Deploying to gh-pages from @ microsoft/graphrag@b24de88b37 🚀

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darthtrevino 2024-04-04 17:11:09 +00:00
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commit 3f93990f08
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@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -317,8 +313,8 @@ Figure 1: An LLM-generated knowledge graph built using GPT-4 Turbo.
<p>GraphRAG is a structured, hierarchical approach to Retrieval Augmented Generation (RAG), as opposed to naive semantic-search
approaches using plain text snippets. The GraphRAG process involves extracting a knowledge graph out of raw text, building a community hierarchy, generating summaries for these communities, and then leveraging these structures when perform RAG-based tasks.</p>
<h2>Get Started 🚀</h2>
<p>To start using GraphRAG, check out the <a href="_posts/get_started"><em>Get Started</em></a> guide.
For a deeper dive into the main sub-systems, please visit the docpages for the <a href="_posts/_index/overview">Indexer</a> and <a href="_posts/_query/overview">Query</a> packages.</p>
<p>To start using GraphRAG, check out the <a href="posts/get_started"><em>Get Started</em></a> guide.
For a deeper dive into the main sub-systems, please visit the docpages for the <a href="posts/index/overview">Indexer</a> and <a href="posts/query/overview">Query</a> packages.</p>
<h2>GraphRAG vs Baseline RAG 🔍</h2>
<p>Retrieval-Augmented Generation (RAG) is a technique to improve LLM outputs using real-world information. This technique is an important part of most LLM-based tools and the majority of RAG approaches use vector similarity as the search technique, which we call <em>Baseline RAG</em>. GraphRAG uses knowledge graphs to provide substantial improvements in question-and-answer performance when reasoning about complex information. RAG techniques have shown promise in helping LLMs to reason about <em>private datasets</em> - data that the LLM is not trained on and has never seen before, such as an enterprises proprietary research, business documents, or communications. <em>Baseline RAG</em> was created to help solve this problem, but we observe situations where baseline RAG performs very poorly. For example:</p>
<ul>
@ -338,8 +334,8 @@ For a deeper dive into the main sub-systems, please visit the docpages for the <
<h3>Query</h3>
<p>At query time, these structures are used to provide materials for the LLM context window when answering a question. The primary query modes are:</p>
<ul>
<li><a href="_posts/_query/0-global_search.md"><em>Global Search</em></a> for reasoning about holistic questions about the corpus by leveraging the community summaries.</li>
<li><a href="_posts/_query/1-local_search.md"><em>Local Search</em></a> for reasoning about specific entities by fanning-out to their neighbors and associated concepts.</li>
<li><a href="posts/query/0-global_search"><em>Global Search</em></a> for reasoning about holistic questions about the corpus by leveraging the community summaries.</li>
<li><a href="posts/query/1-local_search"><em>Local Search</em></a> for reasoning about specific entities by fanning-out to their neighbors and associated concepts.</li>
</ul>
</main>

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@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -308,7 +304,7 @@ p {
<main>
<h1>Custom Configuration Mode</h1>
<p>The primary configuration sections for Indexing Engine pipelines are described below. Each configuration section can be expressed in Python (for use in Python API mode) as well as YAML, but YAML is show here for brevity.</p>
<p>Using custom configuration is an advanced use-case. Most users will want to use the <a href="../overview">Default Configuration</a> instead.</p>
<p>Using custom configuration is an advanced use-case. Most users will want to use the <a href="/graphrag/posts/config/overview">Default Configuration</a> instead.</p>
<h2>Indexing Engine Examples</h2>
<p>The <a href="https://github.com/microsoft/graphrag/blob/main/examples/">examples</a> directory contains several examples of how to use the indexing engine with <em>custom configuration</em>.</p>
<p>Most examples include two different forms of running the pipeline, both are contained in the examples <code>run.py</code></p>

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@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/" class="is-active" aria-current="page">Configuration</a>
<a href="/graphrag/posts/config/overview/" class="is-active" aria-current="page">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -311,11 +307,11 @@ p {
<h2>Default Configuration Mode</h2>
<p>The default configuration mode is the simplest way to get started with the GraphRAG system. It is designed to work out-of-the-box with minimal configuration. The primary configuration sections for the Indexing Engine pipelines are described below. The main ways to set up GraphRAG in Default Configuration mode are via:</p>
<ul>
<li><a href="../env_vars">Purely using environment variables</a></li>
<li><a href="../json_yaml">Using JSON or YAML for deeper control</a></li>
<li><a href="/graphrag/posts/config/env_vars">Purely using environment variables</a></li>
<li><a href="/graphrag/posts/config/json_yaml">Using JSON or YAML for deeper control</a></li>
</ul>
<h2>Custom Configuration Mode</h2>
<p>Custom configuration mode is an advanced use-case. Most users will want to use the Default Configuration instead. The primary configuration sections for Indexing Engine pipelines are described below. Details about how to use custom configuration are available in the <a href="../custom">Custom Configuration Mode</a> documentation.</p>
<p>Custom configuration mode is an advanced use-case. Most users will want to use the Default Configuration instead. The primary configuration sections for Indexing Engine pipelines are described below. Details about how to use custom configuration are available in the <a href="/graphrag/posts/config/custom">Custom Configuration Mode</a> documentation.</p>
</main>
</div>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/" class="is-active" aria-current="page">Developing</a>
<a href="/graphrag/posts/developing/" class="is-active" aria-current="page">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/" class="is-active" aria-current="page">Get Started</a>
<a href="/graphrag/posts/get_started/" class="is-active" aria-current="page">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -311,10 +307,10 @@ p {
<p><a href="https://www.python.org/downloads/">Python 3.10 or 3.11</a></p>
<p>To get started with the GraphRAG system, you have a few options:</p>
<p>👉 <a href="https://pypi.org/project/graphrag/">Install from pypi</a>. <br>
👉 <a href="../developing">Use it from source</a><br></p>
👉 <a href="/graphrag/posts/developing">Use it from source</a><br></p>
<h1>Top-Level Packages</h1>
<p><a href="../_index/overview">Indexing Pipeline Overview</a><br>
<a href="../_query/overview">Query Engine Overview</a></p>
<p><a href="/graphrag/posts/index/overview">Indexing Pipeline Overview</a><br>
<a href="/graphrag/posts/query/overview">Query Engine Overview</a></p>
<h1>Overview</h1>
<p>The following is a simple end-to-end example for using the GraphRAG system.
