model_2-2_.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import model_generator as mg\n",
    "inIter = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = mg.Model([300, 400, 40, 1], 'Model_2-2', \n",
    "                 dataFilename = 'Model_2-2/T_'+inIter+'.h5', \n",
    "                 paramFileName = 'Model_2-2/params_Model_2-2_'+inIter+'.pkl', r_discount=.95, c_discount=1)\n",
    "mg.saveHP(model)\n",
    "model.setData()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.TrainModel(num_epochs=30, minibatch_size=2048, learning_rate=0.0001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.TestModel(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.TestModel(20000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.system('git add .')\n",
    "os.system('git commit -m \"Model_2-2_'+str(model.modelIter)+' trained\"')\n",
    "os.system('git pull')\n",
    "os.system('git push origin master')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import zsyMultigame as multi\n",
    "import os\n",
    "outIter = ''\n",
    "multi.simulate('Model_2-2/params_Model_2-2_'+outIter+'.pkl', os.path.join('Model_2-2','T_'+outIter+'.h5'),\n",
    "               numGames=100000, poolsize = 20, exploration_prob = 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.system('git add .')\n",
    "os.system('git commit -m \"Model_2-2_'+outIter+' simulated\"')\n",
    "os.system('git pull')\n",
    "os.system('git push origin master')"
   ]
  }
 ],
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