Router - LlamaIndex

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class="md-nav__item"> <a href="../../storage/kvstore/dynamodb/" class="md-nav__link"> Dynamodb </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/elasticsearch/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/firestore/" class="md-nav__link"> Firestore </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/mongodb/" class="md-nav__link"> Mongodb </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/postgres/" class="md-nav__link"> Postgres </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/redis/" class="md-nav__link"> Redis </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/s3/" class="md-nav__link"> S3 </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/simple/" class="md-nav__link"> Simple </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" 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first"> <div class="doc doc-children"> <div class="doc doc-object doc-class"> <h2 id="llama_index.core.query_engine.RouterQueryEngine" class="doc doc-heading"> RouterQueryEngine <a href="#llama_index.core.query_engine.RouterQueryEngine" class="headerlink" title="Permanent link">#</a></h2> <div class="doc doc-contents "> Bases: <code><a class="autorefs autorefs-internal" title="llama_index.core.base.base_query_engine.BaseQueryEngine" href="../#llama_index.core.base.base_query_engine.BaseQueryEngine">BaseQueryEngine</a></code> Router query engine. Selects one out of several candidate query engines to execute a query. Parameters: <table> <thead> <tr> <th>Name</th> <th>Type</th> <th>Description</th> <th>Default</th> </tr> </thead> <tbody> <tr class="doc-section-item"> <td> <code>selector</code> </td> <td> <code>BaseSelector</code> </td> <td> <div class="doc-md-description"> A selector that chooses one out of many options based on each candidate's metadata and query. </div> </td> <td> required </td> </tr> <tr class="doc-section-item"> <td> <code>query_engine_tools</code> </td> <td> <code>Sequence[<a class="autorefs autorefs-internal" title="llama_index.core.tools.query_engine.QueryEngineTool" href="../../tools/query_engine/#llama_index.core.tools.query_engine.QueryEngineTool">QueryEngineTool</a>]</code> </td> <td> <div class="doc-md-description"> A sequence of candidate query engines. They must be wrapped as tools to expose metadata to the selector. </div> </td> <td> required </td> </tr> <tr class="doc-section-item"> <td> <code>summarizer</code> </td> <td> <code>Optional[<a class="autorefs autorefs-internal" title="llama_index.core.response_synthesizers.TreeSummarize" href="../../response_synthesizers/tree_summarize/#llama_index.core.response_synthesizers.TreeSummarize">TreeSummarize</a>]</code> </td> <td> <div class="doc-md-description"> Tree summarizer to summarize sub-results. </div> </td> <td> <code>None</code> </td> </tr> </tbody> </table> <details class="quote"> <summary>Source code in <code>llama-index-core/llama_index/core/query_engine/router_query_engine.py</code></summary> <div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre> 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247</pre></div></td><td class="code"><div><pre><code>class RouterQueryEngine(BaseQueryEngine): """Router query engine. Selects one out of several candidate query engines to execute a query. Args: selector (BaseSelector): A selector that chooses one out of many options based on each candidate's metadata and query. query_engine_tools (Sequence[QueryEngineTool]): A sequence of candidate query engines. They must be wrapped as tools to expose metadata to the selector. summarizer (Optional[TreeSummarize]): Tree summarizer to summarize sub-results. """ def __init__( self, selector: BaseSelector, query_engine_tools: Sequence[QueryEngineTool], llm: Optional[LLM] = None, summarizer: Optional[TreeSummarize] = None, verbose: bool = False, ) -> None: self._llm = llm or Settings.llm self._selector = selector self._query_engines = [x.query_engine for x in query_engine_tools] self._metadatas = [x.metadata for x in query_engine_tools] self._summarizer = summarizer or TreeSummarize( llm=self._llm, summary_template=DEFAULT_TREE_SUMMARIZE_PROMPT_SEL, ) self._verbose = verbose super().