It shows how to use the system to index some text, and then use the indexed data to answer questions about the documents.</p>
@ -328,7 +324,7 @@ It shows how to use the system to index some text, and then use the indexed data
</button>
</div>
<h1>Running the Indexer</h1>
<p>Now we need to set up a data project and some initial configuration. Let's set that up. We're using the <a href="/graphrag/_posts/_config/overview/">default configuration mode</a>, which you can customize as needed using <a href="/graphrag/_posts/_config/env_vars/">environment variables</a> or using a <a href="/graphrag/_posts/_config/json_yaml/">config file</a>.</p>
<p>Now we need to set up a data project and some initial configuration. Let's set that up. We're using the <a href="/graphrag/posts/config/overview/">default configuration mode</a>, which you can customize as needed using <a href="/graphrag/posts/config/env_vars/">environment variables</a> or using a <a href="/graphrag/posts/config/json_yaml/">config file</a>.</p>
<p>First let's get a sample dataset ready:</p>
<div style="position: relative">
@ -384,7 +380,8 @@ It shows how to use the system to index some text, and then use the indexed data
<span style="display:inline-block;background:url(https://api.iconify.design/mdi/content-copy.svg) no-repeat center center / contain;width: 16px; height: 16px;" class=""></span>
</button>
</div>
<p>For more details about Environment Variables configuration please refer to <a href="_config/overview/">Environment Configuration</a> to the Query Engine <a href="../_query/3-cli">CLI documentation</a>.</p>
<p>For more details about configuring GraphRAG, see the <a href="/graphrag/posts/config/overview/">configuration documentation</a>.
For more details about using the CLI, refer to the <a href="/graphrag/posts/query/3-cli/">CLI documentation</a>.</p>
<h2>Running the Indexing pipeline</h2>
<p>Finally we'll run the pipeline!</p>
@ -425,7 +422,7 @@ Once the pipeline is complete, you should see a new folder called <code>./ragtes
<span style="display:inline-block;background:url(https://api.iconify.design/mdi/content-copy.svg) no-repeat center center / contain;width: 16px; height: 16px;" class=""></span>
</button>
</div>
<p>Please refer to <a href="../_query/overview">Query Engine</a> docs for detailed information about how to leverage our Local and Global search mechanisms for extracting meaningful insights from data after the Indexer has wrapped up execution.</p>
<p>Please refer to <a href="/graphrag/posts/query/overview">Query Engine</a> docs for detailed information about how to leverage our Local and Global search mechanisms for extracting meaningful insights from data after the Indexer has wrapped up execution.</p>
</main>
</div>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/" class="is-active" aria-current="page">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/" class="is-active" aria-current="page">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/" class="is-active" aria-current="page">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/" class="is-active" aria-current="page">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -319,7 +315,7 @@ p {
<li><code>Node</code> - This table contains layout information for rendered graph-views of the Entities and Documents which have been embedded and clustered.</li>
</ul>
<h2>The Default Configuration Workflow</h2>
<p>Let's take a look at how the default-configuration workflow transforms text documents into the <em>GraphRAG Knowledge Model</em>. This page gives a general overview of the major steps in this process. To fully configure this workflow, check out the <a href="../2-default_configuration/">Default Configuration</a> page.</p>
<p>Let's take a look at how the default-configuration workflow transforms text documents into the <em>GraphRAG Knowledge Model</em>. This page gives a general overview of the major steps in this process. To fully configure this workflow, check out the <a href="/graphrag/posts/config/overview/">configuration</a> documentation.</p>
<pre class="mermaid">---&#10;title: Dataflow Overview&#10;---&#10;flowchart TB&#10; subgraph phase1[Phase 1: Compose TextUnits]&#10; documents[Documents] --&gt; chunk[Chunk]&#10; chunk --&gt; embed[Embed] --&gt; textUnits[Text Units]&#10; end&#10; subgraph phase2[Phase 2: Graph Extraction]&#10; textUnits --&gt; graph_extract[Entity &amp; Relationship Extraction]&#10; graph_extract --&gt; graph_summarize[Entity &amp; Relationship Summarization]&#10; graph_summarize --&gt; entity_resolve[Entity Resolution]&#10; entity_resolve --&gt; claim_extraction[Claim Extraction]&#10; claim_extraction --&gt; graph_outputs[Graph Tables]&#10; end&#10; subgraph phase3[Phase 3: Graph Augmentation]&#10; graph_outputs --&gt; community_detect[Community Detection]&#10; community_detect --&gt; graph_embed[Graph Embedding]&#10; graph_embed --&gt; augmented_graph[Augmented Graph Tables]&#10; end&#10; subgraph phase4[Phase 4: Community Summarization]&#10; augmented_graph --&gt; summarized_communities[Community Summarization]&#10; summarized_communities --&gt; embed_communities[Community Embedding]&#10; embed_communities --&gt; community_outputs[Community Tables]&#10; end&#10; subgraph phase5[Phase 5: Document Processing]&#10; documents --&gt; link_to_text_units[Link to TextUnits]&#10; textUnits --&gt; link_to_text_units&#10; link_to_text_units --&gt; embed_documents[Document Embedding]&#10; embed_documents --&gt; document_graph[Document Graph Creation]&#10; document_graph --&gt; document_outputs[Document Tables]&#10; end&#10; subgraph phase6[Phase 6: Network Visualization]&#10; document_outputs --&gt; umap_docs[Umap Documents]&#10; augmented_graph --&gt; umap_entities[Umap Entities]&#10; umap_docs --&gt; combine_nodes[Nodes Table]&#10; umap_entities --&gt; combine_nodes&#10; end&#10;</pre>
<h2>Phase 1: Compose TextUnits</h2>
<p>The first phase of the default-configuration workflow is to transform input documents into <em>TextUnits</em>. A <em>TextUnit</em> is a chunk of text that is used for our graph extraction techniques. They are also used as source-references by extracted knowledge items in order to empower breadcrumbs and provenance by concepts back to their original source tex.</p>
@ -367,7 +363,7 @@ Entities and Relationships are extracted at once in our <em>entity_extract</em>
<p>In this phase of the workflow, we create the <em>Documents</em> table for the knowledge model.</p>
<pre class="mermaid">---&#10;title: Document Processing&#10;---&#10;flowchart LR&#10; aug[Augment] --&gt; dp[Link to TextUnits] --&gt; de[Avg. Embedding] --&gt; dg[Document Table Emission]&#10;</pre>
<h3>Augment with Columns (CSV Only)</h3>
<p>If the workflow is operating on CSV data, you may configure your workflow to add additional fields to Documents output. These fields should exist on the incoming CSV tables. Details about configuring this can be found in the <a href="../2-default_configuration/">Default Configuration</a> page.</p>
<p>If the workflow is operating on CSV data, you may configure your workflow to add additional fields to Documents output. These fields should exist on the incoming CSV tables. Details about configuring this can be found in the <a href="/graphrag/posts/config/overview/">configuration documentation</a>.</p>
<h3>Link to TextUnits</h3>
<p>In this step, we link each document to the text-units that were created in the first phase. This allows us to understand which documents are related to which text-units and vice-versa.</p>
<h3>Document Embedding</h3>

