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  664.     
    665. 

  665.     <li class="md-nav__item md-nav__item--nested">
    666. 

  666.       
    667. 

  667.         
    668. 

  668.         
    669. 

  669.         <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
    670. 

  670.         
    671. 

  671.           
    672. 

  672.           
    673. 

  673.           <div class="md-nav__link md-nav__container">
    674. 

  674.             <a href="../../usage/" class="md-nav__link ">
    675. 

  675.               
    676. 

  676.   
    677. 

  677.   <span class="md-ellipsis">
    678. 

  678.     Usage
    679. 

  679.   </span>
    680. 

  680.   
    681. 

  681. 

  682.             </a>
    683. 

  683.             
    684. 

  684.               
    685. 

  685.               <label class="md-nav__link " for="__nav_4" id="__nav_4_label" tabindex="0">
    686. 

  686.                 <span class="md-nav__icon md-icon"></span>
    687. 

  687.               </label>
    688. 

  688.             
    689. 

  689.           </div>
    690. 

  690.         
    691. 

  691.         <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
    692. 

  692.           <label class="md-nav__title" for="__nav_4">
    693. 

  693.             <span class="md-nav__icon md-icon"></span>
    694. 

  694.             Usage
    695. 

  695.           </label>
    696. 

  696.           <ul class="md-nav__list" data-md-scrollfix>
    697. 

  697.             
    698. 

  698.               
    699. 

  699.             
    700. 

  700.               
    701. 

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    702. 

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    703. 

  703.   
    704. 

  704.   
    705. 

  705.   
    706. 

  706.     <li class="md-nav__item">
    707. 

  707.       <a href="../../usage/cl_tutorial/" class="md-nav__link">
    708. 

  708.         
    709. 

  709.   
    710. 

  710.   <span class="md-ellipsis">
    711. 

  711.     Command line usage
    712. 

  712.   </span>
    713. 

  713.   
    714. 

  714. 

  715.       </a>
    716. 

  716.     </li>
    717. 

  717.   
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  718. 

  719.               
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  724.   
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  725.   
    726. 

  726.   
    727. 

  727.     <li class="md-nav__item">
    728. 

  728.       <a href="../../usage/enigma/" class="md-nav__link">
    729. 

  729.         
    730. 

  730.   
    731. 

  731.   <span class="md-ellipsis">
    732. 

  732.     EnIGMA usage
    733. 

  733.   </span>
    734. 

  734.   
    735. 

  735. 

  736.       </a>
    737. 

  737.     </li>
    738. 

  738.   
    739. 

  739. 

  740.               
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  742.               
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  746.   
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  747.   
    748. 

  748.     <li class="md-nav__item">
    749. 

  749.       <a href="../../usage/coding_challenges/" class="md-nav__link">
    750. 

  750.         
    751. 

  751.   
    752. 

  752.   <span class="md-ellipsis">
    753. 

  753.     Solving coding challenges
    754. 

  754.   </span>
    755. 

  755.   
    756. 

  756. 

  757.       </a>
    758. 

  758.     </li>
    759. 

  759.   
    760. 

  760. 

  761.               
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  762.             
    763. 

  763.               
    764. 

  764.                 
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  766.   
    767. 

  767.   
    768. 

  768.   
    769. 

  769.     <li class="md-nav__item">
    770. 

  770.       <a href="../../usage/web_ui/" class="md-nav__link">
    771. 

  771.         
    772. 

  772.   
    773. 

  773.   <span class="md-ellipsis">
    774. 

  774.     Using the web UI
    775. 

  775.   </span>
    776. 

  776.   
    777. 

  777. 

  778.       </a>
    779. 

  779.     </li>
    780. 

  780.   
    781. 

  781. 

  782.               
    783. 

  783.             
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  784.               
    785. 

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    788. 

  788.   
    789. 

  789.   
    790. 

  790.     <li class="md-nav__item">
    791. 

  791.       <a href="../../usage/trajectories/" class="md-nav__link">
    792. 

  792.         
    793. 

  793.   
    794. 

  794.   <span class="md-ellipsis">
    795. 

  795.     Trajectories
    796. 

  796.   </span>
    797. 

  797.   
    798. 

  798. 

  799.       </a>
    800. 

  800.     </li>
    801. 

  801.   
    802. 

  802. 

  803.               
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    809. 

  809.   
    810. 

  810.   
    811. 

  811.     <li class="md-nav__item">
    812. 

  812.       <a href="../../usage/inspector/" class="md-nav__link">
    813. 

  813.         
    814. 

  814.   
    815. 

  815.   <span class="md-ellipsis">
    816. 

  816.     Trajectory inspector
    817. 

  817.   </span>
    818. 

