Deploying to gh-pages from @ microsoft/graphrag@e0840a2dc4 🚀

config/json_yaml/index.html

@@ -1402,7 +1402,7 @@
 <li><code>api_version</code> <strong>str</strong> - The API version</li>
 <li><code>organization</code> <strong>str</strong> - The client organization.</li>
 <li><code>proxy</code> <strong>str</strong> - The proxy URL to use.</li>
-<li><code>cognitive_services_endpoint</code> <strong>str</strong> - The url endpoint for cognitive services.</li>
+<li><code>audience</code> <strong>str</strong> - (Azure OpenAI only) The URI of the target Azure resource/service for which a managed identity token is requested. Used if <code>api_key</code> is not defined. Default=<code>https://cognitiveservices.azure.com/.default</code></li>
 <li><code>deployment_name</code> <strong>str</strong> - The deployment name to use (Azure).</li>
 <li><code>model_supports_json</code> <strong>bool</strong> - Whether the model supports JSON-mode output.</li>
 <li><code>tokens_per_minute</code> <strong>int</strong> - Set a leaky-bucket throttle on tokens-per-minute.</li>
@@ -1430,9 +1430,17 @@
 <li><code>parallelization</code> (see Parallelization top-level config)</li>
 <li><code>async_mode</code> (see Async Mode top-level config)</li>
 <li><code>batch_size</code> <strong>int</strong> - The maximum batch size to use.</li>
-<li><code>batch_max_tokens</code> <strong>int</strong> - The maximum batch #-tokens.</li>
+<li><code>batch_max_tokens</code> <strong>int</strong> - The maximum batch # of tokens.</li>
 <li><code>target</code> <strong>required|all</strong> - Determines which set of embeddings to emit.</li>
 <li><code>skip</code> <strong>list[str]</strong> - Which embeddings to skip.</li>
+<li><code>vector_store</code> <strong>dict</strong> - The vector store to use. Configured for lancedb by default.</li>
+<li><code>type</code> <strong>str</strong> - <code>lancedb</code> or <code>azure_ai_search</code>. Default=<code>lancedb</code></li>
+<li><code>db_uri</code> <strong>str</strong> (only for lancedb) - The database uri. Default=<code>storage.base_dir/lancedb</code></li>
+<li><code>url</code> <strong>str</strong> (only for AI Search) - AI Search endpoint</li>
+<li><code>api_key</code> <strong>str</strong> (optional - only for AI Search) - The AI Search api key to use.</li>
+<li><code>audience</code> <strong>str</strong> (only for AI Search) - Audience for managed identity token if managed identity authentication is used.</li>
+<li><code>overwrite</code> <strong>bool</strong> (only used at index creation time) - Overwrite collection if it exist. Default=<code>True</code></li>
+<li><code>collection_name</code> <strong>str</strong> - The name of a vector collection. Default=<code>entity_description_embeddings</code></li>
 <li><code>strategy</code> <strong>dict</strong> - Fully override the text-embedding strategy.</li>
 </ul>
 <h2 id="chunks">chunks</h2>
@@ -1547,7 +1555,7 @@
 <li><code>top_level_nodes</code> <strong>bool</strong> - Emit top-level-node snapshots.</li>
 </ul>
 <h2 id="encoding_model">encoding_model</h2>
-<p><strong>str</strong> - The text encoding model to use. Default is <code>cl100k_base</code>.</p>
+<p><strong>str</strong> - The text encoding model to use. Default=<code>cl100k_base</code>.</p>
 <h2 id="skip_workflows">skip_workflows</h2>
 <p><strong>list[str]</strong> - Which workflow names to skip.</p>
 

examples_notebooks/global_search/index.html

@@ -2531,15 +2531,15 @@ print(result.response)</div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
 <pre>### Major Conflict
 
-The central conflict in the story revolves around the Paranormal Military Squad's mission to establish contact with extraterrestrial intelligence. This mission involves deciphering alien signals and managing the potential implications of first contact. The conflict is marked by the secrecy and high stakes associated with the mission, as well as the challenges posed by the unknown nature of the extraterrestrial entities [Data: Reports (4, 5, 2, 3, 0)].
+The central conflict in the story revolves around the Paranormal Military Squad's mission to establish contact with extraterrestrial intelligence. This involves deciphering alien signals and managing the potential implications of first contact. The mission is characterized by its secrecy and high stakes, as well as the challenges posed by the unknown nature of the extraterrestrial entities. The team must navigate these uncertainties and potential threats as they work towards their goal [Data: Reports (4, 5, 2, 3, 0)].
 
