ++++++++++++++++++ .../cpforeign/bioimage_server.ipynb | 4 +- 2 files changed, 110 insertions(+), 3 deletions(-) create mode 100644 CP5/active_plugins/cpforeign/bimz.py diff --git a/CP5/active_plugins/cpforeign/bimz.py b/CP5/active_plugins/cpforeign/bimz.py new file mode 100644 index 00000000..ea119e21 --- /dev/null +++ b/CP5/active_plugins/cpforeign/bimz.py @@ -0,0 +1,109 @@ +import numpy as np +import logging + +from bioimageio.spec import InvalidDescr, load_description +from bioimageio.spec.model.v0_5 import ModelDescr +import bioimageio.core.prediction as bi_pred + +from skimage.filters import threshold_otsu +from skimage.measure import label +from skimage.morphology import closing, square +from skimage.segmentation import clear_border + +from server import ForeignToolClient + +logger = logging.getLogger(__name__) + +# https://bioimage.io/#/?tags=affable-shark&id=10.5281%2Fzenodo.5764892 +MODEL_ID = "affable-shark" +MODEL_DOI = "10.5281/zenodo.11092561" + +def load_model(): + loaded_description = load_description(MODEL_ID) + if isinstance(loaded_description, InvalidDescr): + raise ValueError(f"Failed to load {MODEL_ID}") + elif not isinstance(loaded_description, ModelDescr): + raise ValueError("This notebook expects a model 0.5 description") + + model = loaded_description + example_model_id = model.id + assert example_model_id is not None + + try: + descr = load_description(MODEL_ID) + except InvalidDescr as e: + logger.error(f"Invalid description: {e}") + return None + + return descr + +def predict(input_image, model): + out = bi_pred.predict(model=model, inputs={'input0': input_image}, skip_postprocessing=True, skip_preprocessing=True) + return np.array(out.members['output0'].data[0]) + +def run(image_data, image_header): + model = load_model() + + logger.debug("loaded model") + + # scaled image + im = image_data.copy() + logger.debug(f"provided image of shape {im.shape}, type {im.dtype}") + # im = (image_data / np.iinfo(image_data.dtype).max).astype(np.float32) + + pad_y = (64 - image_data.shape[0] % 64) % 64 + pad_x = (64 - image_data.shape[1] % 64) % 64 + # padded image + im = np.pad(im, ((0, pad_y), (0, pad_x)), mode='constant', constant_values=0) + logger.debug(f"padded image of shape {im.shape}, type {im.dtype}") + + # input image + im = im.reshape([1,1,im.shape[0],im.shape[1]]) + logger.debug(f"input image of shape {im.shape}, type {im.dtype}") + + # output image + logger.debug("running prediction") + res = predict(im, model) + del im + logger.debug(f"output image of shape {res.shape}, dtype {res.dtype}") + + # unpadded result + res = res[:, :image_data.shape[0], :image_data.shape[1]] + logger.debug(f"de-padded output image of shape {res.shape}, dtype {res.dtype}") + + # just the foreground probabilities, ignore boundaries + res = res[0] + logger.debug(f"using only fg prob of shape {res.shape}, dtype {res.dtype}") + + # threshold above certain prob + thresh = threshold_otsu(res) + logger.debug(f"threshold image shape {thresh.shape}, dtype {thresh.dtype}") + # make binary, with closing (remove small holes in fg with dilate then erode) + bw = closing(res > thresh, square(3)) + logger.debug(f"binary image of shape {bw.shape}, type {bw.dtype}") + + # remove border cells + # cleared = clear_border(bw) + # labels = label(cleared) + + # convert to labels + labels = label(bw) + logger.debug(f"labels of shape {labels.shape}, dtype {labels.dtype}") + + return labels + + +def main(): + client = ForeignToolClient(7878, cb=run) + client.receive_images() + +if __name__ == "__main__": + # init logging + logging.root.setLevel(logging.DEBUG) + stream_handler = logging.StreamHandler() + fmt = logging.Formatter(" [%(process)d|%(levelno)s] %(name)s::%(funcName)s: %(message)s") + stream_handler.setFormatter(fmt) + logging.root.addHandler(stream_handler) + + logger.debug("Starting bimz.py") + main() \ No newline at end of file diff --git a/CP5/active_plugins/cpforeign/bioimage_server.ipynb b/CP5/active_plugins/cpforeign/bioimage_server.ipynb index 1b7b44dd..16f338ed 100644 --- a/CP5/active_plugins/cpforeign/bioimage_server.ipynb +++ b/CP5/active_plugins/cpforeign/bioimage_server.ipynb @@ -332,8 +332,6 @@ "metadata": {}, "outputs": [], "source": [ - "import pathlib\n", - "import bioimageio.core.io as bio\n", "import bioimageio.core.prediction as bi_pred" ] }, @@ -564,7 +562,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.1.