  818.   
    819. 

  819. 

  820.       </a>
    821. 

  821.     </li>
    822. 

  822.   
    823. 

  823. 

  824.               
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  829.   
    830. 

  830.   
    831. 

  831.   
    832. 

  832.     <li class="md-nav__item">
    833. 

  833.       <a href="../../usage/usage_faq/" class="md-nav__link">
    834. 

  834.         
    835. 

  835.   
    836. 

  836.   <span class="md-ellipsis">
    837. 

  837.     FAQ
    838. 

  838.   </span>
    839. 

  839.   
    840. 

  840. 

  841.       </a>
    842. 

  842.     </li>
    843. 

  843.   
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  852.   
    853. 

  853.     <li class="md-nav__item">
    854. 

  854.       <a href="../../usage/benchmarking/" class="md-nav__link">
    855. 

  855.         
    856. 

  856.   
    857. 

  857.   <span class="md-ellipsis">
    858. 

  858.     Benchmarking
    859. 

  859.   </span>
    860. 

  860.   
    861. 

  861. 

  862.       </a>
    863. 

  863.     </li>
    864. 

  864.   
    865. 

  865. 

  866.               
    867. 

  867.             
    868. 

  868.           </ul>
    869. 

  869.         </nav>
    870. 

  870.       
    871. 

  871.     </li>
    872. 

  872.   
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    900. 

  900.     
    901. 

  901.     <li class="md-nav__item md-nav__item--active md-nav__item--nested">
    902. 

  902.       
    903. 

  903.         
    904. 

  904.         
    905. 

  905.         <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5" checked>
    906. 

  906.         
    907. 

  907.           
    908. 

  908.           <label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0">
    909. 

  909.             
    910. 

  910.   
    911. 

  911.   <span class="md-ellipsis">
    912. 

  912.     Configuration
    913. 

  913.   </span>
    914. 

  914.   
    915. 

  915. 

  916.             <span class="md-nav__icon md-icon"></span>
    917. 

  917.           </label>
    918. 

  918.         
    919. 

  919.         <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="true">
    920. 

  920.           <label class="md-nav__title" for="__nav_5">
    921. 

  921.             <span class="md-nav__icon md-icon"></span>
    922. 

  922.             Configuration
    923. 

  923.           </label>
    924. 

  924.           <ul class="md-nav__list" data-md-scrollfix>
    925. 

  925.             
    926. 

  926.               
    927. 

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    930. 

  930.   
    931. 

  931.   
    932. 

  932.     <li class="md-nav__item">
    933. 

  933.       <a href="../config/" class="md-nav__link">
    934. 

  934.         
    935. 

  935.   
    936. 

  936.   <span class="md-ellipsis">
    937. 

  937.     Config files
    938. 

  938.   </span>
    939. 

  939.   
    940. 

  940. 

  941.       </a>
    942. 

  942.     </li>
    943. 

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  950.   
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  951.   
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  952.   
    953. 

  953.     <li class="md-nav__item">
    954. 

  954.       <a href="../commands/" class="md-nav__link">
    955. 

  955.         
    956. 

  956.   
    957. 

  957.   <span class="md-ellipsis">
    958. 

  958.     Command definitions
    959. 

  959.   </span>
    960. 

  960.   
    961. 

  961. 

  962.       </a>
    963. 

  963.     </li>
    964. 

  964.   
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  965. 

  966.               
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  971.   
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  972.   
    973. 

  973.   
    974. 

  974.     <li class="md-nav__item">
    975. 

  975.       <a href="../demonstrations/" class="md-nav__link">
    976. 

  976.         
    977. 

  977.   
    978. 

  978.   <span class="md-ellipsis">
    979. 

  979.     Demonstrations
    980. 

  980.   </span>
    981. 

  981.   
    982. 

  982. 

  983.       </a>
    984. 

  984.     </li>
    985. 

  985.   
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  986. 

  987.               
    988. 

  988.             
    989. 

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    990. 

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  992.   
    993. 

  993.   
    994. 

  994.   
    995. 

  995.     <li class="md-nav__item">
    996. 

  996.       <a href="../env/" class="md-nav__link">
    997. 

  997.         
    998. 

  998.   
    999. 

  999.   <span class="md-ellipsis">
    1000. 

  1000.     Environment variables
    1001. 

  1001.   </span>
    1002. 

  1002.   
    1003. 

  1003. 

  1004.       </a>
    1005. 

  1005.     </li>
    1006. 

  1006.   
    1007. 

  1007. 

  1008.               
    1009. 

  1009.             
    1010. 

  1010.               
    1011. 

  1011.                 
    1012. 

  1012.   
    1013. 

  1013.   
    1014. 