 ### Protagonists
 
-The protagonists are the members of the Paranormal Military Squad, which includes key figures such as Taylor Cruz, Dr. Jordan Hayes, Alex Mercer, and Sam Rivera. These individuals play crucial roles in the mission, contributing their expertise in leadership, signal decryption, and communication with extraterrestrial beings [Data: Reports (4, 5, 2, 3, 0)].
+The protagonists are the key members of the Paranormal Military Squad, including Taylor Cruz, Dr. Jordan Hayes, Alex Mercer, and Sam Rivera. Each of these individuals plays a crucial role in the mission, bringing their expertise in leadership, signal decryption, diplomatic engagement, and technical innovation to the forefront. Their combined efforts are essential in tackling the challenges posed by the mission [Data: Reports (4, 5, 2, 3, 0)].
 
 ### Antagonist
 
-The antagonist in the story is not a single entity or character. Instead, it may be considered the unknown and potentially threatening nature of the extraterrestrial signals and the challenges they present to the Paranormal Military Squad's mission [Data: Reports (4, 5, 2, 3, 0)].
+There is no clear antagonist in the traditional sense. Instead, the conflict primarily involves the challenges and uncertainties associated with extraterrestrial communication and the potential risks it poses. The antagonist could be interpreted as the unknown and potentially threatening nature of the extraterrestrial entities or the obstacles faced by the team in achieving their mission [Data: Reports (4, 5, 2, 3, 0)].
 </pre>
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 </div>
@@ -2690,7 +2690,7 @@ print(f"LLM calls: {result.llm_calls}. LLM tokens: {result.prompt_tokens}")</div
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-<pre>LLM calls: 2. LLM tokens: 5274
+<pre>LLM calls: 2. LLM tokens: 5283
 </pre>
 </div>
 </div>

examples_notebooks/local_search/index.html

@@ -2347,7 +2347,7 @@ entity_df.head()</div>
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-<pre>[2024-10-21T18:05:01Z WARN  lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/entity_description_embeddings.lance, it will be created
+<pre>[2024-10-21T20:58:06Z WARN  lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/entity_description_embeddings.lance, it will be created
 </pre>
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@@ -3335,21 +3335,21 @@ print(result.response)</div>
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 <pre>### Overview of Agent Alex Mercer
 
-Agent Alex Mercer is a central figure within the Paranormal Military Squad Team at Dulce Base, where he plays a pivotal role in the team's operations and mission objectives. His responsibilities are multifaceted, encompassing leadership, strategic oversight, and direct involvement in the analysis and interpretation of extraterrestrial signals. Mercer's military background and experience are crucial to his role, as he guides the team through complex scenarios involving potential first contact with alien intelligence [Data: Entities (0, 209); Relationships (5, 8, 6)].
+Agent Alex Mercer is a central figure within the Paranormal Military Squad Team at Dulce Base, where he plays a pivotal role in the team's operations and mission objectives. His responsibilities are multifaceted, encompassing leadership, strategic oversight, and direct involvement in the analysis and interpretation of extraterrestrial signals. Mercer's military background and experience are crucial to his role, as he guides the team through complex scenarios involving potential first contact with alien intelligence [Data: Entities (0, 209); Relationships (5, 8, 65)].
 
 ### Leadership and Responsibilities
 
-As a leader, Alex Mercer is instrumental in directing the Paranormal Military Squad's efforts to engage with extraterrestrial intelligence. His leadership style is characterized by a mix of caution and anticipation, reflecting the gravity of the mission at hand. Mercer is responsible for ensuring a cautious approach to interspecies communication, unraveling galactic mysteries, and engaging with alien signals. His role involves not only overseeing the team but also participating in the decryption and analysis of alien messages, which are critical to understanding extraterrestrial societies [Data: Entities (0); Claims (73, 82, 67)].
+As a leader, Alex Mercer is instrumental in overseeing the Paranormal Military Squad's efforts to engage with extraterrestrial intelligence. His leadership style is characterized by a mix of caution and anticipation, reflecting the gravity of the mission at hand. Mercer is responsible for ensuring a cautious approach to interspecies communication and unraveling galactic mysteries, which involves both strategic planning and hands-on participation in decryption efforts [Data: Entities (0); Relationships (5, 6, 8)].
 
