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<a href="#published-february-13-2024-by-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect-steven-truitthttpswwwmicrosoftcomen-usresearchpeoplesteventruitt-principal-program-manager" class="md-nav__link">
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Published February 13, 2024 By [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect; [Steven Truitt](https://www.microsoft.com/en-us/research/people/steventruitt/), Principal Program Manager
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Published July 2, 2024 By [Darren Edge](https://www.microsoft.com/en-us/research/people/daedge/), Senior Director; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; [Steven Truitt](https://www.microsoft.com/en-us/research/people/steventruitt/), Principal Program Manager; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect
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<a href="#published-september-9-2024-by-alonso-guevara-fernandezhttpswwwmicrosoftcomen-usresearchpeoplealonsog-sr-software-engineer-katy-smith-data-scientist-ii-joshua-bradleyhttpswwwmicrosoftcomen-usresearchpeoplejoshbradley-senior-data-scientist-darren-edgehttpswwwmicrosoftcomen-usresearchpeopledaedge-senior-director-ha-trinhhttpswwwmicrosoftcomen-usresearchpeopletrinhha-senior-data-scientist-sarah-smithhttpswwwmicrosoftcomen-usresearchpeoplesmithsarah-senior-program-manager-ben-cutlerhttpswwwmicrosoftcomen-usresearchpeoplebcutler-senior-director-steven-truitthttpswwwmicrosoftcomen-usresearchpeoplesteventruitt-principal-program-manager-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect-octicons-arrow-right-24-introducing-drift-search-combining-global-and-local-search-methods-to-improve-quality-and-efficiencyhttpswwwmicrosoftcomen-usresearchblogintroducing-drift-search-combining-global-and-local-search-methods-to-improve-quality-and-efficiency-published-october-31-2024-by-julian-whiting-senior-machine-learning-engineer-zachary-hills-senior-software-engineer-alonso-guevara-fernandezhttpswwwmicrosoftcomen-usresearchpeoplealonsog-sr-software-engineer-ha-trinhhttpswwwmicrosoftcomen-usresearchpeopletrinhha-senior-data-scientist-adam-bradley-managing-partner-strategic-research-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect" class="md-nav__link">
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Published September 9, 2024 By [Alonso Guevara Fernández](https://www.microsoft.com/en-us/research/people/alonsog/), Sr. Software Engineer; Katy Smith, Data Scientist II; [Joshua Bradley](https://www.microsoft.com/en-us/research/people/joshbradley/), Senior Data Scientist; [Darren Edge](https://www.microsoft.com/en-us/research/people/daedge/), Senior Director; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; [Sarah Smith](https://www.microsoft.com/en-us/research/people/smithsarah/), Senior Program Manager; [Ben Cutler](https://www.microsoft.com/en-us/research/people/bcutler/), Senior Director; [Steven Truitt](https://www.microsoft.com/en-us/research/people/steventruitt/), Principal Program Manager; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect - [:octicons-arrow-right-24: **Introducing DRIFT Search: Combining global and local search methods to improve quality and efficiency**](https://www.microsoft.com/en-us/research/blog/introducing-drift-search-combining-global-and-local-search-methods-to-improve-quality-and-efficiency/) *** Published October 31, 2024 By Julian Whiting , Senior Machine Learning Engineer; Zachary Hills , Senior Software Engineer; [Alonso Guevara Fernández](https://www.microsoft.com/en-us/research/people/alonsog/), Sr. Software Engineer; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; Adam Bradley , Managing Partner, Strategic Research; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect
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Published October 31, 2024 By Julian Whiting , Senior Machine Learning Engineer; Zachary Hills , Senior Software Engineer; [Alonso Guevara Fernández](https://www.microsoft.com/en-us/research/people/alonsog/), Sr. Software Engineer; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; Adam Bradley , Managing Partner, Strategic Research; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect
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Published February 13, 2024 By [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect; [Steven Truitt](https://www.microsoft.com/en-us/research/people/steventruitt/), Principal Program Manager
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<a href="#published-july-2-2024-by-darren-edgehttpswwwmicrosoftcomen-usresearchpeopledaedge-senior-director-ha-trinhhttpswwwmicrosoftcomen-usresearchpeopletrinhha-senior-data-scientist-steven-truitthttpswwwmicrosoftcomen-usresearchpeoplesteventruitt-principal-program-manager-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect" class="md-nav__link">
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Published July 2, 2024 By [Darren Edge](https://www.microsoft.com/en-us/research/people/daedge/), Senior Director; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; [Steven Truitt](https://www.microsoft.com/en-us/research/people/steventruitt/), Principal Program Manager; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect
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<a href="#published-september-9-2024-by-alonso-guevara-fernandezhttpswwwmicrosoftcomen-usresearchpeoplealonsog-sr-software-engineer-katy-smith-data-scientist-ii-joshua-bradleyhttpswwwmicrosoftcomen-usresearchpeoplejoshbradley-senior-data-scientist-darren-edgehttpswwwmicrosoftcomen-usresearchpeopledaedge-senior-director-ha-trinhhttpswwwmicrosoftcomen-usresearchpeopletrinhha-senior-data-scientist-sarah-smithhttpswwwmicrosoftcomen-usresearchpeoplesmithsarah-senior-program-manager-ben-cutlerhttpswwwmicrosoftcomen-usresearchpeoplebcutler-senior-director-steven-truitthttpswwwmicrosoftcomen-usresearchpeoplesteventruitt-principal-program-manager-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect-octicons-arrow-right-24-introducing-drift-search-combining-global-and-local-search-methods-to-improve-quality-and-efficiencyhttpswwwmicrosoftcomen-usresearchblogintroducing-drift-search-combining-global-and-local-search-methods-to-improve-quality-and-efficiency-published-october-31-2024-by-julian-whiting-senior-machine-learning-engineer-zachary-hills-senior-software-engineer-alonso-guevara-fernandezhttpswwwmicrosoftcomen-usresearchpeoplealonsog-sr-software-engineer-ha-trinhhttpswwwmicrosoftcomen-usresearchpeopletrinhha-senior-data-scientist-adam-bradley-managing-partner-strategic-research-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect" class="md-nav__link">
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Published September 9, 2024 By [Alonso Guevara Fernández](https://www.microsoft.com/en-us/research/people/alonsog/), Sr. Software Engineer; Katy Smith, Data Scientist II; [Joshua Bradley](https://www.microsoft.com/en-us/research/people/joshbradley/), Senior Data Scientist; [Darren Edge](https://www.microsoft.com/en-us/research/people/daedge/), Senior Director; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; [Sarah Smith](https://www.microsoft.com/en-us/research/people/smithsarah/), Senior Program Manager; [Ben Cutler](https://www.microsoft.com/en-us/research/people/bcutler/), Senior Director; [Steven Truitt](https://www.microsoft.com/en-us/research/people/steventruitt/), Principal Program Manager; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect - [:octicons-arrow-right-24: **Introducing DRIFT Search: Combining global and local search methods to improve quality and efficiency**](https://www.microsoft.com/en-us/research/blog/introducing-drift-search-combining-global-and-local-search-methods-to-improve-quality-and-efficiency/) *** Published October 31, 2024 By Julian Whiting , Senior Machine Learning Engineer; Zachary Hills , Senior Software Engineer; [Alonso Guevara Fernández](https://www.microsoft.com/en-us/research/people/alonsog/), Sr. Software Engineer; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; Adam Bradley , Managing Partner, Strategic Research; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect
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<a href="#published-october-31-2024-by-julian-whiting-senior-machine-learning-engineer-zachary-hills-senior-software-engineer-alonso-guevara-fernandezhttpswwwmicrosoftcomen-usresearchpeoplealonsog-sr-software-engineer-ha-trinhhttpswwwmicrosoftcomen-usresearchpeopletrinhha-senior-data-scientist-adam-bradley-managing-partner-strategic-research-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect" class="md-nav__link">
