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@ -1483,24 +1483,28 @@
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<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a> query [OPTIONS]
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</code></pre></div>
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<p>Options:</p>
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<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a> --method [local|global|drift] The query algorithm to use. [required]
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<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a> --query TEXT The query to execute. [required]
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<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a> --config PATH The configuration to use.
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<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a> --data PATH Indexing pipeline output directory (i.e.
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<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a> contains the parquet files).
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<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a> --root PATH The project root directory. [default: .]
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<a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a> --community-level INTEGER The community level in the Leiden community
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<a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a> hierarchy from which to load community
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<a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a> reports. Higher values represent reports from
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<a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a> smaller communities. [default: 2]
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<a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a> --response-type TEXT Free form text describing the response type
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<a id="__codelineno-9-12" name="__codelineno-9-12" href="#__codelineno-9-12"></a> and format, can be anything, e.g. Multiple
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<a id="__codelineno-9-13" name="__codelineno-9-13" href="#__codelineno-9-13"></a> Paragraphs, Single Paragraph, Single
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<a id="__codelineno-9-14" name="__codelineno-9-14" href="#__codelineno-9-14"></a> Sentence, List of 3-7 Points, Single Page,
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<a id="__codelineno-9-15" name="__codelineno-9-15" href="#__codelineno-9-15"></a> Multi-Page Report. Default: Multiple
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<a id="__codelineno-9-16" name="__codelineno-9-16" href="#__codelineno-9-16"></a> Paragraphs [default: Multiple Paragraphs]
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<a id="__codelineno-9-17" name="__codelineno-9-17" href="#__codelineno-9-17"></a> --streaming / --no-streaming Print response in a streaming manner.
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<a id="__codelineno-9-18" name="__codelineno-9-18" href="#__codelineno-9-18"></a> [default: no-streaming]
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<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a> --method [local|global|drift] The query algorithm to use. [required]
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<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a> --query TEXT The query to execute. [required]
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<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a> --config PATH The configuration to use.
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<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a> --data PATH Indexing pipeline output directory (i.e.
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<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a> contains the parquet files).
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<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a> --root PATH The project root directory. [default: .]
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<a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a> --community-level INTEGER The community level in the Leiden community
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<a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a> hierarchy from which to load community
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<a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a> reports. Higher values represent reports
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<a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a> from smaller communities. [default: 2]
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<a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a> --dynamic-community-selection / --no-dynamic-community-selection
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<a id="__codelineno-9-12" name="__codelineno-9-12" href="#__codelineno-9-12"></a> Use global search with dynamic community
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<a id="__codelineno-9-13" name="__codelineno-9-13" href="#__codelineno-9-13"></a> selection. [default: no-dynamic-community-
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<a id="__codelineno-9-14" name="__codelineno-9-14" href="#__codelineno-9-14"></a> selection]
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<a id="__codelineno-9-15" name="__codelineno-9-15" href="#__codelineno-9-15"></a> --response-type TEXT Free form text describing the response type
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<a id="__codelineno-9-16" name="__codelineno-9-16" href="#__codelineno-9-16"></a> and format, can be anything, e.g. Multiple
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<a id="__codelineno-9-17" name="__codelineno-9-17" href="#__codelineno-9-17"></a> Paragraphs, Single Paragraph, Single
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<a id="__codelineno-9-18" name="__codelineno-9-18" href="#__codelineno-9-18"></a> Sentence, List of 3-7 Points, Single Page,
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<a id="__codelineno-9-19" name="__codelineno-9-19" href="#__codelineno-9-19"></a> Multi-Page Report. Default: Multiple
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<a id="__codelineno-9-20" name="__codelineno-9-20" href="#__codelineno-9-20"></a> Paragraphs [default: Multiple Paragraphs]
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<a id="__codelineno-9-21" name="__codelineno-9-21" href="#__codelineno-9-21"></a> --streaming / --no-streaming Print response in a streaming manner.