 ### Collaboration and Team Dynamics
 
-Agent Mercer works closely with other key members of the team, such as Dr. Jordan Hayes, with whom he shares a mutual respect and understanding of the mission's significance. Their collaboration focuses on decrypting and communicating with extraterrestrial intelligence, highlighting the importance of teamwork in achieving their objectives. Mercer also interacts with other team members like Sam Rivera and Taylor Cruz, fostering a collaborative environment that is essential for the success of their mission [Data: Relationships (1, 4, 26, 67); Reports (0)].
+Agent Mercer works closely with other key members of the team, such as Dr. Jordan Hayes, with whom he collaborates on deciphering alien signals and managing interspecies communication. Their partnership is built on mutual respect and recognition of each other's analytical skills, which is essential for the success of their mission. Additionally, Mercer interacts with other team members like Sam Rivera and Taylor Cruz, highlighting his role in fostering teamwork and collaboration within the squad [Data: Reports (0); Relationships (1, 4, 26, 67)].
 
-### Strategic Approach and Challenges
+### Involvement in Extraterrestrial Communication
 
-Mercer's strategic approach to the mission involves balancing the need for caution with the potential for groundbreaking discoveries. He is aware of the complexities and potential risks associated with extraterrestrial contact, and he emphasizes the importance of understanding and engaging with alien signals. This strategic foresight is crucial as the team navigates the challenges of deciphering alien code and preparing for first contact scenarios [Data: Claims (50, 57, 60); Reports (0)].
+Mercer's involvement in the decryption and analysis of alien signals is a significant aspect of his role. He is seen as a key figure in establishing contact and dialogue with alien intelligence, acting as a representative of humanity. This responsibility underscores the importance of his work in the broader context of interstellar communication and exploration [Data: Claims (73, 82); Reports (0)].
 
-In summary, Agent Alex Mercer is a key leader within the Paranormal Military Squad Team, guiding the team through the intricacies of extraterrestrial communication and ensuring that their mission is conducted with strategic foresight and caution. His collaboration with team members and his leadership in the face of potential first contact highlight his critical role in the team's efforts at Dulce Base.
+In summary, Agent Alex Mercer is a vital member of the Paranormal Military Squad Team, whose leadership and expertise are crucial to the team's mission of engaging with extraterrestrial intelligence. His role involves a delicate balance of strategic oversight, collaboration, and direct involvement in the analysis of alien signals, making him a central figure in the unfolding narrative of human-alien relations.
 </pre>
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@@ -3395,21 +3395,21 @@ print(result.response)</div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
 <pre>## Overview of Dr. Jordan Hayes
 
-Dr. Jordan Hayes is a prominent member of the Paranormal Military Squad Team stationed at Dulce Base. Their primary role involves deciphering alien code and interpreting extraterrestrial patterns, which are crucial for the team's mission of understanding and interacting with extraterrestrial entities [Data: Entities (104, 2); Reports (0)]. Dr. Hayes is known for their analytical mindset and skepticism, which they balance with a willingness to explore new possibilities during their mission [Data: Entities (124); Claims (12)].
+Dr. Jordan Hayes is a prominent member of the Paranormal Military Squad, a specialized team stationed at Dulce Base. This team is dedicated to the analysis and interpretation of extraterrestrial signals and patterns, with Dr. Hayes playing a crucial role in deciphering alien code and facilitating interspecies communication [Data: Entities (104, 2); Reports (0)].
 
