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    664. 

  664.         
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    673. 

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    674. 

  674.     
    675. 

  675.     
    676. 

  676.     
    677. 

  677.     <li class="md-nav__item md-nav__item--nested">
    678. 

  678.       
    679. 

  679.         
    680. 

  680.         
    681. 

  681.         <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
    682. 

  682.         
    683. 

  683.           
    684. 

  684.           
    685. 

  685.           <div class="md-nav__link md-nav__container">
    686. 

  686.             <a href="../../usage/" class="md-nav__link ">
    687. 

  687.               
    688. 

  688.   
    689. 

  689.   <span class="md-ellipsis">
    690. 

  690.     Usage
    691. 

  691.   </span>
    692. 

  692.   
    693. 

  693. 

  694.             </a>
    695. 

  695.             
    696. 

  696.               
    697. 

  697.               <label class="md-nav__link " for="__nav_4" id="__nav_4_label" tabindex="0">
    698. 

  698.                 <span class="md-nav__icon md-icon"></span>
    699. 

  699.               </label>
    700. 

  700.             
    701. 

  701.           </div>
    702. 

  702.         
    703. 

  703.         <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
    704. 

  704.           <label class="md-nav__title" for="__nav_4">
    705. 

  705.             <span class="md-nav__icon md-icon"></span>
    706. 

  706.             Usage
    707. 

  707.           </label>
    708. 

  708.           <ul class="md-nav__list" data-md-scrollfix>
    709. 

  709.             
    710. 

  710.               
    711. 

  711.             
    712. 

  712.               
    713. 

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  715.   
    716. 

  716.   
    717. 

  717.   
    718. 

  718.     <li class="md-nav__item">
    719. 

  719.       <a href="../../usage/cl_tutorial/" class="md-nav__link">
    720. 

  720.         
    721. 

  721.   
    722. 

  722.   <span class="md-ellipsis">
    723. 

  723.     Command line usage
    724. 

  724.   </span>
    725. 

  725.   
    726. 

  726. 

  727.       </a>
    728. 

  728.     </li>
    729. 

  729.   
    730. 

  730. 

  731.               
    732. 

  732.             
    733. 

  733.               
    734. 

  734.                 
    735. 

  735.   
    736. 

  736.   
    737. 

  737.   
    738. 

  738.   
    739. 

  739.     <li class="md-nav__item">
    740. 

  740.       <a href="../../usage/enigma/" class="md-nav__link">
    741. 

  741.         
    742. 

  742.   
    743. 

  743.   <span class="md-ellipsis">
    744. 

  744.     EnIGMA usage
    745. 

  745.   </span>
    746. 

  746.   
    747. 

  747. 

  748.       </a>
    749. 

  749.     </li>
    750. 

  750.   
    751. 

  751. 

  752.               
    753. 

  753.             
    754. 

  754.               
    755. 

  755.                 
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    757. 

  757.   
    758. 

  758.   
    759. 

  759.   
    760. 

  760.     <li class="md-nav__item">
    761. 

  761.       <a href="../../usage/coding_challenges/" class="md-nav__link">
    762. 

  762.         
    763. 

  763.   
    764. 

  764.   <span class="md-ellipsis">
    765. 

  765.     Solving coding challenges
    766. 

  766.   </span>
    767. 

  767.   
    768. 

  768. 

  769.       </a>
    770. 

  770.     </li>
    771. 

  771.   
    772. 

  772. 

  773.               
    774. 

  774.             
    775. 

  775.               
    776. 

  776.                 
    777. 

  777.   
    778. 

  778.   
    779. 

  779.   
    780. 

  780.   
    781. 

  781.     <li class="md-nav__item">
    782. 

  782.       <a href="../../usage/web_ui/" class="md-nav__link">
    783. 

  783.         
    784. 

  784.   
    785. 

  785.   <span class="md-ellipsis">
    786. 