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@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/" class="is-active" aria-current="page">CLI</a>
<a href="/graphrag/posts/index/2-cli/" class="is-active" aria-current="page">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/" class="is-active" aria-current="page">Indexing</a>
<a href="/graphrag/posts/index/overview/" class="is-active" aria-current="page">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -319,10 +315,9 @@ p {
<p>The outputs of the pipeline can be stored in a variety of formats, including JSON and Parquet - or they can be handled manually via the Python API.</p>
<h2>Getting Started</h2>
<h3>Requirements</h3>
<p>See the <a href="../../developing#requirements">requirements</a> section in <a href="../../get_started">Get Started</a> for details on setting up a development environment.</p>
<p>See the <a href="/graphrag/posts/developing#requirements">requirements</a> section in <a href="/graphrag/posts/get_started">Get Started</a> for details on setting up a development environment.</p>
<p>The Indexing Engine can be used in either a default configuration mode or with a custom pipeline.
To use the default configuration mode, see the <a href="../default_configuration">Default Configuration</a> documentation.
To configure your own pipeline, see <a href="#configuring-a-pipeline">Configuring a Pipeline</a> for more details.
To configure GraphRAG, see the <a href="/graphrag/posts/config/overview">configuration</a> documentation.
After you have a config file you can run the pipeline using the CLI or the Python API.</p>
<h2>Usage</h2>
<h3>CLI</h3>
@ -378,11 +373,10 @@ pipeline_result <span class="token operator">=</span> outputs<span class="token
</div>
<h2>Further Reading</h2>
<ul>
<li>To start developing within the <em>GraphRAG</em> project, see <a href="../../developing/">getting started</a></li>
<li>To understand the underlying concepts and execution model of the indexing library, see <a href="../0-architecture/">the architecture documentation</a></li>
<li>To start developing within the <em>GraphRAG</em> project, see <a href="/graphrag/posts/developing/">getting started</a></li>
<li>To understand the underlying concepts and execution model of the indexing library, see <a href="/graphrag/posts/index/0-architecture/">the architecture documentation</a></li>
<li>To get running with a series of examples, see <a href="https://github.com/microsoft/graphrag/blob/main/examples/README.md">the examples documentation</a></li>
<li>To read more about using the default configuration with the indexing engine, see <a href="../../_config/overview">the default configuration documentation</a></li>
<li>To read more about custom configuring with the indexing engine, see <a href="../../_config/custom">the custom configuration documentation</a></li>
<li>To read more about configuring the indexing engine, see <a href="/graphrag/posts/config/overview">the configuration documentation</a></li>
</ul>
</main>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/" class="is-active" aria-current="page">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/" class="is-active" aria-current="page">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/" class="is-active" aria-current="page">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/" class="is-active" aria-current="page">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/" class="is-active" aria-current="page">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/" class="is-active" aria-current="page">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/" class="is-active" aria-current="page">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/" class="is-active" aria-current="page">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/" class="is-active" aria-current="page">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/" class="is-active" aria-current="page">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/" class="is-active" aria-current="page">genid</a>
<a href="/graphrag/posts/index/verbs/genid/" class="is-active" aria-current="page">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/" class="is-active" aria-current="page">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/" class="is-active" aria-current="page">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/" class="is-active" aria-current="page">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/" class="is-active" aria-current="page">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/" class="is-active" aria-current="page">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/" class="is-active" aria-current="page">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/" class="is-active" aria-current="page">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/" class="is-active" aria-current="page">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/" class="is-active" aria-current="page">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/" class="is-active" aria-current="page">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/" class="is-active" aria-current="page">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/" class="is-active" aria-current="page">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/" class="is-active" aria-current="page">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/" class="is-active" aria-current="page">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/" class="is-active" aria-current="page">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/" class="is-active" aria-current="page">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/" class="is-active" aria-current="page">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/" class="is-active" aria-current="page">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/" class="is-active" aria-current="page">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/" class="is-active" aria-current="page">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/" class="is-active" aria-current="page">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/" class="is-active" aria-current="page">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/" class="is-active" aria-current="page">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/" class="is-active" aria-current="page">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/" class="is-active" aria-current="page">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/" class="is-active" aria-current="page">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/" class="is-active" aria-current="page">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/" class="is-active" aria-current="page">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/" class="is-active" aria-current="page">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/" class="is-active" aria-current="page">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/" class="is-active" aria-current="page">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/" class="is-active" aria-current="page">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/" class="is-active" aria-current="page">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/" class="is-active" aria-current="page">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/" class="is-active" aria-current="page">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/" class="is-active" aria-current="page">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/" class="is-active" aria-current="page">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/" class="is-active" aria-current="page">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/" class="is-active" aria-current="page">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/" class="is-active" aria-current="page">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/" class="is-active" aria-current="page">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/" class="is-active" aria-current="page">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/" class="is-active" aria-current="page">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/" class="is-active" aria-current="page">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/" class="is-active" aria-current="page">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/" class="is-active" aria-current="page">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/" class="is-active" aria-current="page">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -7,7 +7,7 @@