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Published October 31, 2024 By Julian Whiting , Senior Machine Learning Engineer; Zachary Hills , Senior Software Engineer; [Alonso Guevara Fernández](https://www.microsoft.com/en-us/research/people/alonsog/), Sr. Software Engineer; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; Adam Bradley , Managing Partner, Strategic Research; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect
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<ul>
<li>
<p><a href="https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> <strong>GraphRAG: Unlocking LLM discovery on narrative private data</strong></a></p>
<hr />
<p><h6>Published February 13, 2024</p>
<p>By <a href="https://www.microsoft.com/en-us/research/people/jolarso/">Jonathan Larson</a>, Senior Principal Data Architect; <a href="https://www.microsoft.com/en-us/research/people/steventruitt/">Steven Truitt</a>, Principal Program Manager</h6></p>
</li>
<li>
<p><a href="https://www.microsoft.com/en-us/research/blog/graphrag-new-tool-for-complex-data-discovery-now-on-github/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> <strong>GraphRAG: New tool for complex data discovery now on GitHub</strong></a></p>
<hr />
<p><h6>Published July 2, 2024</p>
<p>By <a href="https://www.microsoft.com/en-us/research/people/daedge/">Darren Edge</a>, Senior Director; <a href="https://www.microsoft.com/en-us/research/people/trinhha/">Ha Trinh</a>, Senior Data Scientist; <a href="https://www.microsoft.com/en-us/research/people/steventruitt/">Steven Truitt</a>, Principal Program Manager; <a href="https://www.microsoft.com/en-us/research/people/jolarso/">Jonathan Larson</a>, Senior Principal Data Architect</h6></p>
</li>
<li>
<p><a href="https://www.microsoft.com/en-us/research/blog/graphrag-auto-tuning-provides-rapid-adaptation-to-new-domains/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> <strong>GraphRAG auto-tuning provides rapid adaptation to new domains</strong></a></p>
<hr />
<p><h6>Published September 9, 2024</p>
<p>By <a href="https://www.microsoft.com/en-us/research/people/alonsog/">Alonso Guevara Fernández</a>, Sr. Software Engineer; Katy Smith, Data Scientist II; <a href="https://www.microsoft.com/en-us/research/people/joshbradley/">Joshua Bradley</a>, Senior Data Scientist; <a href="https://www.microsoft.com/en-us/research/people/daedge/">Darren Edge</a>, Senior Director; <a href="https://www.microsoft.com/en-us/research/people/trinhha/">Ha Trinh</a>, Senior Data Scientist; <a href="https://www.microsoft.com/en-us/research/people/smithsarah/">Sarah Smith</a>, Senior Program Manager; <a href="https://www.microsoft.com/en-us/research/people/bcutler/">Ben Cutler</a>, Senior Director; <a href="https://www.microsoft.com/en-us/research/people/steventruitt/">Steven Truitt</a>, Principal Program Manager; <a href="https://www.microsoft.com/en-us/research/people/jolarso/">Jonathan Larson</a>, Senior Principal Data Architect</p>
</li>
<li><a href="https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> <strong>GraphRAG: Unlocking LLM discovery on narrative private data</strong></a></li>
</ul>
<hr />
<h6 id="published-february-13-2024-by-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect-steven-truitthttpswwwmicrosoftcomen-usresearchpeoplesteventruitt-principal-program-manager">Published February 13, 2024
By [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect; [Steven Truitt](https://www.microsoft.com/en-us/research/people/steventruitt/), Principal Program Manager</h6>
<ul>
<li><a href="https://www.microsoft.com/en-us/research/blog/graphrag-new-tool-for-complex-data-discovery-now-on-github/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> <strong>GraphRAG: New tool for complex data discovery now on GitHub</strong></a></li>
</ul>
<hr />
<h6 id="published-july-2-2024-by-darren-edgehttpswwwmicrosoftcomen-usresearchpeopledaedge-senior-director-ha-trinhhttpswwwmicrosoftcomen-usresearchpeopletrinhha-senior-data-scientist-steven-truitthttpswwwmicrosoftcomen-usresearchpeoplesteventruitt-principal-program-manager-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect">Published July 2, 2024
By [Darren Edge](https://www.microsoft.com/en-us/research/people/daedge/), Senior Director; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; [Steven Truitt](https://www.microsoft.com/en-us/research/people/steventruitt/), Principal Program Manager; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect</h6>
<ul>
<li><a href="https://www.microsoft.com/en-us/research/blog/graphrag-auto-tuning-provides-rapid-adaptation-to-new-domains/"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13.22 19.03a.75.75 0 0 1 0-1.06L18.19 13H3.75a.75.75 0 0 1 0-1.5h14.44l-4.97-4.97a.749.749 0 0 1 .326-1.275.75.75 0 0 1 .734.215l6.25 6.25a.75.75 0 0 1 0 1.06l-6.25 6.25a.75.75 0 0 1-1.06 0"/></svg></span> <strong>GraphRAG auto-tuning provides rapid adaptation to new domains</strong></a></li>
</ul>
<hr />
<h6 id="published-september-9-2024-by-alonso-guevara-fernandezhttpswwwmicrosoftcomen-usresearchpeoplealonsog-sr-software-engineer-katy-smith-data-scientist-ii-joshua-bradleyhttpswwwmicrosoftcomen-usresearchpeoplejoshbradley-senior-data-scientist-darren-edgehttpswwwmicrosoftcomen-usresearchpeopledaedge-senior-director-ha-trinhhttpswwwmicrosoftcomen-usresearchpeopletrinhha-senior-data-scientist-sarah-smithhttpswwwmicrosoftcomen-usresearchpeoplesmithsarah-senior-program-manager-ben-cutlerhttpswwwmicrosoftcomen-usresearchpeoplebcutler-senior-director-steven-truitthttpswwwmicrosoftcomen-usresearchpeoplesteventruitt-principal-program-manager-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect-octicons-arrow-right-24-introducing-drift-search-combining-global-and-local-search-methods-to-improve-quality-and-efficiencyhttpswwwmicrosoftcomen-usresearchblogintroducing-drift-search-combining-global-and-local-search-methods-to-improve-quality-and-efficiency-published-october-31-2024-by-julian-whiting-senior-machine-learning-engineer-zachary-hills-senior-software-engineer-alonso-guevara-fernandezhttpswwwmicrosoftcomen-usresearchpeoplealonsog-sr-software-engineer-ha-trinhhttpswwwmicrosoftcomen-usresearchpeopletrinhha-senior-data-scientist-adam-bradley-managing-partner-strategic-research-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect">Published September 9, 2024
By [Alonso Guevara Fernández](https://www.microsoft.com/en-us/research/people/alonsog/), Sr. Software Engineer; Katy Smith, Data Scientist II; [Joshua Bradley](https://www.microsoft.com/en-us/research/people/joshbradley/), Senior Data Scientist; [Darren Edge](https://www.microsoft.com/en-us/research/people/daedge/), Senior Director; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; [Sarah Smith](https://www.microsoft.com/en-us/research/people/smithsarah/), Senior Program Manager; [Ben Cutler](https://www.microsoft.com/en-us/research/people/bcutler/), Senior Director; [Steven Truitt](https://www.microsoft.com/en-us/research/people/steventruitt/), Principal Program Manager; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect
- [:octicons-arrow-right-24: **Introducing DRIFT Search: Combining global and local search methods to improve quality and efficiency**](https://www.microsoft.com/en-us/research/blog/introducing-drift-search-combining-global-and-local-search-methods-to-improve-quality-and-efficiency/)
***
<h6 id="published-october-31-2024-by-julian-whiting-senior-machine-learning-engineer-zachary-hills-senior-software-engineer-alonso-guevara-fernandezhttpswwwmicrosoftcomen-usresearchpeoplealonsog-sr-software-engineer-ha-trinhhttpswwwmicrosoftcomen-usresearchpeopletrinhha-senior-data-scientist-adam-bradley-managing-partner-strategic-research-jonathan-larsonhttpswwwmicrosoftcomen-usresearchpeoplejolarso-senior-principal-data-architect">Published October 31, 2024
By Julian Whiting , Senior Machine Learning Engineer; Zachary Hills , Senior Software Engineer; [Alonso Guevara Fernández](https://www.microsoft.com/en-us/research/people/alonsog/), Sr. Software Engineer; [Ha Trinh](https://www.microsoft.com/en-us/research/people/trinhha/), Senior Data Scientist; Adam Bradley , Managing Partner, Strategic Research; [Jonathan Larson](https://www.microsoft.com/en-us/research/people/jolarso/), Senior Principal Data Architect
</h6>
</h6>
</div>
@ -1364,7 +1531,7 @@
<nav class="md-footer__inner md-grid" aria-label="Footer" >
<a href="../examples_notebooks/local_search/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Local Search">
<a href="../examples_notebooks/drift_search/" class="md-footer__link md-footer__link--prev" aria-label="Previous: DRIFT Search">
<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>
@ -1374,7 +1541,7 @@
Previous
</span>
<div class="md-ellipsis">
Local Search
DRIFT Search
</div>
</div>
</a>