  786.     Using the web UI
    787. 

  787.   </span>
    788. 

  788.   
    789. 

  789. 

  790.       </a>
    791. 

  791.     </li>
    792. 

  792.   
    793. 

  793. 

  794.               
    795. 

  795.             
    796. 

  796.               
    797. 

  797.                 
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  799.   
    800. 

  800.   
    801. 

  801.   
    802. 

  802.     <li class="md-nav__item">
    803. 

  803.       <a href="../../usage/trajectories/" class="md-nav__link">
    804. 

  804.         
    805. 

  805.   
    806. 

  806.   <span class="md-ellipsis">
    807. 

  807.     Trajectories
    808. 

  808.   </span>
    809. 

  809.   
    810. 

  810. 

  811.       </a>
    812. 

  812.     </li>
    813. 

  813.   
    814. 

  814. 

  815.               
    816. 

  816.             
    817. 

  817.               
    818. 

  818.                 
    819. 

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  820.   
    821. 

  821.   
    822. 

  822.   
    823. 

  823.     <li class="md-nav__item">
    824. 

  824.       <a href="../../usage/inspector/" class="md-nav__link">
    825. 

  825.         
    826. 

  826.   
    827. 

  827.   <span class="md-ellipsis">
    828. 

  828.     Trajectory inspector
    829. 

  829.   </span>
    830. 

  830.   
    831. 

  831. 

  832.       </a>
    833. 

  833.     </li>
    834. 

  834.   
    835. 

  835. 

  836.               
    837. 

  837.             
    838. 

  838.               
    839. 

  839.                 
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  841.   
    842. 

  842.   
    843. 

  843.   
    844. 

  844.     <li class="md-nav__item">
    845. 

  845.       <a href="../../usage/usage_faq/" class="md-nav__link">
    846. 

  846.         
    847. 

  847.   
    848. 

  848.   <span class="md-ellipsis">
    849. 

  849.     FAQ
    850. 

  850.   </span>
    851. 

  851.   
    852. 

  852. 

  853.       </a>
    854. 

  854.     </li>
    855. 

  855.   
    856. 

  856. 

  857.               
    858. 

  858.             
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  859.               
    860. 

  860.                 
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  862.   
    863. 

  863.   
    864. 

  864.   
    865. 

  865.     <li class="md-nav__item">
    866. 

  866.       <a href="../../usage/benchmarking/" class="md-nav__link">
    867. 

  867.         
    868. 

  868.   
    869. 

  869.   <span class="md-ellipsis">
    870. 

  870.     Benchmarking
    871. 

  871.   </span>
    872. 

  872.   
    873. 

  873. 

  874.       </a>
    875. 

  875.     </li>
    876. 

  876.   
    877. 

  877. 

  878.               
    879. 

  879.             
    880. 

  880.           </ul>
    881. 

  881.         </nav>
    882. 

  882.       
    883. 

  883.     </li>
    884. 

  884.   
    885. 

  885. 

  886.     
    887. 

  887.       
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  888.       
    889. 

  889.   
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  893.     
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  894.     
    895. 

  895.       
    896. 

  896.         
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  902.         
    903. 

  903.       
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  904.         
    905. 

  905.       
    906. 

  906.         
    907. 

  907.       
    908. 

  908.     
    909. 

  909.     
    910. 

  910.     
    911. 

  911.     <li class="md-nav__item md-nav__item--nested">
    912. 

  912.       
    913. 

  913.         
    914. 

  914.         
    915. 

  915.         <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5" >
    916. 

  916.         
    917. 

  917.           
    918. 

  918.           <label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0">
    919. 

  919.             
    920. 

  920.   
    921. 

  921.   <span class="md-ellipsis">
    922. 

  922.     Configuration
    923. 

  923.   </span>
    924. 

  924.   
    925. 

  925. 

  926.             <span class="md-nav__icon md-icon"></span>
    927. 

  927.           </label>
    928. 

