test_test_model_multiple_t05_noBuf.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------0------------\n",
      "[{'id': '1', 'model': 'AR', 'num_r': 4, 'rate': 1.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '2', 'model': 'AR', 'num_r': 4, 'rate': 2.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '3', 'model': 'AR', 'num_r': 4, 'rate': 3.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}]\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_0-2000\n",
      "Initialization OK!----> user 1\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_0-2000\n",
      "Initialization OK!----> user 2\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_0-2000\n",
      "Initialization OK!----> user 3\n",
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      "99:r:[ -1.99943358  -6.02896257 -13.15780429],p:[0.23086435 0.70226519 1.99520203],op:[4.15566143e-03 1.88925741e-03 1.09626630e-05],tr:[0.16552072 0.67220809 1.43806399],pr:[0.91869831 1.35505005 1.58160498],rev:[1.0105 2.0212 3.02  ],dbuf:[1.64866707 5.01638061 6.36347862],ch:[3.98575396 4.07981551 3.77394857],ibuf:[0, 0, 0],rbuf:[ 0.47234361 12.75578309  8.03040236]\n",
      "---------1------------\n",
      "[{'id': '1', 'model': 'AR', 'num_r': 4, 'rate': 1.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '2', 'model': 'AR', 'num_r': 4, 'rate': 2.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '3', 'model': 'AR', 'num_r': 4, 'rate': 3.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}]\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_1-2000\n",
      "Initialization OK!----> user 1\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_1-2000\n",
      "Initialization OK!----> user 2\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_1-2000\n",
      "Initialization OK!----> user 3\n",
      "0:r:[ -1.81724026  -6.66976981 -15.04492501],p:[0.20793026 0.77035362 2.2764306 ],op:[0.00586889 0.00040586 0.00036616],tr:[0.12567989 0.87551872 1.34977075],pr:[0.9767316  1.13150131 1.62242482],rev:[1.0065 2.003  2.9725],dbuf:[1.49648903 5.63194481 7.32188234],ch:[3.96663231 3.8228957  4.12109542],ibuf:[0, 0, 0],rbuf:[1.         1.24698908 5.36696145]\n",
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      "99:r:[ -1.80047816  -6.49846059 -15.42019294],p:[0.20542    0.75134535 2.32330789],op:[0.00596949 0.00044384 0.00042514],tr:[0.12624691 0.87337187 1.28947819],pr:[0.97034896 1.1187894  1.7050025 ],rev:[0.9964 1.987  2.9944],dbuf:[1.48706144 5.47902928 7.60305554],ch:[3.89701083 3.97810688 3.97730598],ibuf:[0, 0, 0],rbuf:[0.21363866 7.49217818 8.38394542]\n",
      "---------2------------\n",
      "[{'id': '1', 'model': 'AR', 'num_r': 4, 'rate': 1.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '2', 'model': 'AR', 'num_r': 4, 'rate': 2.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '3', 'model': 'AR', 'num_r': 4, 'rate': 3.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}]\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_2-2000\n",
      "Initialization OK!----> user 1\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_2-2000\n",
      "Initialization OK!----> user 2\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_2-2000\n",
      "Initialization OK!----> user 3\n",