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<a id="__codelineno-9-22" name="__codelineno-9-22" href="#__codelineno-9-22"></a> [default: no-streaming]
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</code></pre></div>
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<h2 id="update">update</h2>
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<p>Update an existing knowledge graph index.</p>
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File diff suppressed because one or more lines are too long
@ -2026,7 +2026,11 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left:
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<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
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<span class="kn">import</span> <span class="nn">tiktoken</span>
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<span class="kn">from</span> <span class="nn">graphrag.query.indexer_adapters</span> <span class="kn">import</span> <span class="n">read_indexer_entities</span><span class="p">,</span> <span class="n">read_indexer_reports</span>
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<span class="kn">from</span> <span class="nn">graphrag.query.indexer_adapters</span> <span class="kn">import</span> <span class="p">(</span>
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<span class="n">read_indexer_communities</span><span class="p">,</span>
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<span class="n">read_indexer_entities</span><span class="p">,</span>
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<span class="n">read_indexer_reports</span><span class="p">,</span>
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<span class="p">)</span>
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<span class="kn">from</span> <span class="nn">graphrag.query.llm.oai.chat_openai</span> <span class="kn">import</span> <span class="n">ChatOpenAI</span>
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<span class="kn">from</span> <span class="nn">graphrag.query.llm.oai.typing</span> <span class="kn">import</span> <span class="n">OpenaiApiType</span>
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<span class="kn">from</span> <span class="nn">graphrag.query.structured_search.global_search.community_context</span> <span class="kn">import</span> <span class="p">(</span>
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@ -2039,7 +2043,11 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left:
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import pandas as pd
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import tiktoken
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from graphrag.query.indexer_adapters import read_indexer_entities, read_indexer_reports
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from graphrag.query.indexer_adapters import (
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read_indexer_communities,
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read_indexer_entities,
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read_indexer_reports,
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)
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from graphrag.query.llm.oai.chat_openai import ChatOpenAI
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from graphrag.query.llm.oai.typing import OpenaiApiType
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from graphrag.query.structured_search.global_search.community_context import (
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@ -2102,7 +2110,7 @@ from graphrag.query.structured_search.global_search.search import GlobalSearch</
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<span class="n">max_retries</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span>
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<span class="p">)</span>
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<span class="n">token_encoder</span> <span class="o">=</span> <span class="n">tiktoken</span><span class="o">.</span><span class="n">get_encoding</span><span class="p">(</span><span class="s2">"cl100k_base"</span><span class="p">)</span>
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<span class="n">token_encoder</span> <span class="o">=</span> <span class="n">tiktoken</span><span class="o">.</span><span class="n">encoding_for_model</span><span class="p">(</span><span class="n">llm_model</span><span class="p">)</span>
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</pre></div>
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<div class="clipboard-copy-txt" id="cell-3">api_key = os.environ["GRAPHRAG_API_KEY"]
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llm_model = os.environ["GRAPHRAG_LLM_MODEL"]
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@ -2114,7 +2122,7 @@ llm = ChatOpenAI(
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max_retries=20,
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)
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token_encoder = tiktoken.get_encoding("cl100k_base")</div>
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token_encoder = tiktoken.encoding_for_model(llm_model)</div>
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</div>
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</div>
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</div>
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@ -2129,7 +2137,8 @@ token_encoder = tiktoken.get_encoding("cl100k_base")</div>
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</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
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<h3 id="load-community-reports-as-context-for-global-search">Load community reports as context for global search<a class="anchor-link" href="#load-community-reports-as-context-for-global-search">¶</a></h3><ul>
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<li>Load all community reports in the <code>create_final_community_reports</code> table from the ire-indexing engine, to be used as context data for global search.</li>