View File

@ -927,6 +927,27 @@
<li class="md-nav__item">
<a href="../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../query/local_search/" class="md-nav__link">
@ -948,6 +969,27 @@
<li class="md-nav__item">
<a href="../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../query/question_generation/" class="md-nav__link">
@ -969,27 +1011,6 @@
<li class="md-nav__item">
<a href="../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1001,10 +1022,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1015,8 +1036,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1085,6 +1106,27 @@
<li class="md-nav__item">
<a href="../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>
@ -1420,24 +1462,24 @@
<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a> query [OPTIONS]
</code></pre></div>
<p>Options:</p>
<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a> --method [local|global] The query algorithm to use. [required]
<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a> --query TEXT The query to execute. [required]
<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a> --config PATH The configuration to use.
<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a> --data PATH Indexing pipeline output directory (i.e.
<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a> contains the parquet files).
<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a> --root PATH The project root directory. [default: .]
<a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a> --community-level INTEGER The community level in the Leiden community
<a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a> hierarchy from which to load community
<a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a> reports. Higher values represent reports from
<a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a> smaller communities. [default: 2]
<a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a> --response-type TEXT Free form text describing the response type
<a id="__codelineno-9-12" name="__codelineno-9-12" href="#__codelineno-9-12"></a> and format, can be anything, e.g. Multiple
<a id="__codelineno-9-13" name="__codelineno-9-13" href="#__codelineno-9-13"></a> Paragraphs, Single Paragraph, Single Sentence,
<a id="__codelineno-9-14" name="__codelineno-9-14" href="#__codelineno-9-14"></a> List of 3-7 Points, Single Page, Multi-Page
<a id="__codelineno-9-15" name="__codelineno-9-15" href="#__codelineno-9-15"></a> Report. Default: Multiple Paragraphs
<a id="__codelineno-9-16" name="__codelineno-9-16" href="#__codelineno-9-16"></a> [default: Multiple Paragraphs]
<a id="__codelineno-9-17" name="__codelineno-9-17" href="#__codelineno-9-17"></a> --streaming / --no-streaming Print response in a streaming manner.
<a id="__codelineno-9-18" name="__codelineno-9-18" href="#__codelineno-9-18"></a> [default: no-streaming]
<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a> --method [local|global|drift] The query algorithm to use. [required]
<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a> --query TEXT The query to execute. [required]
<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a> --config PATH The configuration to use.
<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a> --data PATH Indexing pipeline output directory (i.e.
<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a> contains the parquet files).
<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a> --root PATH The project root directory. [default: .]
<a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a> --community-level INTEGER The community level in the Leiden community
<a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a> hierarchy from which to load community
<a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a> reports. Higher values represent reports from
<a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a> smaller communities. [default: 2]
<a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a> --response-type TEXT Free form text describing the response type
<a id="__codelineno-9-12" name="__codelineno-9-12" href="#__codelineno-9-12"></a> and format, can be anything, e.g. Multiple
<a id="__codelineno-9-13" name="__codelineno-9-13" href="#__codelineno-9-13"></a> Paragraphs, Single Paragraph, Single
<a id="__codelineno-9-14" name="__codelineno-9-14" href="#__codelineno-9-14"></a> Sentence, List of 3-7 Points, Single Page,
<a id="__codelineno-9-15" name="__codelineno-9-15" href="#__codelineno-9-15"></a> Multi-Page Report. Default: Multiple
<a id="__codelineno-9-16" name="__codelineno-9-16" href="#__codelineno-9-16"></a> Paragraphs [default: Multiple Paragraphs]
<a id="__codelineno-9-17" name="__codelineno-9-17" href="#__codelineno-9-17"></a> --streaming / --no-streaming Print response in a streaming manner.
<a id="__codelineno-9-18" name="__codelineno-9-18" href="#__codelineno-9-18"></a> [default: no-streaming]
</code></pre></div>