      "0:r:[ -2.1342108   -7.49639675 -14.11239609],p:[0.24650144 0.63675238 2.05674799],op:[2.04287017e-05 1.05078860e-03 1.75152850e-16],tr:[0.34499617 0.81623207 1.39408782],pr:[0.65728365 1.20420231 1.60288549],rev:[1.0023 2.0069 2.9974],dbuf:[1.80320292 8.61476185 7.65731228],ch:[3.95863242 4.08325424 3.99513423],ibuf:[0, 0, 0],rbuf:[1.55134329 7.22970187 4.267084  ]\n"
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     "output_type": "stream",
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      "96:r:[ -2.15184886  -7.96222652 -14.09332829],p:[0.24768719 0.66118495 2.05745026],op:[2.30206952e-05 8.09836786e-04 0.00000000e+00],tr:[0.32818633 0.79196578 1.36102367],pr:[0.66514132 1.23467949 1.61252012],rev:[0.993  2.0158 2.9736],dbuf:[1.82659562 9.30450513 7.61215401],ch:[3.97853814 3.992426   3.9633921 ],ibuf:[0, 0, 0],rbuf:[1.36553241 2.60401517 5.94363534]\n",
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      "99:r:[ -2.09074762  -7.73359384 -14.6166712 ],p:[0.23782323 0.64936206 2.13089433],op:[2.76993955e-05 1.15937174e-03 0.00000000e+00],tr:[0.32300949 0.79332515 1.35861645],pr:[0.65937854 1.2179383  1.67567989],rev:[0.9822 1.996  3.0346],dbuf:[1.80298594 8.96197332 7.92439912],ch:[4.0904967  4.05562871 3.90296317],ibuf:[0, 0, 0],rbuf:[0.10028266 3.02277856 7.99373538]\n",
      "---------3------------\n",
      "[{'id': '1', 'model': 'AR', 'num_r': 4, 'rate': 1.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '2', 'model': 'AR', 'num_r': 4, 'rate': 2.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '3', 'model': 'AR', 'num_r': 4, 'rate': 3.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}]\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_3-2000\n",
      "Initialization OK!----> user 1\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_3-2000\n",
      "Initialization OK!----> user 2\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_3-2000\n",
      "Initialization OK!----> user 3\n",
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      "98:r:[ -1.82328568  -6.04651091 -17.09672311],p:[0.17082012 0.74812189 1.55850954],op:[5.69037277e-03 2.11718568e-04 8.91381617e-06],tr:[0.13397477 0.66702408 1.35158739],pr:[0.95302148 1.34780818 1.65917344],rev:[1.0045 2.0124 3.0098],dbuf:[ 1.88146641  4.60968575 18.60826163],ch:[3.97683466 4.03453007 3.94080453],ibuf:[0, 0, 0],rbuf:[ 1.5012664   4.56057495 18.3321843 ]\n",
      "99:r:[ -1.80305026  -6.01476528 -16.46749155],p:[0.16898872 0.7479275  1.52479593],op:[5.72371022e-03 2.19841083e-04 3.26416211e-06],tr:[0.12560062 0.67399063 1.37906199],pr:[0.95486022 1.3432906  1.64384802],rev:[0.9973 2.015  3.0235],dbuf:[ 1.85897619  4.54805719 17.68699122],ch:[3.83244493 3.98328705 4.06520615],ibuf:[0, 0, 0],rbuf:[ 1.39004236  4.50856361 24.30852396]\n",
      "---------4------------\n",
      "[{'id': '1', 'model': 'AR', 'num_r': 4, 'rate': 1.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '2', 'model': 'AR', 'num_r': 4, 'rate': 2.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '3', 'model': 'AR', 'num_r': 4, 'rate': 3.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}]\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_4-2000\n",