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Verbs</title>
<title>Workflows</title>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bulma@0.9.4/css/bulma.min.css">
<link href="https://unpkg.com/prismjs@1.20.0/themes/prism-okaidia.css" rel="stylesheet">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Primer/19.1.1/tooltips.min.css" crossorigin="anonymous" referrerpolicy="no-referrer">
@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/" class="is-active" aria-current="page">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/" class="is-active" aria-current="page">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/" class="is-active" aria-current="page">Workflows</a>
<ul><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -306,7 +302,7 @@ p {
<!-- Main Content -->
<main>
<h1>Verbs</h1>
<h1>Workflows</h1>
<p>This section contains generated API documentation around our custom <a href="https://github.com/microsoft/datashaper">datashaper</a> workflow implementations. This may be useful in understanding workflow inter-dependencies.</p>
</main>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/" class="is-active" aria-current="page">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/" class="is-active" aria-current="page">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -309,23 +305,23 @@ p {
<h1>Global Search 🔎</h1>
<h2>Whole Dataset Reasoning</h2>
<p>Baseline RAG struggles with queries that require aggregation of information across the dataset to compose an answer. Queries such as “What are the top 5 themes in the data?” perform terribly because baseline RAG relies on a vector search of semantically similar text content within the dataset. There is nothing in the query to direct it to the correct information.</p>
<p>However, with GraphRAG we can answer such questions, because the structure of the LLM-generated knowledge graph tells us about the structure (and thus themes) of the dataset as a whole. This allows the private dataset to be organized into meaningful semantic clusters that are pre-summarized. Using our <a href="../../../../python/graphrag/graphrag/query/structured_search/global_search/">global search</a> method, the LLM uses these clusters to summarize these themes when responding to a user query.</p>
<p>However, with GraphRAG we can answer such questions, because the structure of the LLM-generated knowledge graph tells us about the structure (and thus themes) of the dataset as a whole. This allows the private dataset to be organized into meaningful semantic clusters that are pre-summarized. Using our <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/global_search/">global search</a> method, the LLM uses these clusters to summarize these themes when responding to a user query.</p>
<h2>Methodology</h2>
<pre class="mermaid">---&#10;title: Global Search Dataflow&#10;---&#10;%%{ init: { &#39;flowchart&#39;: { &#39;curve&#39;: &#39;step&#39; } } }%%&#10;flowchart LR&#10;&#10; uq[User Query] --- .1&#10; ch1[Conversation History] --- .1&#10;&#10; subgraph RIR&#10; direction TB&#10; ri1[Rated Intermediate&lt;br/&gt;Response 1]~~~ri2[Rated Intermediate&lt;br/&gt;Response 2] -.&quot;{1..N}&quot;.-rin[Rated Intermediate&lt;br/&gt;Response N]&#10; end&#10;&#10; .1--Shuffled Community&lt;br/&gt;Report Batch 1--&gt;RIR&#10; .1--Shuffled Community&lt;br/&gt;Report Batch 2--&gt;RIR---.2&#10; .1--Shuffled Community&lt;br/&gt;Report Batch N--&gt;RIR&#10;&#10; .2--Ranking +&lt;br/&gt;Filtering--&gt;agr[Aggregated Intermediate&lt;br/&gt;Responses]--&gt;res[Response]&#10;&#10;&#10;&#10; classDef green fill:#26B653,stroke:#333,stroke-width:2px,color:#fff;&#10; classDef turquoise fill:#19CCD3,stroke:#333,stroke-width:2px,color:#fff;&#10; classDef rose fill:#DD8694,stroke:#333,stroke-width:2px,color:#fff;&#10; classDef orange fill:#F19914,stroke:#333,stroke-width:2px,color:#fff;&#10; classDef purple fill:#B356CD,stroke:#333,stroke-width:2px,color:#fff;&#10; classDef invisible fill:#fff,stroke:#fff,stroke-width:0px,color:#fff, width:0px;&#10; class uq,ch1 turquoise;&#10; class ri1,ri2,rin rose;&#10; class agr orange;&#10; class res purple;&#10; class .1,.2 invisible;&#10;&#10;</pre>
<p>Given a user query and, optionally, the conversation history, the global search method uses a collection of LLM-generated community reports from a specified level of the graph's community hierarchy as context data to generate response in a map-reduce manner. At the <code>map</code> step, community reports are segmented into text chunks of pre-defined size. Each text chunk is then used to produce an intermediate response to the user query, accompanied by a numerical rating indicating the response's usefulness. At the <code>reduce</code> step, a filtered set of most useful intermediate responses are aggregated and used as the context to generate the final response.</p>
<p>The quality of the global searchs response can be heavily influenced by the level of the community hierarchy chosen for sourcing community reports. Lower hierarchy levels, with their detailed reports, tend to yield more thorough responses, but may also increase the time and LLM resources needed to generate the final response due to the volume of reports.</p>
<h2>Configuration</h2>
<p>Below are the key parameters of the <a href="../../../../python/graphrag/graphrag/query/structured_search/global_search/search.py">GlobalSearch class</a>:</p>
<p>Below are the key parameters of the <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/global_search/search.py">GlobalSearch class</a>:</p>
<ul>
<li><code>llm</code>: OpenAI model object to be used for response generation</li>
<li><code>context_builder</code>: <a href="../../../../python/graphrag/graphrag/query/structured_search/global_search/community_context.py">context builder</a> object to be used for preparing context data from community reports</li>
<li><code>map_system_prompt</code>: prompt template used in the <code>map</code> stage. Default template can be found at <a href="../../../../python/graphrag/graphrag/query/structured_search/global_search/map_system_prompt.py">map_system_prompt</a></li>
<li><code>reduce_system_prompt</code>: prompt template used in the <code>reduce</code> stage, default template can be found at <a href="../../../../python/graphrag/graphrag/query/structured_search/global_search/reduce_system_prompt.py">reduce_system_prompt</a></li>
<li><code>context_builder</code>: <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/global_search/community_context.py">context builder</a> object to be used for preparing context data from community reports</li>