View File

@ -983,6 +983,27 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/local_search/" class="md-nav__link">
@ -1004,6 +1025,27 @@
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/question_generation/" class="md-nav__link">
@ -1025,27 +1067,6 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1057,10 +1078,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1071,8 +1092,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1141,6 +1162,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

View File

@ -1139,6 +1139,27 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/local_search/" class="md-nav__link">
@ -1160,6 +1181,27 @@
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/question_generation/" class="md-nav__link">
@ -1181,27 +1223,6 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1213,10 +1234,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1227,8 +1248,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1297,6 +1318,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

View File

@ -1019,6 +1019,27 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/local_search/" class="md-nav__link">
@ -1040,6 +1061,27 @@
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/question_generation/" class="md-nav__link">
@ -1061,27 +1103,6 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1093,10 +1114,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1107,8 +1128,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1177,6 +1198,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

View File

@ -944,6 +944,27 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/local_search/" class="md-nav__link">
@ -965,6 +986,27 @@
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/question_generation/" class="md-nav__link">
@ -986,27 +1028,6 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1018,10 +1039,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1032,8 +1053,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1102,6 +1123,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

View File

@ -992,6 +992,27 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/local_search/" class="md-nav__link">
@ -1013,6 +1034,27 @@
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/question_generation/" class="md-nav__link">
@ -1034,27 +1076,6 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1066,10 +1087,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1080,8 +1101,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1150,6 +1171,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

View File

@ -1007,6 +1007,27 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/local_search/" class="md-nav__link">
@ -1028,6 +1049,27 @@
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/question_generation/" class="md-nav__link">
@ -1049,27 +1091,6 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1081,10 +1102,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1095,8 +1116,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1165,6 +1186,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

View File

@ -927,6 +927,27 @@
<li class="md-nav__item">
<a href="../../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../../query/local_search/" class="md-nav__link">
@ -948,6 +969,27 @@
<li class="md-nav__item">
<a href="../../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../../query/question_generation/" class="md-nav__link">
@ -969,27 +1011,6 @@
<li class="md-nav__item">
<a href="../../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1001,10 +1022,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1015,8 +1036,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1085,6 +1106,27 @@
<li class="md-nav__item">
<a href="../../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

View File

@ -925,6 +925,27 @@
<li class="md-nav__item">
<a href="../../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../../query/local_search/" class="md-nav__link">
@ -946,6 +967,27 @@
<li class="md-nav__item">
<a href="../../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../../query/question_generation/" class="md-nav__link">
@ -967,27 +1009,6 @@
<li class="md-nav__item">
<a href="../../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -999,10 +1020,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1013,8 +1034,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1083,6 +1104,27 @@
<li class="md-nav__item">
<a href="../../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

View File

@ -942,6 +942,27 @@
<li class="md-nav__item">
<a href="../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../query/local_search/" class="md-nav__link">
@ -963,6 +984,27 @@
<li class="md-nav__item">
<a href="../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../query/question_generation/" class="md-nav__link">
@ -984,27 +1026,6 @@
<li class="md-nav__item">
<a href="../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1016,10 +1037,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1030,8 +1051,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1100,6 +1121,27 @@
<li class="md-nav__item">
<a href="../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

File diff suppressed because one or more lines are too long

View File

@ -932,6 +932,27 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/local_search/" class="md-nav__link">
@ -953,6 +974,27 @@
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/question_generation/" class="md-nav__link">
@ -972,27 +1014,6 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1008,10 +1029,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" checked>
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" checked>
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1022,8 +1043,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1185,6 +1206,27 @@
<li class="md-nav__item">
<a href="../drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>
@ -2501,15 +2543,15 @@ print(result.response)</div>
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
<pre>### Major Conflict
The central conflict in the story revolves around the Paranormal Military Squad's mission to establish contact with extraterrestrial intelligence. This involves deciphering alien signals and managing the potential implications of first contact. The mission is characterized by its secrecy and high stakes, as well as the challenges posed by the unknown nature of the extraterrestrial entities [Data: Reports (4, 5, 2, 3, 0)].
The central conflict in the story revolves around the Paranormal Military Squad's mission to establish contact with extraterrestrial intelligence. This involves deciphering alien signals and managing the potential implications of first contact. The mission is characterized by its secrecy and high stakes, as well as the challenges posed by the unknown nature of the extraterrestrial entities [Data: Reports (4, 5, 2, 3)].
### Protagonists
The protagonists are the key members of the Paranormal Military Squad, including Taylor Cruz, Dr. Jordan Hayes, Alex Mercer, and Sam Rivera. Each of these individuals plays a pivotal role in the mission, contributing their expertise in leadership, signal decryption, diplomatic engagement, and technical innovation [Data: Reports (4, 5, 2, 3, 0)].
The protagonists are the key members of the Paranormal Military Squad, including Taylor Cruz, Dr. Jordan Hayes, Alex Mercer, and Sam Rivera. Each of these individuals plays a crucial role in the mission, contributing their expertise in leadership, signal decryption, diplomatic engagement, and technical innovation [Data: Reports (4, 5, 2, 3)].
### Antagonist
There is no clear antagonist identified in the data. The conflict appears to be more about the challenges and uncertainties of engaging with extraterrestrial intelligence rather than a direct opposition from a specific antagonist [Data: Reports (4, 5, 2, 3, 0)].
There is no clear antagonist identified in the data provided. The conflict appears to be more about the challenges and uncertainties of engaging with extraterrestrial intelligence rather than a direct opposition from a specific antagonist [Data: Reports (4, 5, 2, 3)].
</pre>
</div>
</div>
@ -2660,7 +2702,7 @@ print(f"LLM calls: {result.llm_calls}. LLM tokens: {result.prompt_tokens}")</div
<div class="jp-OutputArea-child">
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
<pre>LLM calls: 2. LLM tokens: 5259
<pre>LLM calls: 2. LLM tokens: 5251
</pre>
</div>
</div>