  1014.   
    1015. 

  1015.   
    1016. 

  1016.     <li class="md-nav__item">
    1017. 

  1017.       <a href="../docker/" class="md-nav__link">
    1018. 

  1018.         
    1019. 

  1019.   
    1020. 

  1020.   <span class="md-ellipsis">
    1021. 

  1021.     Docker images
    1022. 

  1022.   </span>
    1023. 

  1023.   
    1024. 

  1024. 

  1025.       </a>
    1026. 

  1026.     </li>
    1027. 

  1027.   
    1028. 

  1028. 

  1029.               
    1030. 

  1030.             
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    1037. 

  1037.   
    1038. 

  1038.   
    1039. 

  1039.     <li class="md-nav__item md-nav__item--active">
    1040. 

  1040.       
    1041. 

  1041.       <input class="md-nav__toggle md-toggle" type="checkbox" id="__toc">
    1042. 

  1042.       
    1043. 

  1043.       
    1044. 

  1044.         
    1045. 

  1045.       
    1046. 

  1046.       
    1047. 

  1047.       <a href="./" class="md-nav__link md-nav__link--active">
    1048. 

  1048.         
    1049. 

  1049.   
    1050. 

  1050.   <span class="md-ellipsis">
    1051. 

  1051.     Summarizers
    1052. 

  1052.   </span>
    1053. 

  1053.   
    1054. 

  1054. 

  1055.       </a>
    1056. 

  1056.       
    1057. 

  1057.     </li>
    1058. 

  1058.   
    1059. 

  1059. 

  1060.               
    1061. 

  1061.             
    1062. 

  1062.           </ul>
    1063. 

  1063.         </nav>
    1064. 

  1064.       
    1065. 

  1065.     </li>
    1066. 

  1066.   
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  1067. 

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  1084.     
    1085. 

  1085.     <li class="md-nav__item md-nav__item--nested">
    1086. 

  1086.       
    1087. 

  1087.         
    1088. 

  1088.         
    1089. 

  1089.         <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6" >
    1090. 

  1090.         
    1091. 

  1091.           
    1092. 

  1092.           <label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">
    1093. 

  1093.             
    1094. 

  1094.   
    1095. 

  1095.   <span class="md-ellipsis">
    1096. 

  1096.     Development
    1097. 

  1097.   </span>
    1098. 

  1098.   
    1099. 

  1099. 

  1100.             <span class="md-nav__icon md-icon"></span>
    1101. 

  1101.           </label>
    1102. 

  1102.         
    1103. 

  1103.         <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
    1104. 

  1104.           <label class="md-nav__title" for="__nav_6">
    1105. 

  1105.             <span class="md-nav__icon md-icon"></span>
    1106. 

  1106.             Development
    1107. 

  1107.           </label>
    1108. 

  1108.           <ul class="md-nav__list" data-md-scrollfix>
    1109. 

  1109.             
    1110. 

  1110.               
    1111. 

  1111.                 
    1112. 

  1112.   
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  1114.   
    1115. 

  1115.   
    1116. 

  1116.     <li class="md-nav__item">
    1117. 

  1117.       <a href="../../dev/contribute/" class="md-nav__link">
    1118. 

  1118.         
    1119. 

  1119.   
    1120. 

  1120.   <span class="md-ellipsis">
    1121. 

  1121.     Contribution guide
    1122. 

  1122.   </span>
    1123. 

  1123.   
    1124. 

  1124. 

  1125.       </a>
    1126. 

  1126.     </li>
    1127. 

  1127.   
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  1128. 

  1129.               
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  1136.   
    1137. 

  1137.     <li class="md-nav__item">
    1138. 

  1138.       <a href="../../dev/formatting_conflicts/" class="md-nav__link">
    1139. 

  1139.         
    1140. 

  1140.   
    1141. 

  1141.   <span class="md-ellipsis">
    1142. 

  1142.     Formatting conflicts
    1143. 

  1143.   </span>
    1144. 

  1144.   
    1145. 

  1145. 

  1146.       </a>
    1147. 

  1147.     </li>
    1148. 

  1148.   
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  1149. 

  1150.               
    1151. 

  1151.             
    1152. 

  1152.           </ul>
    1153. 

  1153.         </nav>
    1154. 

  1154.       
    1155. 

  1155.     </li>
    1156. 

  1156.   
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  1182.     
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  1183.     <li class="md-nav__item md-nav__item--nested">
    1184. 

  1184.       
    1185. 

  1185.         
    1186. 

  1186.         
    1187. 

  1187.         <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7" >
    1188. 

  1188.         
    1189. 

  1189.           
    1190. 

  1190.           
    1191. 

