Deploying to gh-pages from @ microsoft/graphrag@1557ce34f9 🚀

examples_notebooks/global_search/index.html

@@ -2543,15 +2543,15 @@ print(result.response)</div>
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 <pre>### Major Conflict
 
-The central conflict in the story revolves around the Paranormal Military Squad's mission to establish contact with extraterrestrial intelligence. This involves deciphering alien signals and managing the potential implications of first contact. The mission is characterized by its secrecy and high stakes, as well as the challenges posed by the unknown nature of the extraterrestrial entities [Data: Reports (4, 5, 2, 3)].
+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 squad must navigate these uncertainties and the potential risks associated with engaging with an alien presence [Data: Reports (4, 5, 2, 3, 0)].
 
 ### Protagonists
 
-The protagonists are the key members of the Paranormal Military Squad, including Taylor Cruz, Dr. Jordan Hayes, Alex Mercer, and Sam Rivera. Each of these individuals plays a crucial role in the mission, contributing their expertise in leadership, signal decryption, diplomatic engagement, and technical innovation [Data: Reports (4, 5, 2, 3)].
+The protagonists of the story are the key members of the Paranormal Military Squad. This includes Taylor Cruz, Dr. Jordan Hayes, Alex Mercer, and Sam Rivera. Each of these individuals plays a pivotal role in the mission, contributing their unique expertise to the squad's efforts in extraterrestrial communication and engagement. Their collaboration and problem-solving skills are central to the narrative as they work together to achieve their mission objectives [Data: Reports (4, 5, 2, 3, 0)].
 
 ### Antagonist
 
-There is no clear antagonist identified in the data provided. The conflict appears to be more about the challenges and uncertainties of engaging with extraterrestrial intelligence rather than a direct opposition from a specific antagonist [Data: Reports (4, 5, 2, 3)].
+Interestingly, the story does not feature a clear antagonist in the traditional sense. Instead, the conflict is driven by the challenges and uncertainties associated with extraterrestrial contact rather than a specific opposing force. The narrative focuses on the internal and external challenges faced by the Paranormal Military Squad as they navigate the complexities of their mission [Data: Reports (4, 5, 2, 3, 0)].
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@@ -2702,7 +2702,7 @@ print(f"LLM calls: {result.llm_calls}. LLM tokens: {result.prompt_tokens}")</div
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-<pre>LLM calls: 2. LLM tokens: 5251
+<pre>LLM calls: 2. LLM tokens: 5274
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examples_notebooks/local_search/index.html

@@ -2359,7 +2359,7 @@ entity_df.head()</div>
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-<pre>[2024-11-05T18:11:22Z WARN  lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/entity.description.lance, it will be created
+<pre>[2024-11-05T20:16:58Z WARN  lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/entity.description.lance, it will be created
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@@ -3347,21 +3347,21 @@ 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, 65)].
+Agent Alex Mercer is a key figure within the Paranormal Military Squad Team at Dulce Base, where he plays a significant leadership role. His responsibilities include overseeing operations and making critical decisions during potential first contact scenarios with extraterrestrial intelligence. Mercer's military background equips him with the skills necessary to guide his team through complex interspecies communication efforts and the decryption of alien signals [Data: Entities (0, 209); Relationships (5, 8, 65)].
 
-### Leadership and Responsibilities
+### Role and Responsibilities
 
-As a leader, Alex Mercer is instrumental in overseeing the team's efforts to engage with extraterrestrial intelligence. His role involves ensuring a cautious and strategic approach to interspecies communication, which is vital for the success of their mission. Mercer is responsible for guiding the team's response to extraterrestrial contact, emphasizing the importance of understanding and engaging with alien signals. His leadership is characterized by a mix of concern and anticipation, reflecting the gravity of the mission at hand [Data: Entities (0); Relationships (5, 6, 8)].
+Mercer is deeply involved in the analysis of paranormal activities and the operational aspects of Dulce Base's command center. His role extends to ensuring a cautious approach to interspecies communication, unraveling galactic mysteries, and engaging with alien signals. As a leader, he is responsible for guiding the team's response to extraterrestrial contact, emphasizing the importance of understanding and engaging with the signals [Data: Entities (0, 209); Claims (73, 82)].
 
 ### Collaboration and Team Dynamics
 
-Agent Mercer works closely with other key members of the Paranormal Military Squad, such as Dr. Jordan Hayes and Sam Rivera. His collaboration with Dr. Hayes is particularly significant, as they jointly focus on decrypting and communicating with extraterrestrial intelligence. This partnership is built on mutual respect and recognition of each other's analytical skills, which are essential for the team's success. Mercer's interactions with Sam Rivera highlight the importance of intuition and trust in addition to technology for the mission's success [Data: Reports (0); Relationships (1, 2, 4, 26, 67)].
+Agent Mercer works closely with other key members of the Paranormal Military Squad, such as Dr. Jordan Hayes. Their collaboration focuses on decrypting and communicating with extraterrestrial intelligence, highlighting a mutual respect for each other's analytical skills. This partnership is crucial for the success of their mission, as they navigate the complexities of alien communication [Data: Relationships (1, 4, 26, 67)].
 