View File

@ -921,6 +921,27 @@
<li class="md-nav__item">
<a href="../../../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../../../query/local_search/" class="md-nav__link">
@ -942,6 +963,27 @@
<li class="md-nav__item">
<a href="../../../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../../../query/question_generation/" class="md-nav__link">
@ -963,27 +1005,6 @@
<li class="md-nav__item">
<a href="../../../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -995,10 +1016,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1009,8 +1030,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1079,6 +1100,27 @@
<li class="md-nav__item">
<a href="../../../drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

View File

@ -921,6 +921,27 @@
<li class="md-nav__item">
<a href="../../../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../../../query/local_search/" class="md-nav__link">
@ -942,6 +963,27 @@
<li class="md-nav__item">
<a href="../../../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../../../query/question_generation/" class="md-nav__link">
@ -963,27 +1005,6 @@
<li class="md-nav__item">
<a href="../../../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -995,10 +1016,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1009,8 +1030,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1079,6 +1100,27 @@
<li class="md-nav__item">
<a href="../../../drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>

View File

@ -12,7 +12,7 @@
<link rel="prev" href="../global_search/">
<link rel="next" href="../../blog_posts/">
<link rel="next" href="../drift_search/">
<link rel="icon" href="../../assets/images/favicon.png">
@ -932,6 +932,27 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/local_search/" class="md-nav__link">
@ -953,6 +974,27 @@
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/question_generation/" class="md-nav__link">
@ -972,27 +1014,6 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1008,10 +1029,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" checked>
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" checked>
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1022,8 +1043,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1254,6 +1275,27 @@
<li class="md-nav__item">
<a href="../drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>
@ -2317,7 +2359,7 @@ entity_df.head()</div>
<div class="jp-OutputArea-child">
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
<pre>[2024-11-05T17:47:05Z WARN lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/entity.description.lance, it will be created
<pre>[2024-11-05T18:11:22Z WARN lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/entity.description.lance, it will be created
</pre>
</div>
</div>
@ -3305,21 +3347,21 @@ print(result.response)</div>
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
<pre>### Overview of Agent Alex Mercer
Agent Alex Mercer is a key figure within the Paranormal Military Squad Team at Dulce Base, where he plays a significant leadership role. His responsibilities include overseeing operations and making critical decisions during potential first contact scenarios with extraterrestrial intelligence. Mercer's military background equips him with the skills necessary to guide his team through complex interspecies communication efforts and the decryption of alien signals [Data: Entities (0, 209); Relationships (5, 8, 7)].
Agent Alex Mercer is a central figure within the Paranormal Military Squad Team at Dulce Base, where he plays a pivotal role in the team's operations and mission objectives. His responsibilities are multifaceted, encompassing leadership, strategic oversight, and direct involvement in the analysis and interpretation of extraterrestrial signals. Mercer's military background and experience are crucial to his role, as he guides the team through complex scenarios involving potential first contact with alien intelligence [Data: Entities (0, 209); Relationships (5, 8, 65)].
### Role and Responsibilities
### Leadership and Responsibilities
Mercer is deeply involved in the analysis of paranormal activities and the operational aspects of Dulce Base's command center. His role extends beyond mere observation, as he actively participates in the interpretation of first contact data and the unraveling of galactic mysteries. This involvement highlights his importance in the mission's hypothesis and decision-making processes, reflecting his significant contribution to Operation: Dulce [Data: Entities (0, 209); Reports (0)].
As a leader, Alex Mercer is instrumental in overseeing the team's efforts to engage with extraterrestrial intelligence. His role involves ensuring a cautious and strategic approach to interspecies communication, which is vital for the success of their mission. Mercer is responsible for guiding the team's response to extraterrestrial contact, emphasizing the importance of understanding and engaging with alien signals. His leadership is characterized by a mix of concern and anticipation, reflecting the gravity of the mission at hand [Data: Entities (0); Relationships (5, 6, 8)].
### Leadership and Collaboration
### Collaboration and Team Dynamics
As a leader, Mercer is responsible for guiding his team in their efforts to establish contact with extraterrestrial intelligence. He works closely with Dr. Jordan Hayes, a colleague who shares his analytical skills and dedication to the mission. Their collaboration is crucial for the success of their objectives, as they focus on understanding alien code and responding to alien messages. Mercer's leadership is characterized by a mix of concern and anticipation, indicative of his experience and the gravity of the mission at hand [Data: Relationships (1, 4, 26, 67); Claims (9, 85)].
Agent Mercer works closely with other key members of the Paranormal Military Squad, such as Dr. Jordan Hayes and Sam Rivera. His collaboration with Dr. Hayes is particularly significant, as they jointly focus on decrypting and communicating with extraterrestrial intelligence. This partnership is built on mutual respect and recognition of each other's analytical skills, which are essential for the team's success. Mercer's interactions with Sam Rivera highlight the importance of intuition and trust in addition to technology for the mission's success [Data: Reports (0); Relationships (1, 2, 4, 26, 67)].
### Challenges and Complexities
### Involvement in Extraterrestrial Communication
Agent Mercer faces several challenges, including the psychological complexities of the mission and the need to remain vigilant against potential threats. His compliance in the briefing room and discussions about intuition and trust reveal the depth of his involvement and the larger implications of their work. Mercer's role as a representative of humanity in establishing contact and dialogue with alien intelligence underscores the importance of his diplomatic approach and strategic foresight [Data: Claims (1, 8, 9, 85); Reports (0)].
Mercer's involvement in the decryption and analysis of alien signals is a critical aspect of his role. He is seen as a key figure in establishing contact and dialogue with alien intelligence, acting as a representative of humanity. This responsibility underscores the significance of his work, as the team navigates the complexities of communicating with beings from other worlds. Mercer's efforts are not only focused on overseeing the team but also on unraveling galactic mysteries and engaging with alien signals [Data: Claims (73, 82); Reports (0)].
In summary, Agent Alex Mercer is a pivotal member of the Paranormal Military Squad Team, whose leadership and expertise are vital to the mission's success. His work at Dulce Base involves not only the technical aspects of interspecies communication but also the broader implications of humanity's engagement with extraterrestrial intelligence.
In summary, Agent Alex Mercer is a vital member of the Paranormal Military Squad Team, whose leadership and expertise are crucial in guiding the team through the challenges of extraterrestrial communication and potential first contact scenarios. His role is marked by a strategic approach, collaboration with key team members, and a deep involvement in the analysis of alien signals.
</pre>
</div>
</div>
@ -3363,23 +3405,27 @@ print(result.response)</div>
