coba_learn.ipynb

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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "2020-11-25 13:47:17 loading simulation...\n",
      "2020-11-25 13:47:17   * loading openml 3...\n",
      "2020-11-25 13:47:17     > loading descr from http... \n",
      "2020-11-25 13:47:20       - finished after 2.64 seconds\n",
      "2020-11-25 13:47:20     > loading tasks from http... \n",
      "2020-11-25 13:47:24       - finished after 3.67 seconds\n",
      "2020-11-25 13:47:24     > loading types from http... \n",
      "2020-11-25 13:47:29       - finished after 5.38 seconds\n",
      "2020-11-25 13:47:29     > loading data from http... \n",
      "2020-11-25 13:47:31       - finished after 1.64 seconds\n",
      "2020-11-25 13:47:31     > encoding data... \n",
      "2020-11-25 13:47:31       - exception after 0.06 seconds:\n",
      "\n",
      "  File \"C:\\Users\\ataymano\\Anaconda3\\lib\\site-packages\\coba\\execution.py\", line 263, in _with\n",
      "    yield self\n",
      "  File \"C:\\Users\\ataymano\\Anaconda3\\lib\\site-packages\\coba\\simulations.py\", line 416, in from_csv\n",
      "    return ClassificationSimulation.from_table(csv_rows, label_col, has_header, default_meta, defined_meta)\n",
      "  File \"C:\\Users\\ataymano\\Anaconda3\\lib\\site-packages\\coba\\simulations.py\", line 494, in from_table\n",
      "    encoding.append(encoder.encode(col))\n",
      "  File \"C:\\Users\\ataymano\\Anaconda3\\lib\\site-packages\\coba\\preprocessing.py\", line 386, in encode\n",
      "    raise Exception(f\"We were unable to find {e} in {self._levels.keys()}\") from None\n",
      "\n",
      "  Exception: We were unable to find \"'f'\" in dict_keys(['f', 't'])\n",
      "\n",
      "2020-11-25 13:47:31 loading simulation...\n",
      "2020-11-25 13:47:31   * loading openml 6...\n",
      "2020-11-25 13:47:31     > loading descr from http... \n",
      "2020-11-25 13:47:33       - finished after 2.22 seconds\n",
      "2020-11-25 13:47:33     > loading tasks from http... \n",
      "2020-11-25 13:47:42       - finished after 8.44 seconds\n",
      "2020-11-25 13:47:42     > loading types from http... \n",
      "2020-11-25 13:47:47       - finished after 5.06 seconds\n",
      "2020-11-25 13:47:47     > loading data from http... \n",
      "2020-11-25 13:47:48       - finished after 1.73 seconds\n",
      "2020-11-25 13:47:49     > encoding data... \n",
      "2020-11-25 13:47:51       - finished after 2.67 seconds\n",
      "2020-11-25 13:47:51     > finished after 20.49 seconds\n",
      "2020-11-25 13:47:51   * finished after 20.49 seconds\n",
      "2020-11-25 13:53:57 loading simulation...\n",
      "2020-11-25 13:53:57   * loading openml 8...\n",
      "2020-11-25 13:53:57     > loading descr from http... \n",
      "2020-11-25 13:53:58       - finished after 0.49 seconds\n",
      "2020-11-25 13:53:58     > loading tasks from http... \n",
      "2020-11-25 13:53:59       - finished after 1.17 seconds\n",
      "2020-11-25 13:53:59     > loading types from http... \n",
      "2020-11-25 13:54:04       - finished after 5.15 seconds\n",
      "2020-11-25 13:54:04     > loading data from http... \n",
      "2020-11-25 13:54:05       - finished after 0.6 seconds\n",
      "2020-11-25 13:54:05     > encoding data... \n",
      "2020-11-25 13:54:05       - finished after 0.01 seconds\n",
      "2020-11-25 13:54:05     > finished after 7.42 seconds\n",
      "2020-11-25 13:54:05   * finished after 7.42 seconds\n"
     ]
    },
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from coba.learners import RandomLearner, EpsilonLearner, VowpalLearner, UcbTunedLearner\n",
    "from coba.benchmarks import Benchmark\n",
    "\n",
    "benchmark = Benchmark.from_file(r'C:\\src\\VowpalWabbit\\coba\\examples\\benchmark_short.json')\n",
    "\n",
    "learners = [\n",
    "    RandomLearner(seed=10),\n",
    "    EpsilonLearner(epsilon=0.025, seed=10),\n",
    "    UcbTunedLearner(seed=10),\n",
    "    VowpalLearner(bag=5, seed=10),\n",
    "]\n",
    "\n",
    "benchmark.evaluate(learners, 'bakeoff.log').standard_plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}