      "Initialization OK!----> user 1\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_4-2000\n",
      "Initialization OK!----> user 2\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_4-2000\n",
      "Initialization OK!----> user 3\n",
      "0:r:[ -2.04394353  -5.72903077 -14.85590131],p:[0.17750703 0.72680421 2.13559093],op:[6.58280027e-04 5.14239520e-03 2.07883283e-24],tr:[0.16195175 0.71128942 1.69207134],pr:[0.84701905 1.29813411 1.2974584 ],rev:[1.0011 1.9761 2.9904],dbuf:[2.30623399 4.13859548 8.35589327],ch:[3.9374151  3.89144408 3.98896623],ibuf:[0, 0, 0],rbuf:[0.43318011 0.         8.70268822]\n",
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      "99:r:[ -2.07962431  -5.72560241 -14.88315049],p:[0.17878688 0.72945406 2.1368056 ],op:[0.00067484 0.00471883 0.        ],tr:[0.17044914 0.74483627 1.68985427],pr:[0.84663104 1.29439315 1.30924719],rev:[1.0089 2.009  2.9994],dbuf:[2.3646314  4.10947596 8.39824502],ch:[4.1989523  3.95250624 4.13573196],ibuf:[0, 0, 0],rbuf:[ 2.63147275  7.73816642 12.38017797]\n",
      "---------5------------\n",
      "[{'id': '1', 'model': 'AR', 'num_r': 4, 'rate': 1.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '2', 'model': 'AR', 'num_r': 4, 'rate': 2.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '3', 'model': 'AR', 'num_r': 4, 'rate': 3.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}]\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_5-2000\n",
      "Initialization OK!----> user 1\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_5-2000\n",
      "Initialization OK!----> user 2\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_5-2000\n",
      "Initialization OK!----> user 3\n",
      "0:r:[ -2.01444032  -5.54235977 -12.89803684],p:[0.20021342 0.73317972 1.7142623 ],op:[0.00101284 0.00144026 0.00079592],tr:[0.00464752 0.64196017 1.21550085],pr:[1.01943062 1.34833031 1.78369045],rev:[1.0005 1.9813 2.9996],dbuf:[2.01661802 3.7385198  8.64549148],ch:[4.00501266 4.04293374 3.98244575],ibuf:[0, 0, 0],rbuf:[ 2.60211224  2.39082142 17.47232306]\n",
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      "99:r:[ -2.02677437  -5.56942517 -12.71206175],p:[0.20185353 0.74137576 1.6836398 ],op:[0.00098263 0.00140453 0.00086241],tr:[0.00213156 0.63949753 1.21277611],pr:[1.03003464 1.36477008 1.76479077],rev:[1.01   1.9956 2.9775],dbuf:[2.02518714 3.71104742 8.57910141],ch:[4.01269336 3.92730648 3.96828046],ibuf:[0, 0, 0],rbuf:[ 2.83543961  5.36793918 16.9216709 ]\n",
      "---------6------------\n",
      "[{'id': '1', 'model': 'AR', 'num_r': 4, 'rate': 1.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '2', 'model': 'AR', 'num_r': 4, 'rate': 2.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '3', 'model': 'AR', 'num_r': 4, 'rate': 3.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}]\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_6-2000\n",
      "Initialization OK!----> user 1\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_6-2000\n",
      "Initialization OK!----> user 2\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_6-2000\n",
      "Initialization OK!----> user 3\n",