  1191.           <div class="md-nav__link md-nav__container">
    1192. 

  1192.             <a href="../../reference/" class="md-nav__link ">
    1193. 

  1193.               
    1194. 

  1194.   
    1195. 

  1195.   <span class="md-ellipsis">
    1196. 

  1196.     Reference
    1197. 

  1197.   </span>
    1198. 

  1198.   
    1199. 

  1199. 

  1200.             </a>
    1201. 

  1201.             
    1202. 

  1202.               
    1203. 

  1203.               <label class="md-nav__link " for="__nav_7" id="__nav_7_label" tabindex="0">
    1204. 

  1204.                 <span class="md-nav__icon md-icon"></span>
    1205. 

  1205.               </label>
    1206. 

  1206.             
    1207. 

  1207.           </div>
    1208. 

  1208.         
    1209. 

  1209.         <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">
    1210. 

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  1370. <h1 id="summarizers-configuration">Summarizers Configuration</h1>
    1371. 

  1371. <p>LMs perform best if given concise inputs; superfluous context can degrade performance while increasing costs. Because agents require LMs to process entire trajectories, compressing context is of particular importance.</p>
    1372. 

  1372. <p>We designed two summarizers to handle long output commands. The first, a <strong><em>simple summarizer</em></strong>, saves the command output to a file if it exceeds a certain configurable line count. We show an indicative warning to the agent and tell it to open the saved command output using the built-in SWE-agent utility <code>open</code>.</p>
    1373. 

  1373. <p>The second, an <strong><em>LM summarizer</em></strong>, integrates with the main agent to enhance its problem-solving efficacy and avoid exceeding input length limitations. It employs the same model (though can be configured differently) as the main agent; it receives a configurable prompt containing some context about the problem, the most recent action taken by the main agent, and any observations from that action exceeding a configurable line count threshold. The LM summarizer then generates a concise summary of the observation that is directly relevant to the ongoing problem. This summary is sent to the main agent, accompanied by a warning message indicating that the command output was summarized due to exceeding the line count limit.</p>
    1374. 

  1374. <p>The summarizer configuration is defined within the main <a href="../config/">configuration</a> <code>.yaml</code> file, and has the following structure:</p>
    1375. 

  1375. <div class="highlight"><pre><span></span><code><span class="nt">summarizer_config</span><span class="p">:</span>
    1376. 

  1376. <span class="w">  </span><span class="nt">function</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Reference to functionality of the summarizer. Can be one of SimpleSummarizer, LMSummarizer or Identity</span>
    1377. 

  1377. <span class="w">  </span><span class="nt">window_length</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Threshold of the line count limit. Observation output exceeding these number, will be summarized.</span>
    1378. 

  1378. <span class="w">  </span><span class="nt">system_template</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|-</span>
    1379. 

  1379. <span class="w">    </span><span class="no">First `system` message shown to the LMSummarizer.</span>
    1380. 

  1380. <span class="w">    </span><span class="no">This has no effect in other summarizer functionalities.</span>
    1381. 

  1381. <span class="w">  </span><span class="nt">instance_template</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|-</span>
    1382. 

  1382. <span class="w">    </span><span class="no">Instance prompt, contains task instance-specific content,</span>
    1383. 

  1383. <span class="w">    </span><span class="no">the most recent action taken by the main agent,</span>
    1384. 

  1384. <span class="w">    </span><span class="no">and any observations from that action exceeding the line count threshold.</span>
    1385. 

  1385. <span class="w">    </span><span class="no">This has effect only for the LM Summarizer functionality.</span>
    1386. 

  1386. <span class="w">  </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">Optional configuration of a different model</span><span class="p p-Indicator">,</span>
    1387. 

  1387. <span class="w">  </span><span class="nv">if not configured the same model as the main agent model will be used.</span>
    1388. 

  1388. <span class="w">  </span><span class="nv">This has effect only for the LM Summarizer functionality.</span><span class="p p-Indicator">]</span>
    1389. 

  1389. <span class="w">    </span><span class="nt">model_name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Name of the model to use</span>
    1390. 

  1390. <span class="w">    </span><span class="nt">per_instance_cost_limit</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Cost limit for every instance (task)</span>
    1391. 

  1391. <span class="w">    </span><span class="nt">total_cost_limit</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Total cost limit for summarizer only</span>
    1392. 

  1392. <span class="w">    </span><span class="nt">temperature</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Sampling temperature</span>
    1393. 

  1393. <span class="w">    </span><span class="nt">top_p</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Sampling top-p</span>
    1394. 

  1394. <span class="w">    </span><span class="nt">host_url</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Host URL when using Ollama model</span>
    1395. 

  1395. </code></pre></div>
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