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benchmarks_atari10M.htm
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<head>
<meta charset="utf-8">
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<meta name="description" content="">
<meta name="author" content="">
<link rel="icon" href="https://cloud.githubusercontent.com/assets/306655/25257645/38a30806-25ee-11e7-82d5-eae86a9dfad0.png">
<title>bench viewer</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.1.1/jquery.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/tether/1.4.0/js/tether.min.js"
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border-radius: 0;
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padding: 3rem 1.5rem;
text-align: center;
margin-top: 40px;
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text-align: center;
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<body>
<div class="container">
<div class="benchmark-title">
<h1>Atari10M Comparison</h1>
</div>
<div style="text-align: center">
</div>
<table class="table sortable-data-table">
<thead>
<tr>
<th> algo </th>
<td> </td>
<td>user</td>
<td>mean</td>
<td>Enduro</td>
<td>SpaceInvaders</td>
<td>Qbert</td>
<td>Seaquest</td>
<td>Pong</td>
<td>BeamRider</td>
<td>Breakout</td>
<td>commit</td>
</tr>
</thead>
<tr>
<td style="display: flex">
<div style="display: flex">
ppo2
</div>
</td>
<td><div style="background-color:rgba(102, 194, 165, 1.0)"> </div></td>
<td>cron</td>
<td>1509.38</td>
<td>350.22</td>
<td>557.28</td>
<td>7012.06</td>
<td>1218.87</td>
<td>13.68</td>
<td>1299.25</td>
<td>114.26</td>
<td><a href=https://github.com/openai/baselines/commit/7bfbcf177eca8f46c0c0bfbb378e044539f5e061>7bfbcf1</a></td>
</tr>
<tr>
<td style="display: flex">
<div style="display: flex">
deepq
</div>
</td>
<td><div style="background-color:rgba(252, 141, 98, 1.0)"> </div></td>
<td>cron</td>
<td>1012.69</td>
<td>479.75</td>
<td>459.86</td>
<td>3254.83</td>
<td>1164.08</td>
<td>16.49</td>
<td>1582.34</td>
<td>131.46</td>
<td><a href=https://github.com/openai/baselines/commit/7bfbcf177eca8f46c0c0bfbb378e044539f5e061>7bfbcf1</a></td>
</tr>
<tr>
<td style="display: flex">
<div style="display: flex">
acktr
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</td>
<td><div style="background-color:rgba(141, 160, 203, 1.0)"> </div></td>
<td>cron</td>
<td>1211.71</td>
<td>0.0</td>
<td>557.19</td>
<td>4429.3</td>
<td>1201.16</td>
<td>9.56</td>
<td>2171.19</td>
<td>113.58</td>
<td><a href=https://github.com/openai/baselines/commit/7bfbcf177eca8f46c0c0bfbb378e044539f5e061>7bfbcf1</a></td>
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acer
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</td>
<td><div style="background-color:rgba(231, 138, 195, 1.0)"> </div></td>
<td>cron</td>
<td>1457.36</td>
<td>0.0</td>
<td>656.91</td>
<td>6433.38</td>
<td>1065.98</td>
<td>3.11</td>
<td>1959.22</td>
<td>82.94</td>
<td><a href=https://github.com/openai/baselines/commit/7bfbcf177eca8f46c0c0bfbb378e044539f5e061>7bfbcf1</a></td>
</tr>
<tr>
<td style="display: flex">
<div style="display: flex">
ppo2_mpi
</div>
</td>
<td><div style="background-color:rgba(166, 216, 84, 1.0)"> </div></td>
<td>cron</td>
<td>1417.92</td>
<td>207.47</td>
<td>459.89</td>
<td>7184.73</td>
<td>1383.38</td>
<td>13.9</td>
<td>594.45</td>
<td>81.61</td>
<td><a href=https://github.com/openai/baselines/commit/7bfbcf177eca8f46c0c0bfbb378e044539f5e061>7bfbcf1</a></td>
</tr>
<tr>
<td style="display: flex">
<div style="display: flex">
a2c
</div>
</td>
<td><div style="background-color:rgba(255, 217, 47, 1.0)"> </div></td>
<td>cron</td>
<td>717.73</td>
<td>0.0</td>
<td>463.06</td>
<td>2047.07</td>
<td>1150.66</td>
<td>1.0</td>
<td>1302.61</td>
<td>59.72</td>
<td><a href=https://github.com/openai/baselines/commit/7bfbcf177eca8f46c0c0bfbb378e044539f5e061>7bfbcf1</a></td>
</tr>
<tr>
<td style="display: flex">
<div style="display: flex">
trpo_mpi
</div>
</td>
<td><div style="background-color:rgba(229, 196, 148, 1.0)"> </div></td>
<td>cron</td>
<td>625.67</td>
<td>24.83</td>
<td>457.7</td>
<td>2486.18</td>
<td>710.07</td>
<td>2.82</td>
<td>683.11</td>
<td>14.98</td>
<td><a href=https://github.com/openai/baselines/commit/7bfbcf177eca8f46c0c0bfbb378e044539f5e061>7bfbcf1</a></td>
</tr>
</table>
</form>
<div style="margin-top: 60px; text-align: center">
<h3>Learning Curves</h3>
X-axis: timesteps, Y-axis: reward (avg. over 6 runs)
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