      "0:r:[ -1.85076401  -5.68423779 -13.38328913],p:[0.20886603 0.80020356 1.57006408],op:[0.00145384 0.01475555 0.01103922],tr:[0.04286907 0.57207538 1.35322693],pr:[0.97649186 1.46815444 1.69353948],rev:[1.0056 1.9921 3.0052],dbuf:[ 1.59832926  3.21888447 10.95554525],ch:[3.94577571 3.87895515 3.95362338],ibuf:[0, 0, 0],rbuf:[ 1.45995027  2.16704203 20.38913557]\n",
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    {
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     "output_type": "stream",
     "text": [
      "99:r:[ -1.86051721  -5.58088698 -13.54338401],p:[0.21029807 0.78283976 1.58216225],op:[0.00143847 0.01321866 0.01165016],tr:[0.04266103 0.60490092 1.35130906],pr:[0.97067004 1.43543887 1.69530415],rev:[1.     1.9996 3.0036],dbuf:[ 1.60366897  3.20118974 11.1486439 ],ch:[3.95925459 4.14769062 3.99074011],ibuf:[0, 0, 0],rbuf:[2.02520361 0.02118425 4.99434118]\n",
      "---------7------------\n",
      "[{'id': '1', 'model': 'AR', 'num_r': 4, 'rate': 1.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '2', 'model': 'AR', 'num_r': 4, 'rate': 2.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '3', 'model': 'AR', 'num_r': 4, 'rate': 3.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}]\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_7-2000\n",
      "Initialization OK!----> user 1\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_7-2000\n",
      "Initialization OK!----> user 2\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_7-2000\n",
      "Initialization OK!----> user 3\n",
      "0:r:[ -2.2213976  -11.65933578 -15.66953892],p:[0.21591419 1.35215462 1.70943651],op:[0.00070214 0.64784538 0.        ],tr:[3.21189788e-01 1.61904059e-14 1.02877041e+00],pr:[0.69334604 2.5198421  1.97174696],rev:[1.0006 1.9845 3.0018],dbuf:[ 2.27663199  3.31867156 14.24471271],ch:[3.91895765 3.98756179 3.98592241],ibuf:[0, 0, 0],rbuf:[ 0.42181613  5.2817369  12.82626832]\n",
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      "99:r:[ -2.25919291 -11.74329225 -15.40402672],p:[0.21778023 1.37546132 1.70068676],op:[0.00063031 0.62453868 0.        ],tr:[3.19668694e-01 1.95835393e-14 1.04491476e+00],pr:[0.69879327 2.5198421  1.96893759],rev:[1.0058 2.0047 3.0146],dbuf:[ 2.33428043  3.4865845  13.8011858 ],ch:[3.9960853  4.18539888 3.95940658],ibuf:[0, 0, 0],rbuf:[ 6.15336474  2.9603158  18.44255573]\n",
      "---------8------------\n",
      "[{'id': '1', 'model': 'AR', 'num_r': 4, 'rate': 1.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '2', 'model': 'AR', 'num_r': 4, 'rate': 2.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '3', 'model': 'AR', 'num_r': 4, 'rate': 3.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}]\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_8-2000\n",
      "Initialization OK!----> user 1\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_8-2000\n",
      "Initialization OK!----> user 2\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_8-2000\n",
      "Initialization OK!----> user 3\n",
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      "99:r:[ -1.92265007  -5.75253435 -13.7006997 ],p:[0.19356624 0.78278198 1.99144271],op:[0.00426306 0.00081326 0.        ],tr:[0.25561538 0.78284197 1.42014261],pr:[0.81048401 1.23725034 1.58849457],rev:[0.9856 2.0115 3.009 ],dbuf:[1.86700719 3.66911625 7.48697228],ch:[4.04494183 4.18093843 3.93244757],ibuf:[0, 0, 0],rbuf:[3.56135602 4.50120345 8.63720394]\n",