<li><code>map_system_prompt</code>: prompt template used in the <code>map</code> stage. Default template can be found at <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/global_search/map_system_prompt.py">map_system_prompt</a></li>
<li><code>reduce_system_prompt</code>: prompt template used in the <code>reduce</code> stage, default template can be found at <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/global_search/reduce_system_prompt.py">reduce_system_prompt</a></li>
<li><code>response_type</code>: free-form text describing the desired response type and format (e.g., <code>Multiple Paragraphs</code>, <code>Multi-Page Report</code>)</li>
<li><code>max_data_tokens</code>: token budget for the context data</li>
<li><code>map_llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call at the <code>map</code> stage</li>
<li><code>reduce_llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to passed to the LLM call at the <code>reduce</code> stage</li>
<li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <a href="../../../../python/graphrag/graphrag/query/structured_search/global_search/community_context.py"><code>context_builder</code></a> object when building context window for the <code>map</code> stage.</li>
<li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/global_search/community_context.py"><code>context_builder</code></a> object when building context window for the <code>map</code> stage.</li>
<li><code>concurrent_coroutines</code>: controls the degree of parallelism in the <code>map</code> stage.</li>
<li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li>
</ul>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/" class="is-active" aria-current="page">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/" class="is-active" aria-current="page">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
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<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
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<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -308,19 +304,19 @@ p {
<main>
<h1>Local Search 🔎</h1>
<h2>Entity-based Reasoning</h2>
<p>The <a href="../../../../python/graphrag/graphrag/query/structured_search/local_search/">local search</a> method combines structured data from the knowledge graph with unstructured data from the input documents to augment the LLM context with relevant entity information at query time. It is well-suited for answering questions that require an understanding of specific entities mentioned in the input documents (e.g., “What are the healing properties of chamomile?”).</p>
<p>The <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/local_search/">local search</a> method combines structured data from the knowledge graph with unstructured data from the input documents to augment the LLM context with relevant entity information at query time. It is well-suited for answering questions that require an understanding of specific entities mentioned in the input documents (e.g., “What are the healing properties of chamomile?”).</p>
<h2>Methodology</h2>
<pre class="mermaid">---&#10;title: Local Search Dataflow&#10;---&#10;%%{ init: { &#39;flowchart&#39;: { &#39;curve&#39;: &#39;step&#39; } } }%%&#10;flowchart LR&#10;&#10; uq[User Query] ---.1&#10; ch1[Conversation&lt;br/&gt;History]---.1&#10;&#10; .1--Entity&lt;br/&gt;Description&lt;br/&gt;Embedding--&gt; ee[Extracted Entities]&#10;&#10; ee[Extracted Entities] ---.2--Entity-Text&lt;br/&gt;Unit Mapping--&gt; ctu[Candidate&lt;br/&gt;Text Units]--Ranking + &lt;br/&gt;Filtering --&gt;ptu[Prioritized&lt;br/&gt;Text Units]---.3&#10; .2--Entity-Report&lt;br/&gt;Mapping--&gt; ccr[Candidate&lt;br/&gt;Community Reports]--Ranking + &lt;br/&gt;Filtering --&gt;pcr[Prioritized&lt;br/&gt;Community Reports]---.3&#10; .2--Entity-Entity&lt;br/&gt;Relationships--&gt; ce[Candidate&lt;br/&gt;Entities]--Ranking + &lt;br/&gt;Filtering --&gt;pe[Prioritized&lt;br/&gt;Entities]---.3&#10; .2--Entity-Entity&lt;br/&gt;Relationships--&gt; cr[Candidate&lt;br/&gt;Relationships]--Ranking + &lt;br/&gt;Filtering --&gt;pr[Prioritized&lt;br/&gt;Relationships]---.3&#10; .2--Entity-Covariate&lt;br/&gt;Mappings--&gt; cc[Candidate&lt;br/&gt;Covariates]--Ranking + &lt;br/&gt;Filtering --&gt;pc[Prioritized&lt;br/&gt;Covariates]---.3&#10; ch1 --&gt;ch2[Conversation History]---.3&#10; .3--&gt;res[Response]&#10;&#10; classDef green fill:#26B653,stroke:#333,stroke-width:2px,color:#fff;&#10; classDef turquoise fill:#19CCD3,stroke:#333,stroke-width:2px,color:#fff;&#10; classDef rose fill:#DD8694,stroke:#333,stroke-width:2px,color:#fff;&#10; classDef orange fill:#F19914,stroke:#333,stroke-width:2px,color:#fff;&#10; classDef purple fill:#B356CD,stroke:#333,stroke-width:2px,color:#fff;&#10; classDef invisible fill:#fff,stroke:#fff,stroke-width:0px,color:#fff, width:0px;&#10; class uq,ch1 turquoise&#10; class ee green&#10; class ctu,ccr,ce,cr,cc rose&#10; class ptu,pcr,pe,pr,pc,ch2 orange&#10; class res purple&#10; class .1,.2,.3 invisible&#10;&#10;&#10;</pre>
<p>Given a user query and, optionally, the conversation history, the local search method identifies a set of entities from the knowledge graph that are semantically-related to the user input. These entities serve as access points into the knowledge graph, enabling the extraction of further relevant details such as connected entities, relationships, entity covariates, and community reports. Additionally, it also extracts relevant text chunks from the raw input documents that are associated with the identified entities. These candidate data sources are then prioritized and filtered to fit within a single context window of pre-defined size, which is used to generate a response to the user query.</p>
<h2>Configuration</h2>
<p>Below are the key parameters of the <a href="../../../../python/graphrag/graphrag/query/structured_search/local_search/search.py">LocalSearch class</a>:</p>
<p>Below are the key parameters of the <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/local_search/search.py">LocalSearch class</a>:</p>
<ul>
<li><code>llm</code>: OpenAI model object to be used for response generation</li>
<li><code>context_builder</code>: <a href="../../../../python/graphrag/graphrag/query/structured_search/local_search/mixed_context.py">context builder</a> object to be used for preparing context data from collections of knowledge model objects</li>
<li><code>system_prompt</code>: prompt template used to generate the search response. Default template can be found at <a href="../../../../python/graphrag/graphrag/query/structured_search/local_search/system_prompt.py">system_prompt</a></li>
<li><code>context_builder</code>: <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/local_search/mixed_context.py">context builder</a> object to be used for preparing context data from collections of knowledge model objects</li>
<li><code>system_prompt</code>: prompt template used to generate the search response. Default template can be found at <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/local_search/system_prompt.py">system_prompt</a></li>
<li><code>response_type</code>: free-form text describing the desired response type and format (e.g., <code>Multiple Paragraphs</code>, <code>Multi-Page Report</code>)</li>
<li><code>llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call</li>
<li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <a href="../../../../python/graphrag/graphrag/query/structured_search/local_search/mixed_context.py"><code>context_builder</code></a> object when building context for the search prompt</li>