  928.         
    929. 

  929.         <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
    930. 

  930.           <label class="md-nav__title" for="__nav_5">
    931. 

  931.             <span class="md-nav__icon md-icon"></span>
    932. 

  932.             Configuration
    933. 

  933.           </label>
    934. 

  934.           <ul class="md-nav__list" data-md-scrollfix>
    935. 

  935.             
    936. 

  936.               
    937. 

  937.                 
    938. 

  938.   
    939. 

  939.   
    940. 

  940.   
    941. 

  941.   
    942. 

  942.     <li class="md-nav__item">
    943. 

  943.       <a href="../../config/config/" class="md-nav__link">
    944. 

  944.         
    945. 

  945.   
    946. 

  946.   <span class="md-ellipsis">
    947. 

  947.     Config files
    948. 

  948.   </span>
    949. 

  949.   
    950. 

  950. 

  951.       </a>
    952. 

  952.     </li>
    953. 

  953.   
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  954. 

  955.               
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  956.             
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  957.               
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  962.   
    963. 

  963.     <li class="md-nav__item">
    964. 

  964.       <a href="../../config/commands/" class="md-nav__link">
    965. 

  965.         
    966. 

  966.   
    967. 

  967.   <span class="md-ellipsis">
    968. 

  968.     Command definitions
    969. 

  969.   </span>
    970. 

  970.   
    971. 

  971. 

  972.       </a>
    973. 

  973.     </li>
    974. 

  974.   
    975. 

  975. 

  976.               
    977. 

  977.             
    978. 

  978.               
    979. 

  979.                 
    980. 

  980.   
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  981.   
    982. 

  982.   
    983. 

  983.   
    984. 

  984.     <li class="md-nav__item">
    985. 

  985.       <a href="../../config/demonstrations/" class="md-nav__link">
    986. 

  986.         
    987. 

  987.   
    988. 

  988.   <span class="md-ellipsis">
    989. 

  989.     Demonstrations
    990. 

  990.   </span>
    991. 

  991.   
    992. 

  992. 

  993.       </a>
    994. 

  994.     </li>
    995. 

  995.   
    996. 

  996. 

  997.               
    998. 

  998.             
    999. 

  999.               
    1000. 

  1000.                 
    1001. 

  1001.   
    1002. 

  1002.   
    1003. 

  1003.   
    1004. 

  1004.   
    1005. 

  1005.     <li class="md-nav__item">
    1006. 

  1006.       <a href="../../config/env/" class="md-nav__link">
    1007. 

  1007.         
    1008. 

  1008.   
    1009. 

  1009.   <span class="md-ellipsis">
    1010. 

  1010.     Environment variables
    1011. 

  1011.   </span>
    1012. 

  1012.   
    1013. 

  1013. 

  1014.       </a>
    1015. 

  1015.     </li>
    1016. 

  1016.   
    1017. 

  1017. 

  1018.               
    1019. 

  1019.             
    1020. 

  1020.               
    1021. 

  1021.                 
    1022. 

  1022.   
    1023. 

  1023.   
    1024. 

  1024.   
    1025. 

  1025.   
    1026. 

  1026.     <li class="md-nav__item">
    1027. 

  1027.       <a href="../../config/docker/" class="md-nav__link">
    1028. 

  1028.         
    1029. 

  1029.   
    1030. 

  1030.   <span class="md-ellipsis">
    1031. 

  1031.     Docker images
    1032. 

  1032.   </span>
    1033. 

  1033.   
    1034. 

  1034. 

  1035.       </a>
    1036. 

  1036.     </li>
    1037. 

  1037.   
    1038. 

  1038. 

  1039.               
    1040. 

  1040.             
    1041. 

  1041.               
    1042. 

  1042.                 
    1043. 

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    1045. 

  1045.   
    1046. 

  1046.   
    1047. 

  1047.     <li class="md-nav__item">
    1048. 