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<li>Load entities from the <code>create_final_nodes</code> and <code>create_final_entities</code> tables from the ire-indexing engine, to be used for calculating community weights for context ranking. Note that this is optional (if no entities are provided, we will not calculate community weights and only use the <code>rank</code> attribute in the community reports table for context ranking)</li>
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<li>Load entities from the <code>create_final_nodes</code> and <code>create_final_entities</code> tables from the ire-indexing engine, to be used for calculating community weights for context ranking. Note that this is optional (if no entities are provided, we will not calculate community weights and only use the rank attribute in the community reports table for context ranking)</li>
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<li>Load all communities in the <code>create_final_communites</code> table from the ire-indexing engine, to be used to reconstruct the community graph hierarchy for dynamic community selection.</li>
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</ul>
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</div>
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</div>
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@ -2155,6 +2164,7 @@ token_encoder = tiktoken.get_encoding("cl100k_base")</div>
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</div>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="c1"># parquet files generated from indexing pipeline</span>
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<span class="n">INPUT_DIR</span> <span class="o">=</span> <span class="s2">"./inputs/operation dulce"</span>
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<span class="n">COMMUNITY_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_communities"</span>
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<span class="n">COMMUNITY_REPORT_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_community_reports"</span>
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<span class="n">ENTITY_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_nodes"</span>
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<span class="n">ENTITY_EMBEDDING_TABLE</span> <span class="o">=</span> <span class="s2">"create_final_entities"</span>
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@ -2165,6 +2175,7 @@ token_encoder = tiktoken.get_encoding("cl100k_base")</div>
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</pre></div>
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<div class="clipboard-copy-txt" id="cell-4"># parquet files generated from indexing pipeline
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INPUT_DIR = "./inputs/operation dulce"
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COMMUNITY_TABLE = "create_final_communities"
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COMMUNITY_REPORT_TABLE = "create_final_community_reports"
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ENTITY_TABLE = "create_final_nodes"
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ENTITY_EMBEDDING_TABLE = "create_final_entities"
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@ -2196,28 +2207,36 @@ COMMUNITY_LEVEL = 2</div>
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</div>
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</clipboard-copy>
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</div>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">entity_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">ENTITY_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">community_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">COMMUNITY_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
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<span class="n">entity_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">ENTITY_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
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<span class="n">report_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">COMMUNITY_REPORT_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
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<span class="n">entity_embedding_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_parquet</span><span class="p">(</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">INPUT_DIR</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">ENTITY_EMBEDDING_TABLE</span><span class="si">}</span><span class="s2">.parquet"</span><span class="p">)</span>
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<span class="n">communities</span> <span class="o">=</span> <span class="n">read_indexer_communities</span><span class="p">(</span><span class="n">community_df</span><span class="p">,</span> <span class="n">entity_df</span><span class="p">,</span> <span class="n">report_df</span><span class="p">)</span>
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<span class="n">reports</span> <span class="o">=</span> <span class="n">read_indexer_reports</span><span class="p">(</span><span class="n">report_df</span><span class="p">,</span> <span class="n">entity_df</span><span class="p">,</span> <span class="n">COMMUNITY_LEVEL</span><span class="p">)</span>
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<span class="n">entities</span> <span class="o">=</span> <span class="n">read_indexer_entities</span><span class="p">(</span><span class="n">entity_df</span><span class="p">,</span> <span class="n">entity_embedding_df</span><span class="p">,</span> <span class="n">COMMUNITY_LEVEL</span><span class="p">)</span>
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<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Total report count: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">report_df</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
|
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<span class="nb">print</span><span class="p">(</span>
|
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<span class="sa">f</span><span class="s2">"Report count after filtering by community level </span><span class="si">{</span><span class="n">COMMUNITY_LEVEL</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">reports</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span>
|
||||
<span class="p">)</span>
|
||||
|
||||
<span class="n">report_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