      "---------9------------\n",
      "[{'id': '1', 'model': 'AR', 'num_r': 4, 'rate': 1.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '2', 'model': 'AR', 'num_r': 4, 'rate': 2.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}, {'id': '3', 'model': 'AR', 'num_r': 4, 'rate': 3.0, 'dis': 100, 'action_bound': 2, 'data_buf_size': 100, 't_factor': 0.5, 'penalty': 1000}]\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_9-2000\n",
      "Initialization OK!----> user 1\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_9-2000\n",
      "Initialization OK!----> user 2\n",
      "INFO:tensorflow:Restoring parameters from model_M_05_nB/my_train_model_9-2000\n",
      "Initialization OK!----> user 3\n",
      "0:r:[ -1.7466945   -5.42699162 -13.24941589],p:[0.1616695  0.68343068 1.66157442],op:[0.00175592 0.00344639 0.00567364],tr:[0.09660331 0.62472152 1.29435175],pr:[0.89000797 1.36716918 1.74209367],rev:[0.9677 1.9719 3.0244],dbuf:[1.85913487 3.9852126  9.82635122],ch:[4.07576712 4.09143424 3.86267831],ibuf:[0, 0, 0],rbuf:[ 1.92714082  3.62075506 20.13284416]\n",
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    {
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     "output_type": "stream",
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      "77:r:[ -1.88239823  -5.56961449 -12.60408023],p:[0.17420455 0.70069609 1.61391941],op:[0.00149007 0.00309112 0.00628001],tr:[0.11681076 0.64446095 1.30429691],pr:[0.90504655 1.37884776 1.71002062],rev:[1.006  2.0049 3.0006],dbuf:[2.00785018 4.10135691 9.00616634],ch:[4.16990895 4.06978406 3.95512548],ibuf:[0, 0, 0],rbuf:[ 0.27639108  5.80220402 18.86621892]\n",
      "78:r:[ -1.87618099  -5.77838991 -12.54089882],p:[0.17361856 0.72162279 1.60048601],op:[0.00164707 0.0030953  0.00642494],tr:[0.10842042 0.6274618  1.29770938],pr:[0.91333248 1.39074014 1.7001881 ],rev:[1.0047 1.999  2.9808],dbuf:[1.99970573 4.30959888 9.01268808],ch:[3.95846955 3.92368989 4.03988201],ibuf:[0, 0, 0],rbuf:[0.16661399 1.08112275 5.97492304]\n",
      "79:r:[ -1.86965373  -5.68845059 -12.68341533],p:[0.17380261 0.71335745 1.61789525],op:[0.00194167 0.00313531 0.0063216 ],tr:[0.10468573 0.63535353 1.28820231],pr:[0.91932899 1.38592235 1.71574492],rev:[1.0032 2.0033 2.9894],dbuf:[1.98186469 4.2119736  9.12466216],ch:[3.86584333 4.0233795  3.88904029],ibuf:[0, 0, 0],rbuf:[ 4.03642569  1.52334323 14.41575606]\n",
      "80:r:[ -1.87444926  -5.62995329 -12.49918595],p:[0.17333987 0.70567809 1.60399141],op:[0.0015933  0.00304811 0.005586  ],tr:[0.11234437 0.62997681 1.29129338],pr:[0.90920794 1.38055659 1.7088295 ],rev:[1.0041 1.9921 2.9861],dbuf:[1.99956677 4.17264452 8.90259781],ch:[4.02157039 4.00934275 3.90522633],ibuf:[0, 0, 0],rbuf:[ 1.35970321  2.32013169 17.39072427]\n",
      "81:r:[ -1.85341876  -5.57333776 -12.32223309],p:[0.17209193 0.7011014  1.5833865 ],op:[0.00153246 0.00332365 0.00712592],tr:[0.10598471 0.64169816 1.29796578],pr:[0.90690596 1.37670432 1.69335735],rev:[0.9969 1.9993 2.9719],dbuf:[1.97059364 4.10242507 8.73934196],ch:[3.93601537 4.08089504 3.92701451],ibuf:[0, 0, 0],rbuf:[5.16607897 3.49711263 0.14718265]\n",