-1" } }, "nbformat": 4, From 7c81c6eafc6b2da6fb9e0485b7c0366a9c743b16 Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Thu, 27 Jun 2024 13:21:38 -0400 Subject: [PATCH 11/13] Make cleanup more robust --- CP5/active_plugins/cpforeign/zmq_server.ipynb | 39 ++++++++++++++++++- CP5/active_plugins/runforeignnb.py | 14 +++++-- 2 files changed, 48 insertions(+), 5 deletions(-) diff --git a/CP5/active_plugins/cpforeign/zmq_server.ipynb b/CP5/active_plugins/cpforeign/zmq_server.ipynb index 68141f3c..c827a67c 100644 --- a/CP5/active_plugins/cpforeign/zmq_server.ipynb +++ b/CP5/active_plugins/cpforeign/zmq_server.ipynb @@ -35,6 +35,25 @@ "DENIED = \"Denied\"" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def cleanup(context, socket):\n", + " print(\"destroying existing context\")\n", + " if socket:\n", + " socket.close()\n", + " if context:\n", + " context.term()\n", + " # destroy is more destructive\n", + " # doesn't require sockets closed first\n", + " # may leave them hanging if managed by other threads\n", + " context.destroy()\n", + " print(\"socket closed\", socket.closed, \"context closed\", context.closed)\n" + ] + }, { "cell_type": "code", "execution_count": null, @@ -43,11 +62,20 @@ "source": [ "context = zmq.Context()\n", "socket = context.socket(zmq.PAIR)\n", - "socket.copy_threshold = 0\n", + "#socket.copy_threshold = 0\n", "b = socket.bind(SOCKET_ADDR)\n", "b" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cleanup(context, socket)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -345,6 +373,15 @@ "source": [ "# socket.send_string(\"Cancel\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cleanup(context, socket)" + ] } ], "metadata": { diff --git a/CP5/active_plugins/runforeignnb.py b/CP5/active_plugins/runforeignnb.py index 43217df9..d26dd9b5 100644 --- a/CP5/active_plugins/runforeignnb.py +++ b/CP5/active_plugins/runforeignnb.py @@ -114,23 +114,29 @@ def run(self, workspace): def do_server_handshake(self): def cleanup(): LOGGER.debug("destroying existing context") - if self.server_socket: + if self.server_socket is not None: self.server_socket.close() + LOGGER.debug(f"socket closed: {self.server_socket.closed}") self.server_socket = None - if self.context: + if self.context is not None: self.context.term() + # destroy is more destructive + # doesn't require sockets closed first + # may leave them hanging if managed by other threads self.context.destroy() + LOGGER.debug(f"context closed: {self.context.closed}") + self.context = None port = str(self.server_port.value) domain = "localhost" socket_addr = f"tcp://{domain}:{port}" - if self.context: + if self.context is not None or self.server_socket is not None: cleanup() self.context = zmq.Context() self.server_socket = self.context.socket(zmq.PAIR) - self.server_socket.copy_threshold = 0 + #self.server_socket.copy_threshold = 0 LOGGER.debug(f"connecting to {socket_addr}") From 72eaab2dc51c72a97d97fc04ccac267bc1c41c54 Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Thu, 27 Jun 2024 13:24:12 -0400 Subject: [PATCH 12/13] Add cleanup to nbs --- .../cpforeign/bioimage_server.ipynb | 37 +++++++++++++++++++ CP5/active_plugins/cpforeign/zmq_server.ipynb | 2 +- 2 files changed, 38 insertions(+), 1 deletion(-) diff --git a/CP5/active_plugins/cpforeign/bioimage_server.ipynb b/CP5/active_plugins/cpforeign/bioimage_server.ipynb index 16f338ed..664180ca 100644 --- a/CP5/active_plugins/cpforeign/bioimage_server.ipynb +++ b/CP5/active_plugins/cpforeign/bioimage_server.ipynb @@ -53,6 +53,25 @@ "b" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def cleanup(context, socket):\n", + " print(\"destroying existing context\")\n", + " if socket:\n", + " socket.close()\n", + " if context:\n", + " context.term()\n", + " # destroy is more destructive\n", + " # doesn't require sockets closed first\n", + " # may leave them hanging if managed by other threads\n", + " context.destroy()\n", + " print(\"socket closed\", socket.closed, \"context closed\", context.closed)\n" + ] + }, { "cell_type": "code", "execution_count": null, @@ -69,6 +88,15 @@ " print(\"Received unkown message\", ack)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#cleanup(context, socket)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -544,6 +572,15 @@ "source": [ "# socket.send_string(\"Cancel\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cleanup(context, socket)" + ] } ], "metadata": { diff --git a/CP5/active_plugins/cpforeign/zmq_server.ipynb b/CP5/active_plugins/cpforeign/zmq_server.ipynb index c827a67c..5c88d461 100644 --- a/CP5/active_plugins/cpforeign/zmq_server.ipynb +++ b/CP5/active_plugins/cpforeign/zmq_server.ipynb @@ -73,7 +73,7 @@ "metadata": {}, "outputs": [], "source": [ - "cleanup(context, socket)" + "#cleanup(context, socket)" ] }, { From 588863aa8416ee47171ebf578a3e21901da32a81 Mon Sep 17 00:00:00 2001 From: Nodar Gogoberidze Date: Thu, 27 Jun 2024 15:47:12 -0400 Subject: [PATCH 13/13] Remove 0 copy threshold --- CP5/active_plugins/cpforeign/bioimage_server.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/CP5/active_plugins/cpforeign/bioimage_server.ipynb b/CP5/active_plugins/cpforeign/bioimage_server.ipynb index 664180ca..c84da27d 100644 --- a/CP5/active_plugins/cpforeign/bioimage_server.ipynb +++ b/CP5/active_plugins/cpforeign/bioimage_server.ipynb @@ -48,7 +48,7 @@ "source": [ "context = zmq.Context()\n", "socket = context.socket(zmq.PAIR)\n", - "socket.copy_threshold = 0\n", + "#socket.copy_threshold = 0\n", "b = socket.bind(SOCKET_ADDR)\n", "b" ]