<li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/local_search/mixed_context.py"><code>context_builder</code></a> object when building context for the search prompt</li>
<li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li>
</ul>
<h2>How to Use</h2>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
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<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
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<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
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<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
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<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/" class="is-active" aria-current="page">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/" class="is-active" aria-current="page">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
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<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -308,17 +304,17 @@ p {
<main>
<h1>Question Generation ❔</h1>
<h2>Entity-based Question Generation</h2>
<p>The <a href="../../../../python/graphrag/graphrag/query/question_gen/">question generation</a> method combines structured data from the knowledge graph with unstructured data from the input documents to generate candidate questions related to specific entities.</p>
<p>The <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/question_gen/">question generation</a> method combines structured data from the knowledge graph with unstructured data from the input documents to generate candidate questions related to specific entities.</p>
<h2>Methodology</h2>
<p>Given a list of prior user questions, the question generation method uses the same context-building approach employed in <a href="1-local_search.md">local search</a> to extract and prioritize relevant structured and unstructured data, including entities, relationships, covariates, community reports and raw text chunks. These data records are then fitted into a single LLM prompt to generate candidate follow-up questions that represent the most important or urgent information content or themes in the data.</p>
<h2>Configuration</h2>
<p>Below are the key parameters of the <a href="../../../../python/graphrag/graphrag/query/question_gen/local_gen.py">Question Generation class</a>:</p>
<p>Below are the key parameters of the <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/question_gen/local_gen.py">Question Generation class</a>:</p>
<ul>
<li><code>llm</code>: OpenAI model object to be used for response generation</li>
<li><code>context_builder</code>: <a href="../../../../python/graphrag/graphrag/query/structured_search/local_search/mixed_context.py">context builder</a> object to be used for preparing context data from collections of knowledge model objects, using the same context builder class as in local search</li>
<li><code>system_prompt</code>: prompt template used to generate candidate questions. Default template can be found at <a href="../../../../python/graphrag/graphrag/query/question_gen/system_prompt.py">system_prompt</a></li>
<li><code>context_builder</code>: <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/local_search/mixed_context.py">context builder</a> object to be used for preparing context data from collections of knowledge model objects, using the same context builder class as in local search</li>
<li><code>system_prompt</code>: prompt template used to generate candidate questions. Default template can be found at <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/question_gen/system_prompt.py">system_prompt</a></li>
<li><code>llm_params</code>: a dictionary of additional parameters (e.g., temperature, max_tokens) to be passed to the LLM call</li>
<li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <a href="../../../../python/graphrag/graphrag/query/structured_search/local_search/mixed_context.py"><code>context_builder</code></a> object when building context for the question generation prompt</li>
<li><code>context_builder_params</code>: a dictionary of additional parameters to be passed to the <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/local_search/mixed_context.py"><code>context_builder</code></a> object when building context for the question generation prompt</li>
<li><code>callbacks</code>: optional callback functions, can be used to provide custom event handlers for LLM's completion streaming events</li>
</ul>
<h2>How to Use</h2>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
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</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
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</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
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</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
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</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/" class="is-active" aria-current="page">CLI</a>
<a href="/graphrag/posts/query/3-cli/" class="is-active" aria-current="page">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -386,7 +382,7 @@ entity_df <span class="token operator">=</span> entity_df<span class="token punc
entity_df<span class="token punctuation">[</span><span class="token string">"community"</span><span class="token punctuation">]</span> <span class="token operator">=</span> entity_df<span class="token punctuation">[</span><span class="token string">"community"</span><span class="token punctuation">]</span><span class="token punctuation">.</span>fillna<span class="token punctuation">(</span><span class="token operator">-</span><span class="token number">1</span><span class="token punctuation">)</span>
entity_df<span class="token punctuation">[</span><span class="token string">"community"</span><span class="token punctuation">]</span> <span class="token operator">=</span> entity_df<span class="token punctuation">[</span><span class="token string">"community"</span><span class="token punctuation">]</span><span class="token punctuation">.</span>astype<span class="token punctuation">(</span><span class="token builtin">int</span><span class="token punctuation">)</span>
entity_df <span class="token operator">=</span> entity_df<span class="token punctuation">.</span>groupby<span class="token punctuation">(</span><span class="token punctuation">[</span><span class="token string">"title"</span><span class="token punctuation">]</span><span class="token punctuation">)</span><span class="token punctuation">.</span>agg<span class="token punctuation">(</span><span class="token punctuation">{</span><span class="token string">"community"</span><span class="token punctuation">:</span> <span class="token string">"max"</span><span class="token punctuation">}</span><span class="token punctuation">)</span><span class="token punctuation">.</span>reset_index<span class="token punctuation">(</span><span class="token punctuation">)</span>
entity_df <span class="token operator">=</span> entity_df<span class="token punctuation">.</span>groupby<span class="token punctuation">(</span><span class="token punctuation">[</span><span class="token string">"title"</span><span class="token punctuation">]</span><span class="token punctuation">)</span><span class="token punctuation">.</span>agg<span class="token punctuation">(</span><span class="token punctuation">{</span><span class="token string">"community"</span><span class="token punctuation">:</span> <span class="token string">"max"</span><span class="token punctuation">}</span><span class="token punctuation">)</span><span class="token punctuation">.</span>resetindex<span class="token punctuation">(</span><span class="token punctuation">)</span>