<div class="jp-OutputArea-child">
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
<pre>## Overview of Dr. Jordan Hayes
<pre>### Overview of Dr. Jordan Hayes
Dr. Jordan Hayes is a prominent member of the Paranormal Military Squad, a specialized team stationed at Dulce Base. This team is dedicated to the analysis and interpretation of extraterrestrial signals and patterns, with Dr. Hayes playing a crucial role in deciphering alien code and facilitating interspecies communication [Data: Entities (104, 2); Reports (0)].
Dr. Jordan Hayes is a prominent member of the Paranormal Military Squad, a specialized team based at Dulce Base, dedicated to the study and communication with extraterrestrial entities. Dr. Hayes plays a crucial role in the team's mission, focusing on deciphering alien code and interpreting extraterrestrial patterns. This expertise is vital to the squad's efforts in understanding and interacting with alien intelligence [Data: Entities (104, 2); Reports (0)].
## Role and Expertise
### Role and Responsibilities
Dr. Hayes is known for their analytical mindset and expertise in decryption algorithms, which are essential for interpreting alien signals. Their work involves isolating signal harmonics and decrypting alien messages, which are critical components of the team's mission to understand and interact with extraterrestrial entities [Data: Entities (2, 180, 192); Claims (61, 68, 79)]. Dr. Hayes's focus on empirical evidence and adaptability is a key aspect of their approach to the complex challenges posed by extraterrestrial communication [Data: Entities (2); Claims (12)].
Dr. Hayes is deeply involved in the analysis and interpretation of alien signals, which includes isolating signal harmonics, decrypting alien messages, and interpreting these signals for further analysis. This work is central to the team's operations at Dulce Base, where Dr. Hayes collaborates closely with other team members, such as Agent Alex Mercer, to manage interspecies communication [Data: Entities (2, 166, 192); Relationships (1, 4, 26, 67)].
## Contributions to the Paranormal Military Squad
### Expertise and Approach
Within the Paranormal Military Squad, Dr. Hayes collaborates closely with other team members, including Agent Alex Mercer, to manage interspecies communication. This collaboration is vital for the success of their mission, as it combines their analytical skills with Mercer's operational expertise [Data: Relationships (1, 4, 26, 67); Reports (0)]. Dr. Hayes also works with colleagues like Sam Rivera and Taylor Cruz, contributing to the team's collective effort in deciphering alien code and preparing for potential first contact scenarios [Data: Relationships (9, 21, 34); Reports (0)].
Known for an analytical and skeptical mindset, Dr. Hayes emphasizes empirical evidence and adaptability in the face of the unknown. This approach is particularly evident in their work on decryption algorithms and signal analysis, which are crucial for deciphering extraterrestrial communications. Dr. Hayes' role is pivotal in the team's focus on analyzing and interpreting alien signals, which is a cornerstone of their operation at Dulce Base [Data: Entities (2, 180, 124); Claims (12, 54, 68)].
## Scientific Breakthroughs and Challenges
### Collaboration and Impact
Dr. Hayes is on the verge of significant scientific breakthroughs, as they analyze evolving alien signals and consider the implications of these patterns. Their work involves deciphering extraterrestrial patterns that could represent potential threats or untapped wisdom, highlighting the dual nature of their mission [Data: Claims (18, 49, 74, 84); Reports (0)]. The discovery of hidden technology and the analysis of alien signals suggest that Dr. Hayes's contributions are pivotal to the team's understanding of extraterrestrial intelligence [Data: Claims (18, 49, 74); Reports (0)].
Dr. Hayes works closely with colleagues such as Sam Rivera and Taylor Cruz, contributing to the team's collective effort in deciphering alien code and preparing for first contact. The collaboration with Agent Alex Mercer is particularly significant, as they share a mutual respect and understanding of each other's strengths and the mission's significance. This teamwork is essential for the success of the Paranormal Military Squad's objectives [Data: Reports (0); Relationships (21, 9, 1, 4, 67)].
In summary, Dr. Jordan Hayes is a key figure in the Paranormal Military Squad, bringing a critical and methodical approach to the team's efforts in extraterrestrial communication. Their expertise and collaboration with other team members are essential for the success of their mission at Dulce Base [Data: Entities (104, 2); Reports (0)].
### Scientific Breakthroughs and Challenges
Dr. Hayes is on the verge of a scientific breakthrough, as their work involves deciphering alien code that could reveal extraterrestrial thought patterns. This endeavor is not without its challenges, as Dr. Hayes must navigate the complexities of evolving alien signals and the potential implications of these communications. The discovery of hidden technology and the analysis of extraterrestrial patterns suggest that Dr. Hayes' contributions are critical to the team's success and the broader understanding of alien intelligence [Data: Reports (0); Claims (18, 49, 74, 84)].
In summary, Dr. Jordan Hayes is a key figure in the Paranormal Military Squad, bringing a critical and methodical approach to the team's extraordinary endeavors in extraterrestrial communication and analysis. Their work at Dulce Base is instrumental in advancing humanity's understanding of alien entities and preparing for potential interstellar interactions.
</pre>
</div>
</div>
@ -3941,7 +3987,7 @@ print(candidate_questions.response)</div>
<div class="jp-OutputArea-child">
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
<pre>['- What is the role of Agent Alex Mercer in Operation: Dulce?', '- How does the Paranormal Military Squad engage with extraterrestrial intelligence at Dulce Base?', '- What are the main objectives of Operation: Dulce at the Dulce Military Base?', '- How does the environment of the Dulce Military Base affect the team members involved in the operation?', '- What challenges does the Paranormal Military Squad face during their mission at Dulce Base?']
<pre>['- What is the role of Alex Mercer in Operation: Dulce?', '- How does the Paranormal Military Squad interact with extraterrestrial intelligence at Dulce Base?', '- What are the main objectives of Operation: Dulce?', '- How does the environment of Dulce Military Base affect the team members?', '- What challenges does the Paranormal Military Squad face during their mission at Dulce Base?']
</pre>
</div>
</div>
@ -4002,13 +4048,13 @@ print(candidate_questions.response)</div>
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@ -1011,6 +1032,27 @@
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@ -1032,27 +1074,6 @@
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@ -1078,8 +1099,8 @@
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@ -1148,6 +1169,27 @@
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@ -1060,6 +1081,27 @@
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@ -1081,27 +1123,6 @@
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@ -1127,8 +1148,8 @@
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@ -1197,6 +1218,27 @@
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DRIFT Search
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@ -1539,6 +1581,7 @@ For a deeper dive into the main sub-systems, please visit the docpages for the <
<ul>
<li><a href="query/global_search/"><em>Global Search</em></a> for reasoning about holistic questions about the corpus by leveraging the community summaries.</li>
<li><a href="query/local_search/"><em>Local Search</em></a> for reasoning about specific entities by fanning-out to their neighbors and associated concepts.</li>
<li><a href="query/drift_search/"><em>DRIFT Search</em></a> for reasoning about specific entities by fanning-out to their neighbors and associated concepts, but with the added context of community information.</li>
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<h3 id="prompt-tuning">Prompt Tuning</h3>
<p>Using <em>GraphRAG</em> with your data out of the box may not yield the best possible results.