      "82:r:[ -1.86338217  -5.78132417 -12.34031121],p:[0.17314578 0.72143837 1.58555355],op:[0.00169681 0.0031815  0.00626106],tr:[0.11162717 0.62251085 1.33299305],pr:[0.91398339 1.39012407 1.67327329],rev:[1.0081 1.9931 2.9904],dbuf:[1.97833841 4.3164496  8.76247634],ch:[3.98625411 3.86049493 4.1610328 ],ibuf:[0, 0, 0],rbuf:[2.53518226 1.44884359 3.24947008]\n",
      "83:r:[ -1.86859207  -5.68999937 -12.50536857],p:[0.17299292 0.71132538 1.59981818],op:[0.00158686 0.00308713 0.00565845],tr:[0.10482371 0.63875508 1.32010608],pr:[0.91823136 1.38272422 1.6964244 ],rev:[1.0065 2.0032 3.0017],dbuf:[1.99138633 4.23587361 8.95597094],ch:[4.07396636 4.02022015 3.97345981],ibuf:[0, 0, 0],rbuf:[2.17680647 5.72854756 2.        ]\n",
      "84:r:[ -1.82840996  -5.57718816 -12.45837343],p:[0.16978336 0.69952921 1.59889883],op:[0.00170061 0.00331545 0.00585813],tr:[0.1064385  0.63481647 1.29969563],pr:[0.90851879 1.37260594 1.69823728],rev:[0.9956 1.987  2.9843],dbuf:[1.94198025 4.12592974 8.86917722],ch:[4.05616141 4.09308734 4.08880477],ibuf:[0, 0, 0],rbuf:[2.5470726  1.55254251 8.41413539]\n",
      "85:r:[ -1.84907318  -5.69942162 -12.31524155],p:[0.17168324 0.71340434 1.57849702],op:[0.00134328 0.00316037 0.00612835],tr:[0.10379999 0.64175366 1.28662837],pr:[0.90904516 1.38404577 1.68993389],rev:[0.9973 2.0079 2.9616],dbuf:[1.96788116 4.23319614 8.78422946],ch:[3.95002413 4.06135589 3.94918913],ibuf:[0, 0, 0],rbuf:[ 1.99222071 11.52498892 14.99474033]\n",
      "86:r:[ -1.83268726  -5.72600576 -12.52759525],p:[0.16886947 0.72117232 1.60540882],op:[0.00184478 0.00320339 0.00607233],tr:[0.09615295 0.64828071 1.30646559],pr:[0.90796407 1.38537927 1.70381928],rev:[0.9842 2.0143 2.9938],dbuf:[1.95823199 4.20825442 8.94037895],ch:[3.91630527 3.99998306 3.98639448],ibuf:[0, 0, 0],rbuf:[0.         3.55294776 6.12933216]\n"
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      "88:r:[ -1.90833806  -5.72512561 -12.84148313],p:[0.17659246 0.7180441  1.63337809],op:[0.00169684 0.0029592  0.00564456],tr:[0.11037256 0.64620789 1.29723257],pr:[0.92364234 1.38361317 1.72713847],rev:[1.0153 2.0119 3.01  ],dbuf:[2.03378321 4.24021824 9.29273977],ch:[4.02350202 4.05450382 3.94534053],ibuf:[0, 0, 0],rbuf:[1.85258123 4.         5.85715067]\n",
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      "90:r:[ -1.90946003  -5.83782285 -12.6248853 ],p:[0.17670737 0.72524841 1.61453564],op:[0.00188834 0.00338489 0.00616331],tr:[0.106357   0.62541923 1.31564684],pr:[0.92734817 1.39652653 1.70830434],rev:[1.0143 2.0029 3.0071],dbuf:[2.03296289 4.3893127  9.04278107],ch:[3.87129617 3.84596533 3.97647843],ibuf:[0, 0, 0],rbuf:[2.13919228 4.02395461 0.89654074]\n",
      "91:r:[ -1.84531033  -5.57723658 -12.78881338],p:[0.17041464 0.69893318 1.62882408],op:[0.00177258 0.00324828 0.00514267],tr:[0.1075443  0.62832768 1.30112671],pr:[0.90323054 1.37615339 1.72675285],rev:[0.9915 1.9851 3.0156],dbuf:[1.96874846 4.13265852 9.2379593 ],ch:[4.11786091 4.12192347 3.90287279],ibuf:[0, 0, 0],rbuf:[ 2.58589376  3.70494101 12.96519734]\n",
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      "99:r:[ -1.84768989  -5.57343905 -12.07462419],p:[0.17030839 0.69972238 1.56218962],op:[0.00153365 0.00296195 0.006011  ],tr:[0.10652785 0.64143625 1.29749824],pr:[0.90286619 1.37450414 1.68269121],rev:[0.9918 1.9979 2.9636],dbuf:[1.97695942 4.12003479 8.46724223],ch:[4.07918465 4.20167753 4.02817003],ibuf:[0, 0, 0],rbuf:[2.19019424 2.31910273 2.36272424]\n"