-## Role and Contributions
+## Role and Expertise
 
-Dr. Hayes plays a pivotal role in the Paranormal Military Squad's efforts to communicate with alien intelligence. This involves isolating signal harmonics, decrypting alien messages, and interpreting alien signals for further analysis [Data: Entities (2, 192, 180)]. Their expertise in decryption algorithms and signal analysis is vital to the team's mission, as they work on deciphering extraterrestrial signals and engaging in interstellar communication [Data: Entities (166, 180); Claims (68, 79)].
+Dr. Hayes is known for their analytical mindset and expertise in decryption algorithms, which are essential for interpreting alien signals. Their work involves isolating signal harmonics and decrypting alien messages, which are critical components of the team's mission to understand and interact with extraterrestrial entities [Data: Entities (2, 180, 192, 166); Claims (61, 68, 79)]. Dr. Hayes's focus on empirical evidence and adaptability is a key aspect of their approach to the complex challenges posed by extraterrestrial communication [Data: Entities (2); Claims (12)].
 
-## Collaboration and Relationships
+## Contributions to the Paranormal Military Squad
 
-Dr. Hayes collaborates closely with other team members, including Agent Alex Mercer, Sam Rivera, and Taylor Cruz. Their partnership with Alex Mercer is particularly significant, as they work together on managing interspecies communication and interpreting signals crucial to the team's operations [Data: Relationships (1, 4, 26, 67); Reports (0)]. Despite occasional differing views with Taylor Cruz, their collaboration is essential for the success of the mission [Data: Relationships (9, 15)].
+Within the Paranormal Military Squad, Dr. Hayes collaborates closely with other team members, including Agent Alex Mercer, to manage interspecies communication and analyze extraterrestrial patterns. Their partnership is marked by mutual respect and a shared commitment to the mission's objectives [Data: Relationships (1, 4, 26, 67); Reports (0)]. Dr. Hayes's work is pivotal in the team's efforts to prepare for potential first contact scenarios and to decipher alien signals that could represent both threats and opportunities for untapped wisdom [Data: Reports (0); Claims (84)].
 
 ## Scientific Breakthroughs and Challenges
 
-Dr. Hayes is on the verge of a scientific breakthrough, as they analyze evolving alien signals and consider the implications of a tandem evolution with extraterrestrial intelligence [Data: Claims (49, 74)]. They have discovered hidden technology and deciphered extraterrestrial patterns that could represent potential threats or untapped wisdom, highlighting the complex nature of their mission [Data: Claims (18, 84)].
+Dr. Hayes is on the verge of significant scientific breakthroughs, as they analyze evolving alien signals and consider the implications of these patterns. Their work suggests a potential tandem evolution with extraterrestrial intelligence, highlighting the profound impact of their research on the understanding of alien thought patterns and communication [Data: Claims (49, 74)]. Despite the challenges, Dr. Hayes remains focused on the mission, contemplating the skepticism and the need to accept other possibilities as they navigate the unknown [Data: Claims (12, 54)].
 
-In summary, Dr. Jordan Hayes is a central figure in the Paranormal Military Squad's mission at Dulce Base, contributing significantly to the understanding and communication with extraterrestrial entities. Their analytical skills, collaboration with team members, and potential scientific breakthroughs underscore their importance in the team's efforts to navigate the complexities of interstellar communication.
+In summary, Dr. Jordan Hayes is a central figure in the Paranormal Military Squad's mission to engage with extraterrestrial intelligence. Their expertise in signal analysis and decryption, combined with their analytical approach, makes them an invaluable asset to the team as they explore the frontiers of interstellar communication and diplomacy.
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@@ -3971,7 +3971,7 @@ print(candidate_questions.response)</div>
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-<pre>['- What is the role of Alex Mercer in Operation: Dulce?', '- How does the Paranormal Military Squad interact with extraterrestrial intelligence at Dulce Base?', '- What are the main objectives of Operation: Dulce?', '- How does the environment of Dulce Military Base affect the team members?', '- What challenges does the Paranormal Military Squad face during their mission at Dulce Base?']
+<pre>['- What is the role of Alex Mercer in Operation: Dulce?', '- How does the Paranormal Military Squad interact with extraterrestrial intelligence at Dulce Base?', '- What are the main objectives of Operation: Dulce?', '- How does the environment of the Dulce Military Base affect the team members?', '- What is the significance of New Mexico in the context of Operation: Dulce?']
 </pre>
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