entity_df<span class="token punctuation">[</span><span class="token string">"community"</span><span class="token punctuation">]</span> <span class="token operator">=</span> entity_df<span class="token punctuation">[</span><span class="token string">"community"</span><span class="token punctuation">]</span><span class="token punctuation">.</span>astype<span class="token punctuation">(</span><span class="token builtin">str</span><span class="token punctuation">)</span>
filtered_community_df <span class="token operator">=</span> entity_df<span class="token punctuation">.</span>rename<span class="token punctuation">(</span>columns<span class="token operator">=</span><span class="token punctuation">{</span><span class="token string">"community"</span><span class="token punctuation">:</span> <span class="token string">"community_id"</span><span class="token punctuation">}</span><span class="token punctuation">)</span><span class="token punctuation">[</span><span class="token string">"community_id"</span><span class="token punctuation">]</span><span class="token punctuation">.</span>drop_duplicates<span class="token punctuation">(</span><span class="token punctuation">)</span>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -381,7 +377,7 @@ entity_df<span class="token punctuation">[</span><span class="token string">"com
entity_df<span class="token punctuation">[</span><span class="token string">"rank"</span><span class="token punctuation">]</span> <span class="token operator">=</span> entity_df<span class="token punctuation">[</span><span class="token string">"rank"</span><span class="token punctuation">]</span><span class="token punctuation">.</span>astype<span class="token punctuation">(</span><span class="token builtin">int</span><span class="token punctuation">)</span>
<span class="token comment"># for duplicate entities, keep the one with the highest community level</span>
entity_df <span class="token operator">=</span> entity_df<span class="token punctuation">.</span>groupby<span class="token punctuation">(</span><span class="token punctuation">[</span><span class="token string">"name"</span><span class="token punctuation">,</span> <span class="token string">"rank"</span><span class="token punctuation">]</span><span class="token punctuation">)</span><span class="token punctuation">.</span>agg<span class="token punctuation">(</span><span class="token punctuation">{</span><span class="token string">"community"</span><span class="token punctuation">:</span> <span class="token string">"max"</span><span class="token punctuation">}</span><span class="token punctuation">)</span><span class="token punctuation">.</span>reset_index<span class="token punctuation">(</span><span class="token punctuation">)</span>
entity_df <span class="token operator">=</span> entity_df<span class="token punctuation">.</span>groupby<span class="token punctuation">(</span><span class="token punctuation">[</span><span class="token string">"name"</span><span class="token punctuation">,</span> <span class="token string">"rank"</span><span class="token punctuation">]</span><span class="token punctuation">)</span><span class="token punctuation">.</span>agg<span class="token punctuation">(</span><span class="token punctuation">{</span><span class="token string">"community"</span><span class="token punctuation">:</span> <span class="token string">"max"</span><span class="token punctuation">}</span><span class="token punctuation">)</span><span class="token punctuation">.</span>resetindex<span class="token punctuation">(</span><span class="token punctuation">)</span>
entity_df<span class="token punctuation">[</span><span class="token string">'community'</span><span class="token punctuation">]</span> <span class="token operator">=</span> entity_df<span class="token punctuation">[</span><span class="token string">'community'</span><span class="token punctuation">]</span><span class="token punctuation">.</span><span class="token builtin">apply</span><span class="token punctuation">(</span><span class="token keyword">lambda</span> x<span class="token punctuation">:</span> <span class="token punctuation">[</span><span class="token builtin">str</span><span class="token punctuation">(</span>x<span class="token punctuation">)</span><span class="token punctuation">]</span><span class="token punctuation">)</span>
entity_embedding_df <span class="token operator">=</span> pd<span class="token punctuation">.</span>read_parquet<span class="token punctuation">(</span><span class="token string-interpolation"><span class="token string">f"</span><span class="token interpolation"><span class="token punctuation">{</span>INPUT_DIR<span class="token punctuation">}</span></span><span class="token string">/</span><span class="token interpolation"><span class="token punctuation">{</span>ENTITY_EMBEDDING_TABLE<span class="token punctuation">}</span></span><span class="token string">.parquet"</span></span><span class="token punctuation">)</span>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/">Query</a>
<a href="/graphrag/posts/query/overview/">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/" class="is-active" aria-current="page">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/" class="is-active" aria-current="page">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -309,8 +305,8 @@ p {
<h1>Query Engine Notebooks</h1>
<p>For examples about running Query please refer to the following notebooks:</p>
<ul>
<li><a href="../global_search_nb">Global Search Notebook</a></li>
<li><a href="../local_search_nb">Local Search Notebook</a></li>
<li><a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search Notebook</a></li>
<li><a href="/graphrag/posts/query/notebooks/ocal_search_nb">Local Search Notebook</a></li>
</ul>
</main>

View File

@ -161,111 +161,107 @@ p {
<!-- Get Started Links -->
<li>
<a href="/graphrag/_posts/get_started/">Get Started</a>
<a href="/graphrag/posts/get_started/">Get Started</a>
<a href="/graphrag/_posts/developing/">Developing</a>
<a href="/graphrag/posts/developing/">Developing</a>
</li>
<!-- Indexing Links -->
<li>
<a href="/graphrag/_posts/_index/overview/">Indexing</a>
<a href="/graphrag/posts/index/overview/">Indexing</a>
<ul><li>
<a href="/graphrag/_posts/_index/0-architecture/">Architecture</a>
<a href="/graphrag/posts/index/0-architecture/">Architecture</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Overview</a>
<a href="/graphrag/posts/index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Overview</a>
</li><li>
<a href="/graphrag/_posts/_index/1-default_dataflow/">Dataflow</a>
</li><li>
<a href="/graphrag/_posts/_index/2-cli/">CLI</a>
<a href="/graphrag/posts/index/2-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/overview/">Workflows</a>
<a href="/graphrag/posts/index/workflows/overview/">Workflows</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_entity_graph/">create_base_entity_graph</a>
<a href="/graphrag/posts/index/workflows/create_base_documents/">create_base_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_covariates/">create_final_covariates</a>
<a href="/graphrag/posts/index/workflows/create_final_communities/">create_final_communities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_entities/">create_final_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_community_reports/">create_final_community_reports</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_text_units/">create_final_text_units</a>