     ]
    }
   ],
   "source": [
    "from mec_env_var import *\n",
    "from helper import *\n",
    "import tensorflow as tf\n",
    "import ipdb as pdb\n",
    "import time\n",
    "\n",
    "for k in range(10):\n",
    "    \n",
    "    tf.reset_default_graph()\n",
    "    \n",
    "    print('---------' + str(k) + '------------')\n",
    "    \n",
    "    MAX_EPISODE = 100\n",
    "    MAX_EPISODE_LEN = 10000\n",
    "\n",
    "    NUM_T = 1\n",
    "    NUM_R = 4\n",
    "    SIGMA2 = 1e-9\n",
    "\n",
    "    t_factor = 0.5\n",
    "    noise_sigma = 0.12\n",
    "\n",
    "    config = {'state_dim':3, 'action_dim':2};\n",
    "    train_config = {'minibatch_size':64, 'actor_lr':0.0001, 'tau':0.001, \n",
    "                    'critic_lr':0.001, 'gamma':0.99, 'buffer_size':250000, \n",
    "                    'random_seed':int(time.clock()*1000%1000), 'noise_sigma':noise_sigma, 'sigma2':SIGMA2}\n",
    "    \n",
    "#     rate = 3.0\n",
    "    res_path = 't_M_05_nB/'\n",
    "    model_path = 'model_M_05_nB/my_train_model_'+str(k)+'-2000'\n",
    "    meta_path = model_path+'.meta'    \n",
    "    user_config = [{'id':'1', 'model':'AR', 'num_r':NUM_R, 'rate':1.0, 'dis':100, 'action_bound':2, \n",
    "                    'data_buf_size':100, 't_factor':t_factor, 'penalty':1000},\n",
    "                   {'id':'2', 'model':'AR', 'num_r':NUM_R, 'rate':2.0, 'dis':100, 'action_bound':2, \n",
    "                    'data_buf_size':100, 't_factor':t_factor, 'penalty':1000},\n",
    "                   {'id':'3', 'model':'AR', 'num_r':NUM_R, 'rate':3.0, 'dis':100, 'action_bound':2, \n",
    "                    'data_buf_size':100, 't_factor':t_factor, 'penalty':1000}]\n",
    "    \n",
    "    print(user_config)\n",
    "    # 0. initialize the session object\n",
    "    sess = tf.Session() \n",
    "\n",
    "    # gpu_options = tf.GPUOptions(per_process_gpu_memory_fraction=0.2)\n",
    "    # sess = tf.Session(config=tf.ConfigProto(gpu_options=gpu_options)) \n",
    "\n",
    "    # 1. include all user in the system according to the user_config\n",
    "    user_list = [];\n",
    "    for info in user_config:\n",
    "        info.update(config)\n",
    "        info['model_path'] = model_path\n",
    "        info['meta_path'] = info['model_path']+'.meta'\n",
    "        user_list.append(MecTermLD(sess, info, train_config))\n",
    "        print('Initialization OK!----> user ' + info['id'])\n",
    "\n",
    "    # 2. create the simulation env\n",
    "    env = MecSvrEnv(user_list, NUM_R, SIGMA2, MAX_EPISODE_LEN)\n",
    "\n",
    "#     sess.run(tf.global_variables_initializer())\n",
    "\n",
    "#     env.init_target_network()\n",
    "\n",
    "    # #Create a saver object which will save all the variables\n",
    "    # saver = tf.train.Saver() \n",
    "\n",
    "    res_r = []\n",
    "    res_p = []\n",
    "    res_b = []\n",
    "    res_o = []\n",
    "    res_d = []\n",
    "    # 3. start to explore for each episode\n",
    "    for i in range(MAX_EPISODE):\n",
