benchmarks_atari10M.htm

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    <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)">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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)">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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
                </div>
            </td>
            
            <td><div style="background-color:rgba(141, 160, 203, 1.0)">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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>
            
        </tr>
        
        <tr>
            <td style="display: flex">
                
                <div style="display: flex">
                    acer
                </div>
            </td>
            
            <td><div style="background-color:rgba(231, 138, 195, 1.0)">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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)">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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)">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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)">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</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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