<a href="/graphrag/posts/index/workflows/create_final_relationships/">create_final_relationships</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_documents/">create_base_documents</a>
<a href="/graphrag/posts/index/workflows/create_summarized_entities/">create_summarized_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
<a href="/graphrag/posts/index/workflows/create_base_entity_graph/">create_base_entity_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_base_text_units/">create_base_text_units</a>
<a href="/graphrag/posts/index/workflows/create_base_extracted_entities/">create_base_extracted_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_communities/">create_final_communities</a>
<a href="/graphrag/posts/index/workflows/create_base_text_units/">create_base_text_units</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_documents/">create_final_documents</a>
<a href="/graphrag/posts/index/workflows/create_final_covariates/">create_final_covariates</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_nodes/">create_final_nodes</a>
<a href="/graphrag/posts/index/workflows/create_final_documents/">create_final_documents</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_relationships/">create_final_relationships</a>
<a href="/graphrag/posts/index/workflows/create_final_entities/">create_final_entities</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_summarized_entities/">create_summarized_entities</a>
<a href="/graphrag/posts/index/workflows/create_final_nodes/">create_final_nodes</a>
</li><li>
<a href="/graphrag/_posts/_index/_workflows/create_final_community_reports/">create_final_community_reports</a>
<a href="/graphrag/posts/index/workflows/create_final_text_units/">create_final_text_units</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_index/_verbs/overview/">Verbs</a>
<a href="/graphrag/posts/index/verbs/overview/">Verbs</a>
<ul hidden=""><li>
<a href="/graphrag/_posts/_index/_verbs/genid/">genid</a>
<a href="/graphrag/posts/index/verbs/genid/">genid</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/spread_json/">spread_json</a>
<a href="/graphrag/posts/index/verbs/spread_json/">spread_json</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/aggregate/">aggregate</a>
<a href="/graphrag/posts/index/verbs/unzip/">unzip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/concat/">concat</a>
<a href="/graphrag/posts/index/verbs/zip/">zip</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge/">merge</a>
<a href="/graphrag/posts/index/verbs/aggregate/">aggregate</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unzip/">unzip</a>
<a href="/graphrag/posts/index/verbs/concat/">concat</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/zip/">zip</a>
<a href="/graphrag/posts/index/verbs/merge/">merge</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/chunk/">chunk</a>
<a href="/graphrag/posts/index/verbs/text_replace/">text_replace</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_replace/">text_replace</a>
<a href="/graphrag/posts/index/verbs/text_split/">text_split</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/text_split/">text_split</a>
<a href="/graphrag/posts/index/verbs/chunk/">chunk</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/create_graph/">create_graph</a>
<a href="/graphrag/posts/index/verbs/create_graph/">create_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/unpack_graph/">unpack_graph</a>
<a href="/graphrag/posts/index/verbs/unpack_graph/">unpack_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/layout_graph/">layout_graph</a>
<a href="/graphrag/posts/index/verbs/layout_graph/">layout_graph</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/cluster_graph/">cluster_graph</a>
<a href="/graphrag/posts/index/verbs/merge_graphs/">merge_graphs</a>
</li><li>
<a href="/graphrag/_posts/_index/_verbs/merge_graphs/">merge_graphs</a>
<a href="/graphrag/posts/index/verbs/cluster_graph/">cluster_graph</a>
</li></ul>
</li>
<li>
<a href="/graphrag/_posts/_config/overview/">Configuration</a>
<a href="/graphrag/posts/config/overview/">Configuration</a>
<ul>
<li>
<a href="/graphrag/_posts/_config/env_vars">Using Env Vars</a>
<a href="/graphrag/posts/config/env_vars">Using Env Vars</a>
</li>
<li>
<a href="/graphrag/_posts/_config/json_yaml">Using JSON or YAML</a>
<a href="/graphrag/posts/config/json_yaml">Using JSON or YAML</a>
</li>
<li>
<a href="/graphrag/_posts/_config/custom">Fully Custom</a>
<a href="/graphrag/posts/config/custom">Fully Custom</a>
</li>
</ul>
</li>
@ -276,26 +272,26 @@ p {
<!-- Query Links -->
<li>
<a href="/graphrag/_posts/_query/overview/" class="is-active" aria-current="page">Query</a>
<a href="/graphrag/posts/query/overview/" class="is-active" aria-current="page">Query</a>
<ul><li>
<a href="/graphrag/_posts/_query/0-global_search/">Global Search</a>
<a href="/graphrag/posts/query/0-global_search/">Global Search</a>
</li><li>
<a href="/graphrag/_posts/_query/1-local_search/">Local Search</a>
<a href="/graphrag/posts/query/1-local_search/">Local Search</a>
</li><li>
<a href="/graphrag/_posts/_query/2-question_generation/">Question Generation</a>
<a href="/graphrag/posts/query/2-question_generation/">Question Generation</a>
</li><li>
<a href="/graphrag/_posts/_query/3-cli/">CLI</a>
<a href="/graphrag/posts/query/3-cli/">CLI</a>
</li><li>
<a href="/graphrag/_posts/_query/notebooks/overview/">Notebooks</a>
<a href="/graphrag/posts/query/notebooks/overview/">Notebooks</a>
<ul>
<li>
<a href="/graphrag/_posts/_query/notebooks/global_search_nb">Global Search</a>
<a href="/graphrag/posts/query/notebooks/global_search_nb">Global Search</a>
</li>
<li>
<a href="/graphrag/_posts/_query/notebooks/local_search_nb">Local Search</a>
<a href="/graphrag/posts/query/notebooks/local_search_nb">Local Search</a>
</li>
</ul>
</li>
@ -307,7 +303,7 @@ p {
<!-- Main Content -->
<main>
<h1>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>).
<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="/graphrag/posts/index/overview">Indexing Pipeline</a>).
It is responsible for the following tasks:</p>
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<li><a href="#local-search">Local Search</a></li>
@ -316,13 +312,13 @@ It is responsible for the following tasks:</p>
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<h2>Local Search</h2>
<p>Local search method generates answers by combining relevant data from the AI-extracted knowledge-graph with text chunks of the raw documents. This method is suitable for questions that require an understanding of specific entities mentioned in the documents (e.g. What are the healing properties of chamomile?).</p>
<p>For more details about how Local Search works please refer to the <a href="../1-local_search">Local Search</a> documentation.</p>
<p>For more details about how Local Search works please refer to the <a href="/graphrag/posts/query/1-local_search">Local Search</a> documentation.</p>
<h2>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="../0-global_search">Global Search</a> documentation.</p>
<p>More about this can be checked at the <a href="/graphrag/posts/query/0-global_search">Global Search</a> documentation.</p>
<h2>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="../2-question_generation">Question Generation</a> documentation page.</p>
<p>Information about how question generation works can be found at the <a href="/graphrag/posts/query/2-question_generation">Question Generation</a> documentation page.</p>
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