-### Involvement in Extraterrestrial Communication
+### Challenges and Strategic Approach
 
-Mercer's involvement in the decryption and analysis of alien signals is a critical aspect of his role. He is seen as a key figure in establishing contact and dialogue with alien intelligence, acting as a representative of humanity. This responsibility underscores the significance of his work, as the team navigates the complexities of communicating with beings from other worlds. Mercer's efforts are not only focused on overseeing the team but also on unraveling galactic mysteries and engaging with alien signals [Data: Claims (73, 82); Reports (0)].
+Mercer faces the challenge of balancing the need for technological solutions with the importance of intuition and trust within his team. He discusses these aspects with colleagues like Agent Sam Rivera, emphasizing the psychological complexities of their mission. Mercer's leadership is characterized by a diplomatic approach to potential extraterrestrial contact, ensuring that the engagement is handled with strategic foresight [Data: Claims (8, 50); Sources (9)].
 
-In summary, Agent Alex Mercer is a vital member of the Paranormal Military Squad Team, whose leadership and expertise are crucial in guiding the team through the challenges of extraterrestrial communication and potential first contact scenarios. His role is marked by a strategic approach, collaboration with key team members, and a deep involvement in the analysis of alien signals.
+In summary, Agent Alex Mercer is a pivotal leader within the Paranormal Military Squad, guiding his team through the intricacies of extraterrestrial communication and ensuring a strategic approach to potential first contact scenarios. His collaboration with team members and his balanced strategy underscore his critical role in the mission at Dulce Base.
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-<pre>### Overview of Dr. Jordan Hayes
+<pre>## Overview of Dr. Jordan Hayes
 
-Dr. Jordan Hayes is a prominent member of the Paranormal Military Squad, a specialized team based at Dulce Base, dedicated to the study and communication with extraterrestrial entities. Dr. Hayes plays a crucial role in the team's mission, focusing on deciphering alien code and interpreting extraterrestrial patterns. This expertise is vital to the squad's efforts in understanding and interacting with alien intelligence [Data: Entities (104, 2); Reports (0)].
+Dr. Jordan Hayes is a prominent member of the Paranormal Military Squad, a specialized team based at Dulce Base, dedicated to the study and communication with extraterrestrial entities. Dr. Hayes plays a crucial role in the team's mission, focusing on deciphering alien code and interpreting extraterrestrial patterns. This expertise is vital to the squad's efforts to understand and interact with alien intelligence [Data: Entities (104, 2); Reports (0)].
 
-### Role and Responsibilities
+## Role and Responsibilities
 
-Dr. Hayes is deeply involved in the analysis and interpretation of alien signals, which includes isolating signal harmonics, decrypting alien messages, and interpreting these signals for further analysis. This work is central to the team's operations at Dulce Base, where Dr. Hayes collaborates closely with other team members, such as Agent Alex Mercer, to manage interspecies communication [Data: Entities (2, 166, 192); Relationships (1, 4, 26, 67)].
+Dr. Hayes is deeply involved in the analysis and interpretation of alien signals, which includes isolating signal harmonics and decrypting alien messages. This work is central to the team's operations at Dulce Base, where they aim to establish interspecies communication. Dr. Hayes' analytical mindset and expertise in decryption algorithms are pivotal in deciphering extraterrestrial signals, which is a cornerstone of the team's mission [Data: Entities (2, 166, 180); Claims (61, 68, 79)].
 
-### Expertise and Approach
+## Collaboration and Team Dynamics
 
-Known for an analytical and skeptical mindset, Dr. Hayes emphasizes empirical evidence and adaptability in the face of the unknown. This approach is particularly evident in their work on decryption algorithms and signal analysis, which are crucial for deciphering extraterrestrial communications. Dr. Hayes' role is pivotal in the team's focus on analyzing and interpreting alien signals, which is a cornerstone of their operation at Dulce Base [Data: Entities (2, 180, 124); Claims (12, 54, 68)].
+Dr. Hayes works closely with other key members of the Paranormal Military Squad, such as Agent Alex Mercer. Their collaboration is essential for managing interspecies communication and interpreting alien signals. The mutual respect and understanding between Dr. Hayes and Agent Mercer highlight the importance of teamwork in achieving the squad's objectives. Additionally, Dr. Hayes collaborates with colleagues like Sam Rivera and Taylor Cruz, further emphasizing the collective effort required to decipher alien code and prepare for first contact [Data: Reports (0); Relationships (1, 4, 21, 9)].
 