  1048.       <a href="../../config/summarizers/" class="md-nav__link">
    1049. 

  1049.         
    1050. 

  1050.   
    1051. 

  1051.   <span class="md-ellipsis">
    1052. 

  1052.     Summarizers
    1053. 

  1053.   </span>
    1054. 

  1054.   
    1055. 

  1055. 

  1056.       </a>
    1057. 

  1057.     </li>
    1058. 

  1058.   
    1059. 

  1059. 

  1060.               
    1061. 

  1061.             
    1062. 

  1062.           </ul>
    1063. 

  1063.         </nav>
    1064. 

  1064.       
    1065. 

  1065.     </li>
    1066. 

  1066.   
    1067. 

  1067. 

  1068.     
    1069. 

  1069.       
    1070. 

  1070.       
    1071. 

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  1077.       
    1078. 

  1078.         
    1079. 

  1079.       
    1080. 

  1080.         
    1081. 

  1081.       
    1082. 

  1082.     
    1083. 

  1083.     
    1084. 

  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.   
    1113. 

  1113.   
    1114. 

  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.   
    1128. 

  1128. 

  1129.               
    1130. 

  1130.             
    1131. 

  1131.               
    1132. 

  1132.                 
    1133. 

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  1134.   
    1135. 

  1135.   
    1136. 

  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.   
    1149. 

  1149. 

  1150.               
    1151. 

  1151.             
    1152. 

  1152.           </ul>
    1153. 

  1153.         </nav>
    1154. 

  1154.       
    1155. 

  1155.     </li>
    1156. 

  1156.   
    1157. 

  1157. 

  1158.     
    1159. 

  1159.       
    1160. 

  1160.       
    1161. 

  1161.   
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  1164.   
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  1166.     
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  1167.       
    1168. 

  1168.         
    1169. 

  1169.           
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  1170.         
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  1171.       
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  1172.         
    1173. 

  1173.       
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  1174.         
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  1175.       
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  1176.         
    1177. 

  1177.       
    1178. 

  1178.         
    1179. 

  1179.       
    1180. 

  1180.     
    1181. 

  1181.     
    1182. 

  1182.     
    1183. 

  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. 

  1210.           <label class="md-nav__title" for="__nav_7">
    1211. 

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  1370. <h1 id="architecture">Architecture</h1>
    1371. 

  1371. <p>This page walks you through the general architecture of the SWE-agent package. Want to just run it? Jump ahead to the <a href="../../installation/">installation</a> or <a href="../../usage/">usage</a> sections.</p>
    1372. 

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    1373. 

  1373. <p>The central entry point to SWE-agent is the <code>run.py</code> script (1). It initializes the <a href="../../reference/env/"><code>SWEEnv</code></a> instance (2) that manages the environment. Upon initialization (and by default for every new instance), it starts a docker container together with a shell session (3). This shell session will be kept alive throughout the task. All installation commands and actions from the model will be executed therein.</p>
    1374. 

  1374. <p><code>SWEEnv</code> then installs the dependencies of the repository to which the task instance belongs into a new conda environment (4).</p>
    1375. 

  1375. <p>The second class that is initialized by <code>run.py</code> is the <a href="../../reference/agent/"><code>Agent</code></a> class (5). It can be configured with a yaml file (see <a href="../../config/config/">config</a>). It's most important method is <code>forward()</code> which prompts the model and executes its action.</p>
    1376. 

  1376. <p>To prompt the model, the history (all prompts to the model together with actions and outputs) need to be sent to the LM. In order to make the best use of the context window of the model, the history gets compressed by a <code>HistoryProcessor</code> (7). The model output (8) is then interpreted by the <code>Agent</code> class and executed in the Shell session via <code>SWEEnv</code>.</p>
    1377. 

  1377. <p>The <a href="../aci/">ACI</a> elements are implemented as <a href="../../config/commands/">custom commands</a> (9) that are available to the shell session.</p>
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