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@ -1062,6 +1083,27 @@
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@ -1083,27 +1125,6 @@
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Global Search
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@ -1115,10 +1136,10 @@
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@ -1199,6 +1220,27 @@
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Global Search
</span>
</a>
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@ -1215,6 +1236,27 @@
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DRIFT Search
</span>
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@ -1236,27 +1278,6 @@
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@ -1268,10 +1289,10 @@
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@ -1282,8 +1303,8 @@
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</label>
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Notebooks
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@ -1352,6 +1373,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
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<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
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Global Search
</span>
</a>
</li>
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@ -1059,6 +1080,27 @@
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
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DRIFT Search
</span>
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@ -1080,27 +1122,6 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
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@ -1112,10 +1133,10 @@
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@ -1126,8 +1147,8 @@
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</label>
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Notebooks
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@ -1196,6 +1217,27 @@
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<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
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@ -1026,6 +1026,27 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
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Global Search
</span>
</a>
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@ -1047,6 +1068,27 @@
<li class="md-nav__item">
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<span class="md-ellipsis">
DRIFT Search
</span>
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@ -1068,27 +1110,6 @@
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
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@ -1100,10 +1121,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
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<span class="md-ellipsis">
@ -1114,8 +1135,8 @@
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</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
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Notebooks
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@ -1184,6 +1205,27 @@
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</span>
</a>
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@ -1089,6 +1110,27 @@
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DRIFT Search
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@ -1110,27 +1152,6 @@
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@ -1142,10 +1163,10 @@
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@ -1156,8 +1177,8 @@
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</label>
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@ -1226,6 +1247,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
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</span>
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</li>
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<a href="../../query/local_search/" class="md-nav__link">
@ -1020,6 +1041,27 @@
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
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<a href="../../query/question_generation/" class="md-nav__link">
@ -1041,27 +1083,6 @@
<li class="md-nav__item">
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</span>
</a>
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@ -1073,10 +1094,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
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@ -1087,8 +1108,8 @@
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@ -1157,6 +1178,27 @@
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@ -930,48 +930,6 @@
<li class="md-nav__item">
<a href="../local_search/" class="md-nav__link">
<span class="md-ellipsis">
Local Search
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</a>
</li>
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@ -1071,6 +1029,69 @@
<li class="md-nav__item">
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<li class="md-nav__item">
<a href="../question_generation/" class="md-nav__link">
<span class="md-ellipsis">
Question Generation
</span>
</a>
</li>
@ -1082,10 +1103,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1096,8 +1117,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1166,6 +1187,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>
@ -1524,7 +1566,7 @@ flowchart LR
<nav class="md-footer__inner md-grid" aria-label="Footer" >
<a href="../question_generation/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Question Generation">
<a href="../overview/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Overview">
<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>
@ -1534,20 +1576,20 @@ flowchart LR
Previous
</span>
<div class="md-ellipsis">
Question Generation
Overview
</div>
</div>
</a>
<a href="../notebooks/overview/" class="md-footer__link md-footer__link--next" aria-label="Next: Overview">
<a href="../local_search/" class="md-footer__link md-footer__link--next" aria-label="Next: Local Search">
<div class="md-footer__title">
<span class="md-footer__direction">
Next
</span>
<div class="md-ellipsis">
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View File

@ -9,10 +9,10 @@
<link rel="prev" href="../overview/">
<link rel="prev" href="../global_search/">
<link rel="next" href="../question_generation/">
<link rel="next" href="../drift_search/">
<link rel="icon" href="../../assets/images/favicon.png">
@ -930,6 +930,27 @@
<li class="md-nav__item">
<a href="../global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1030,11 +1051,11 @@
<li class="md-nav__item">
<a href="../question_generation/" class="md-nav__link">
<a href="../drift_search/" class="md-nav__link">
<span class="md-ellipsis">
Question Generation
DRIFT Search
</span>
@ -1051,11 +1072,11 @@
<li class="md-nav__item">
<a href="../global_search/" class="md-nav__link">
<a href="../question_generation/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
Question Generation
</span>
@ -1082,10 +1103,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1096,8 +1117,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1166,6 +1187,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>
@ -1515,7 +1557,7 @@ flowchart LR
<nav class="md-footer__inner md-grid" aria-label="Footer" >
<a href="../overview/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Overview">
<a href="../global_search/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Global Search">
<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>
@ -1525,20 +1567,20 @@ flowchart LR
Previous
</span>
<div class="md-ellipsis">
Overview
Global Search
</div>
</div>
</a>
<a href="../question_generation/" class="md-footer__link md-footer__link--next" aria-label="Next: Question Generation">
<a href="../drift_search/" class="md-footer__link md-footer__link--next" aria-label="Next: DRIFT Search">
<div class="md-footer__title">
<span class="md-footer__direction">
Next
</span>
<div class="md-ellipsis">
Question Generation
DRIFT Search
</div>
</div>
<div class="md-footer__button md-icon">