__init__(callback_manager=Settings.callback_manager) def _get_prompt_modules(self) -> PromptMixinType: """Get prompt sub-modules.""" # NOTE: don't include tools for now return {"summarizer": self._summarizer, "selector": self._selector} @classmethod def from_defaults( cls, query_engine_tools: Sequence[QueryEngineTool], llm: Optional[LLM] = None, selector: Optional[BaseSelector] = None, summarizer: Optional[TreeSummarize] = None, select_multi: bool = False, **kwargs: Any, ) -> "RouterQueryEngine": llm = llm or Settings.llm selector = selector or get_selector_from_llm(llm, is_multi=select_multi) assert selector is not None return cls( selector, query_engine_tools, llm=llm, summarizer=summarizer, **kwargs, ) def _query(self, query_bundle: QueryBundle) -> RESPONSE_TYPE: with self.callback_manager.event( CBEventType.QUERY, payload={EventPayload.QUERY_STR: query_bundle.query_str} ) as query_event: result = self._selector.select(self._metadatas, query_bundle) if len(result.inds) > 1: responses = [] for i, engine_ind in enumerate(result.inds): log_str = ( f"Selecting query engine {engine_ind}: " f"{result.reasons[i]}." ) logger.info(log_str) if self._verbose: print_text(log_str + "\n", color="pink") selected_query_engine = self._query_engines[engine_ind] responses.append(selected_query_engine.query(query_bundle)) if len(responses) > 1: final_response = combine_responses( self._summarizer, responses, query_bundle ) else: final_response = responses[0] else: try: selected_query_engine = self._query_engines[result.ind] log_str = f"Selecting query engine {result.ind}: {result.reason}." logger.info(log_str) if self._verbose: print_text(log_str + "\n", color="pink") except ValueError as e: raise ValueError("Failed to select query engine") from e final_response = selected_query_engine.query(query_bundle) # add selected result final_response.metadata = final_response.metadata or {} final_response.metadata["selector_result"] = result query_event.on_end(payload={EventPayload.RESPONSE: final_response}) return final_response async def _aquery(self, query_bundle: QueryBundle) -> RESPONSE_TYPE: with self.callback_manager.event( CBEventType.QUERY, payload={EventPayload.QUERY_STR: query_bundle.query_str} ) as query_event: result = await self._selector.aselect(self._metadatas, query_bundle) if len(result.inds) > 1: tasks = [] for i, engine_ind in enumerate(result.inds): log_str = ( f"Selecting query engine {engine_ind}: " f"{result.reasons[i]}." ) logger.info(log_str) if self._verbose: print_text(log_str + "\n", color="pink") selected_query_engine = self._query_engines[engine_ind] tasks.append(selected_query_engine.aquery(query_bundle)) responses = run_async_tasks(tasks) if len(responses) > 1: final_response = await acombine_responses( self._summarizer, responses, query_bundle ) else: final_response = responses[0] else: try: selected_query_engine = self._query_engines[result.ind] log_str = f"Selecting query engine {result.ind}: {result.reason}." logger.info(log_str) if self._verbose: print_text(log_str + "\n", color="pink") except ValueError as e: raise ValueError("Failed to select query engine") from e final_response = await selected_query_engine.aquery(query_bundle) # add selected result final_response.metadata = final_response.metadata or {} final_response.metadata["selector_result"] = result query_event.on_end(payload={EventPayload.RESPONSE: final_response}) return final_response </code></pre></div></td></tr></table></div> </details> <div class="doc doc-children"> </div> </div> </div> </div> </div> </div> </article> </div> <script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script> </div> <button type="button" class="md-top md-icon" data-md-component="top" hidden> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg> Back to top </button> </main> <footer class="md-footer"> <nav class="md-footer__inner md-grid" aria-label="Footer" > <a href="../retry/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Retry"> <div class="md-footer__button md-icon"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg> </div> <div class="md-footer__title"> Previous <div class="md-ellipsis"> Retry </div> </div> </a> <a href="../simple_multi_modal/" class="md-footer__link md-footer__link--next" aria-label="Next: Simple multi modal"> <div class="md-footer__title"> Next <div class="md-ellipsis"> Simple multi modal </div> </div> <div class="md-footer__button md-icon"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11z"/></svg> </div> </a> </nav> <div class="md-footer-meta md-typeset"> <div class="md-footer-meta__inner md-grid"> <readthedocs-flyout position="bottom-left"></readthedocs-flyout> </div> </div> </footer> <img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=2b5669c2-eb91-4d0a-81d6-dc7238350598" width="1" height="1" /> </div> <div class="md-dialog" data-md-component="dialog"> <div class="md-dialog__inner md-typeset"></div> </div> <script id="__config" type="application/json">{"base": "../../..", "features": ["navigation.instant", "navigation.tabs", "navigation.indexes", "navigation.top", "navigation.footer", "toc.follow", "content.code.copy", "search.suggest", "search.highlight"], "search": "../../../assets/javascripts/workers/search.6ce7567c.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script> <script src="../../../assets/javascripts/bundle.83f73b43.min.js"></script> <script src="../../../javascript/runllm.js"></script> <script src="../../../javascript/algolia.js"></script> </body> </html>

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