-### Collaboration and Impact
+## Scientific Contributions and Challenges
 
-Dr. Hayes works closely with colleagues such as Sam Rivera and Taylor Cruz, contributing to the team's collective effort in deciphering alien code and preparing for first contact. The collaboration with Agent Alex Mercer is particularly significant, as they share a mutual respect and understanding of each other's strengths and the mission's significance. This teamwork is essential for the success of the Paranormal Military Squad's objectives [Data: Reports (0); Relationships (21, 9, 1, 4, 67)].
+Dr. Hayes is known for their analytical and skeptical approach, emphasizing empirical evidence and adaptability in the face of the unknown. This skepticism is evident in their contemplation of potential data and evidence that could be discovered during the mission. Dr. Hayes' work on deciphering alien patterns is not only about understanding potential threats but also about uncovering untapped wisdom, which could lead to significant scientific breakthroughs [Data: Claims (12, 49, 84); Sources (5)].
 
-### Scientific Breakthroughs and Challenges
-
-Dr. Hayes is on the verge of a scientific breakthrough, as their work involves deciphering alien code that could reveal extraterrestrial thought patterns. This endeavor is not without its challenges, as Dr. Hayes must navigate the complexities of evolving alien signals and the potential implications of these communications. The discovery of hidden technology and the analysis of extraterrestrial patterns suggest that Dr. Hayes' contributions are critical to the team's success and the broader understanding of alien intelligence [Data: Reports (0); Claims (18, 49, 74, 84)].
-
-In summary, Dr. Jordan Hayes is a key figure in the Paranormal Military Squad, bringing a critical and methodical approach to the team's extraordinary endeavors in extraterrestrial communication and analysis. Their work at Dulce Base is instrumental in advancing humanity's understanding of alien entities and preparing for potential interstellar interactions.
+In summary, Dr. Jordan Hayes is a central figure in the Paranormal Military Squad's efforts to engage with extraterrestrial intelligence. Their expertise in alien code deciphering and signal analysis is crucial to the team's mission at Dulce Base, and their collaborative efforts with other team members underscore the importance of teamwork in this groundbreaking endeavor.
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@@ -3987,7 +3983,7 @@ 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 engage 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?']
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query/drift_search/index.html

@@ -1447,8 +1447,10 @@
 <p>DRIFT search (Dynamic Reasoning and Inference with Flexible Traversal) builds upon Microsoft’s GraphRAG technique, combining characteristics of both global and local search to generate detailed responses in a method that balances computational costs with quality outcomes using our <a href="https://github.com/microsoft/graphrag/blob/main//graphrag/query/structured_search/drift_search/">drift search</a> method.</p>
 <h2 id="methodology">Methodology</h2>
 <p align="center">
-<img src="img/drift-search-diagram.png" alt="Figure 1. An entire DRIFT search hierarchy highlighting the three core phases of the DRIFT search process. A (Primer): DRIFT compares the user’s query with the top K most semantically relevant community reports, generating a broad initial answer and follow-up questions to steer further exploration. B (Follow-Up): DRIFT uses local search to refine queries, producing additional intermediate answers and follow-up questions that enhance specificity, guiding the engine towards context-rich information. A glyph on each node in the diagram shows the confidence the algorithm has to continue the query expansion step.  C (Output Hierarchy): The final output is a hierarchical structure of questions and answers ranked by relevance, reflecting a balanced mix of global insights and local refinements, making the results adaptable and comprehensive." width="450" align="center" />
+<img src="../../img/drift-search-diagram.png" alt="Figure 1. An entire DRIFT search hierarchy highlighting the three core phases of the DRIFT search process." align="center" />
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+<p align="center"><i>
+Figure 1. An entire DRIFT search hierarchy highlighting the three core phases of the DRIFT search process. A (Primer): DRIFT compares the user’s query with the top K most semantically relevant community reports, generating a broad initial answer and follow-up questions to steer further exploration. B (Follow-Up): DRIFT uses local search to refine queries, producing additional intermediate answers and follow-up questions that enhance specificity, guiding the engine towards context-rich information. A glyph on each node in the diagram shows the confidence the algorithm has to continue the query expansion step.  C (Output Hierarchy): The final output is a hierarchical structure of questions and answers ranked by relevance, reflecting a balanced mix of global insights and local refinements, making the results adaptable and comprehensive.</i></p>
 <p align="center">
 
 DRIFT Search introduces a new approach to local search queries by including community information in the search process. This greatly expands the breadth of the query’s starting point and leads to retrieval and usage of a far higher variety of facts in the final answer. This addition expands the GraphRAG query engine by providing a more comprehensive option for local search, which uses community insights to refine a query into detailed follow-up questions.