    "\n",
    "        cur_init_ds_ep = env.reset(isTrain=False)\n",
    "        \n",
    "        cur_r_ep = np.zeros(len(user_list))\n",
    "        cur_p_ep = np.zeros(len(user_list))\n",
    "        cur_op_ep = np.zeros(len(user_list))\n",
    "        cur_ts_ep = np.zeros(len(user_list))\n",
    "        cur_ps_ep = np.zeros(len(user_list))\n",
    "        cur_rs_ep = np.zeros(len(user_list))\n",
    "        cur_ds_ep = np.zeros(len(user_list))\n",
    "        cur_ch_ep = np.zeros(len(user_list))\n",
    "        cur_of_ep = np.zeros(len(user_list))\n",
    "\n",
    "        for j in range(MAX_EPISODE_LEN):\n",
    "\n",
    "            # first try to transmit from current state\n",
    "            [cur_r, done, cur_p, cur_op, temp, cur_ts, cur_ps, cur_rs, cur_ds, cur_ch, cur_of] = env.step_transmit()\n",
    "\n",
    "            cur_r_ep += cur_r\n",
    "            cur_p_ep += cur_p\n",
    "            cur_op_ep += cur_op\n",
    "            cur_ts_ep += cur_ts\n",
    "            cur_ps_ep += cur_ps\n",
    "            cur_rs_ep += cur_rs\n",
    "            cur_ds_ep += cur_ds\n",
    "            cur_ch_ep += cur_ch\n",
    "            cur_of_ep += cur_of\n",
    "\n",
    "            if done:\n",
    "                res_r.append(cur_r_ep/MAX_EPISODE_LEN)\n",
    "                res_p.append(cur_p_ep/MAX_EPISODE_LEN)\n",
    "                res_b.append(cur_ds_ep/MAX_EPISODE_LEN)\n",
    "                res_o.append(cur_of_ep/MAX_EPISODE_LEN)\n",
    "                res_d.append(cur_ds)\n",
    "                print('%d:r:%s,p:%s,op:%s,tr:%s,pr:%s,rev:%s,dbuf:%s,ch:%s,ibuf:%s,rbuf:%s' % (i, cur_r_ep/MAX_EPISODE_LEN, cur_p_ep/MAX_EPISODE_LEN, cur_op_ep/MAX_EPISODE_LEN, cur_ts_ep/MAX_EPISODE_LEN, cur_ps_ep/MAX_EPISODE_LEN, cur_rs_ep/MAX_EPISODE_LEN, cur_ds_ep/MAX_EPISODE_LEN, cur_ch_ep/MAX_EPISODE_LEN, cur_init_ds_ep, cur_ds))\n",
    "\n",
    "    name = res_path+'test_1000_' + time.strftime(\"%b_%d_%Y_%H_%M_%S\", time.localtime(time.time()))\n",
    "    np.savez(name, res_r, res_p, res_b, res_o, res_d)\n",
    "    \n",
    "    sess.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "name = res_path+'/test_1000_' + time.strftime(\"%b_%d_%Y_%H_%M_%S\", time.localtime(time.time()))\n",
    "# print(name)\n",
    "np.savez(name, res_r, res_p, res_b, res_o, res_d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph = tf.get_default_graph()\n",
    "# variable_names = [v.name for v in tf.trainable_variables()]\n",
    "# values = sess.run(variable_names)\n",
    "# tf.trainable_variables()\n",
    "\n",
    "inputs = graph.get_tensor_by_name(\"input_1/X\"+\":0\")\n",
    "scaled_out = graph.get_tensor_by_name(\"output_1\"+\":0\")\n",
    "print sess.run(scaled_out, feed_dict={inputs: [[7.22254768,3.9729721,0.7729721]]})\n",
    "#Create a saver object which will save all the variables\n",
    "saver = tf.train.Saver()\n",
    " \n",
    "#Now, save the graph\n",
    "saver.save(sess, 'model/my_train_model',global_step=2000)\n",
    "\n",
    "# user_list[0].agent.actor.predict([[7.22254768,3.9729721,0.7729721]]) # [[0.63916105, 0.20230901]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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