View File

@ -9,7 +9,7 @@
<link rel="prev" href="../../global_search/">
<link rel="prev" href="../../question_generation/">
<link rel="next" href="../../../examples_notebooks/global_search/">
@ -932,6 +932,27 @@
<li class="md-nav__item">
<a href="../../global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../local_search/" class="md-nav__link">
@ -953,6 +974,27 @@
<li class="md-nav__item">
<a href="../../drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../question_generation/" class="md-nav__link">
@ -972,27 +1014,6 @@
<li class="md-nav__item">
<a href="../../global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1008,10 +1029,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" checked>
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" checked>
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1022,8 +1043,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1102,6 +1123,27 @@
<li class="md-nav__item">
<a href="../../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>
@ -1332,6 +1374,7 @@
<ul>
<li><a href="../../../examples_notebooks/global_search/">Global Search Notebook</a></li>
<li><a href="../../../examples_notebooks/local_search/">Local Search Notebook</a></li>
<li><a href="../../../examples_notebooks/drift_search/">DRIFT Search Notebook</a></li>
</ul>
<p>The test dataset for these notebooks can be found in <a download="download" href="../../../data/operation_dulce/dataset.zip">dataset.zip</a>.</p>
@ -1363,7 +1406,7 @@
<nav class="md-footer__inner md-grid" aria-label="Footer" >
<a href="../../global_search/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Global Search">
<a href="../../question_generation/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Question Generation">
<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>
@ -1373,7 +1416,7 @@
Previous
</span>
<div class="md-ellipsis">
Global Search
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</a>

View File

@ -12,7 +12,7 @@
<link rel="prev" href="../../prompt_tuning/manual_prompt_tuning/">
<link rel="next" href="../local_search/">
<link rel="next" href="../global_search/">
<link rel="icon" href="../../assets/images/favicon.png">
@ -973,6 +973,15 @@
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#drift-search" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
@ -999,6 +1008,27 @@
<li class="md-nav__item">
<a href="../global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../local_search/" class="md-nav__link">
@ -1020,6 +1050,27 @@
<li class="md-nav__item">
<a href="../drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../question_generation/" class="md-nav__link">
@ -1041,27 +1092,6 @@
<li class="md-nav__item">
<a href="../global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1073,10 +1103,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1087,8 +1117,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
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@ -1157,6 +1187,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
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</ul>
</nav>
@ -1388,6 +1439,15 @@
</span>
</a>
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<li class="md-nav__item">
<a href="#drift-search" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
@ -1417,12 +1477,13 @@
<h1 id="query-engine">Query Engine 🔎</h1>
<h1 id="query-engine">Query Engine 🔎</h1>
<p>The Query Engine is the retrieval module of the Graph RAG Library. It is one of the two main components of the Graph RAG library, the other being the Indexing Pipeline (see <a href="../../index/overview/">Indexing Pipeline</a>).
It is responsible for the following tasks:</p>
<ul>
<li><a href="#local-search">Local Search</a></li>
<li><a href="#global-search">Global Search</a></li>
<li><a href="#drift-search">DRIFT Search</a></li>
<li><a href="#question-generation">Question Generation</a></li>
</ul>
<h2 id="local-search">Local Search</h2>
@ -1431,6 +1492,9 @@ It is responsible for the following tasks:</p>
<h2 id="global-search">Global Search</h2>
<p>Global search method generates answers by searching over all AI-generated community reports in a map-reduce fashion. This is a resource-intensive method, but often gives good responses for questions that require an understanding of the dataset as a whole (e.g. What are the most significant values of the herbs mentioned in this notebook?).</p>
<p>More about this can be checked at the <a href="../global_search/">Global Search</a> documentation.</p>
<h2 id="drift-search">DRIFT Search</h2>
<p>DRIFT Search introduces a new approach to local search queries by including community information in the search process. This greatly expands the breadth of the querys starting point and leads to retrieval and usage of a far higher variety of facts in the final answer. This addition expands the GraphRAG query engine by providing a more comprehensive option for local search, which uses community insights to refine a query into detailed follow-up questions.</p>
<p>To learn more about DRIFT Search, please refer to the <a href="../drift_search/">DRIFT Search</a> documentation.</p>
<h2 id="question-generation">Question Generation</h2>
<p>This functionality takes a list of user queries and generates the next candidate questions. This is useful for generating follow-up questions in a conversation or for generating a list of questions for the investigator to dive deeper into the dataset.</p>
<p>Information about how question generation works can be found at the <a href="../question_generation/">Question Generation</a> documentation page.</p>
@ -1480,13 +1544,13 @@ It is responsible for the following tasks:</p>
<a href="../local_search/" class="md-footer__link md-footer__link--next" aria-label="Next: Local Search">
<a href="../global_search/" class="md-footer__link md-footer__link--next" aria-label="Next: Global Search">
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@ -9,10 +9,10 @@
<link rel="prev" href="../local_search/">
<link rel="prev" href="../drift_search/">
<link rel="next" href="../global_search/">
<link rel="next" href="../notebooks/overview/">
<link rel="icon" href="../../assets/images/favicon.png">
@ -932,6 +932,27 @@
<li class="md-nav__item">
<a href="../global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../local_search/" class="md-nav__link">
@ -951,6 +972,27 @@
<li class="md-nav__item">
<a href="../drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
@ -1050,27 +1092,6 @@
<li class="md-nav__item">
<a href="../global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
@ -1082,10 +1103,10 @@
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" >
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" >
<label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0">
<label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0">
<span class="md-ellipsis">
@ -1096,8 +1117,8 @@
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_5">
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_6">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
@ -1166,6 +1187,27 @@
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>
@ -1481,7 +1523,7 @@
<nav class="md-footer__inner md-grid" aria-label="Footer" >
<a href="../local_search/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Local Search">
<a href="../drift_search/" class="md-footer__link md-footer__link--prev" aria-label="Previous: DRIFT Search">
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<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>
@ -1491,20 +1533,20 @@
Previous
</span>
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Local Search
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<a href="../global_search/" class="md-footer__link md-footer__link--next" aria-label="Next: Global Search">
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