|
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</pre></div>
|
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<div class="clipboard-copy-txt" id="cell-5">entity_df = pd.read_parquet(f"{INPUT_DIR}/{ENTITY_TABLE}.parquet")
|
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<div class="clipboard-copy-txt" id="cell-5">community_df = pd.read_parquet(f"{INPUT_DIR}/{COMMUNITY_TABLE}.parquet")
|
||||
entity_df = pd.read_parquet(f"{INPUT_DIR}/{ENTITY_TABLE}.parquet")
|
||||
report_df = pd.read_parquet(f"{INPUT_DIR}/{COMMUNITY_REPORT_TABLE}.parquet")
|
||||
entity_embedding_df = pd.read_parquet(f"{INPUT_DIR}/{ENTITY_EMBEDDING_TABLE}.parquet")
|
||||
|
||||
communities = read_indexer_communities(community_df, entity_df, report_df)
|
||||
reports = read_indexer_reports(report_df, entity_df, COMMUNITY_LEVEL)
|
||||
entities = read_indexer_entities(entity_df, entity_embedding_df, COMMUNITY_LEVEL)
|
||||
|
||||
print(f"Total report count: {len(report_df)}")
|
||||
print(
|
||||
f"Report count after filtering by community level {COMMUNITY_LEVEL}: {len(reports)}"
|
||||
)
|
||||
|
||||
report_df.head()</div>
|
||||
</div>
|
||||
</div>
|
||||
@ -2230,8 +2249,8 @@ report_df.head()</div>
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
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<pre>Total report count: 6
|
||||
Report count after filtering by community level 2: 5
|
||||
<pre>Total report count: 20
|
||||
Report count after filtering by community level 2: 17
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
@ -2271,68 +2290,68 @@ Report count after filtering by community level 2: 5
|
||||
<tbody>
|
||||
<tr>
|
||||
<th>0</th>
|
||||
<td>4</td>
|
||||
<td># Dulce Base and the Paranormal Military Squad...</td>
|
||||
<td>10</td>
|
||||
<td># Paranormal Military Squad at Dulce Base: Dec...</td>
|
||||
<td>1</td>
|
||||
<td>8.5</td>
|
||||
<td>Dulce Base and the Paranormal Military Squad: ...</td>
|
||||
<td>Paranormal Military Squad at Dulce Base: Decod...</td>
|
||||
<td>The impact severity rating is high due to the ...</td>
|
||||
<td>The community is centered around Dulce Base, a...</td>
|
||||
<td>[{'explanation': 'Dulce Base is the primary lo...</td>
|
||||
<td>{\n "title": "Dulce Base and the Paranormal...</td>
|
||||
<td>6f8ba6b6-506e-46c1-83ce-982d59622554</td>
|
||||
<td>The Paranormal Military Squad, stationed at Du...</td>
|
||||
<td>[{'explanation': 'Jordan is a central figure i...</td>
|
||||
<td>{\n "title": "Paranormal Military Squad at ...</td>
|
||||
<td>1ba2d200-dd26-4693-affe-a5539d0a0e0d</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>1</th>
|
||||
<td>5</td>
|
||||
<td># Sam Rivera and the Paranormal Military Squad...</td>
|
||||
<td>11</td>
|
||||
<td># Dulce and Paranormal Military Squad Operatio...</td>
|
||||
<td>1</td>
|
||||
<td>7.5</td>
|
||||
<td>Sam Rivera and the Paranormal Military Squad a...</td>
|
||||
<td>8.5</td>
|
||||
<td>Dulce and Paranormal Military Squad Operations</td>
|
||||
<td>The impact severity rating is high due to the ...</td>
|
||||
<td>The community is centered around Sam Rivera, a...</td>
|
||||
<td>[{'explanation': 'Sam Rivera is recognized for...</td>
|
||||
<td>{\n "title": "Sam Rivera and the Paranormal...</td>
|
||||
<td>418f4536-d673-4212-8a7c-ca1aac547d0f</td>
|
||||
<td>The community centers around Dulce, a secretiv...</td>
|
||||
<td>[{'explanation': 'Dulce is described as a top-...</td>
|
||||
<td>{\n "title": "Dulce and Paranormal Military...</td>
|
||||
<td>a8a530b0-ae6b-44ea-b11c-9f70d138298d</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>2</th>
|
||||
<td>0</td>
|
||||
<td># Dulce Base and the Paranormal Military Squad...</td>
|
||||
<td>0</td>
|
||||
<td>8.5</td>
|
||||
<td>Dulce Base and the Paranormal Military Squad Team</td>
|
||||
<td>The impact severity rating is high due to the ...</td>
|
||||
<td>Dulce Base serves as the operational hub for t...</td>
|
||||
<td>[{'explanation': 'The Paranormal Military Squa...</td>
|
||||
<td>{\n "title": "Dulce Base and the Paranormal...</td>
|
||||
<td>251df57e-fd49-49a7-b262-ccaff95d7a51</td>
|
||||
<td>12</td>
|
||||
<td># Paranormal Military Squad and Dulce Base Ope...</td>
|
||||
<td>1</td>
|
||||
<td>7.5</td>
|
||||
<td>Paranormal Military Squad and Dulce Base Opera...</td>
|
||||
<td>The impact severity rating is relatively high ...</td>
|
||||
<td>The community centers around the Paranormal Mi...</td>
|
||||
<td>[{'explanation': 'Taylor is a central figure w...</td>
|
||||
<td>{\n "title": "Paranormal Military Squad and...</td>
|
||||
<td>0478975b-c805-4cc1-b746-82f3e689e2f3</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>3</th>
|
||||
<td>13</td>
|
||||
<td># Mission Dynamics and Leadership: Cruz and Wa...</td>
|
||||
<td>1</td>
|
||||
<td># Dulce Base and the Paranormal Military Squad...</td>
|
||||
<td>0</td>
|
||||
<td>8.5</td>
|
||||
<td>Dulce Base and the Paranormal Military Squad: ...</td>
|
||||
<td>The impact severity rating is high due to the ...</td>
|
||||
<td>The community is centered around Dulce Base, a...</td>
|
||||
<td>[{'explanation': 'Sam Rivera is recognized for...</td>
|
||||
<td>{\n "title": "Dulce Base and the Paranormal...</td>
|
||||
<td>6e536385-8056-4a82-8670-c0ccaf007fb4</td>
|
||||
<td>7.5</td>
|
||||
<td>Mission Dynamics and Leadership: Cruz and Wash...</td>
|
||||
<td>The impact severity rating is relatively high ...</td>
|
||||
<td>This report explores the intricate dynamics of...</td>
|
||||
<td>[{'explanation': 'Cruz is a central figure in ...</td>
|
||||
<td>{\n "title": "Mission Dynamics and Leadersh...</td>
|
||||
<td>b56f6e68-3951-4f07-8760-63700944a375</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>4</th>
|
||||
<td>2</td>
|
||||
<td># Dulce Base: Extraterrestrial Research and Co...</td>
|
||||
<td>0</td>
|
||||
<td>14</td>
|
||||
<td># Dulce Base and Paranormal Military Squad: Br...</td>
|
||||
<td>1</td>
|
||||
<td>8.5</td>
|
||||
<td>Dulce Base: Extraterrestrial Research and Comm...</td>
|
||||
<td>Dulce Base and Paranormal Military Squad: Brid...</td>
|
||||
<td>The impact severity rating is high due to the ...</td>
|
||||
<td>Dulce Base is a highly classified facility in ...</td>
|
||||
<td>[{'explanation': 'Dulce Base is the epicenter ...</td>
|
||||
<td>{\n "title": "Dulce Base: Extraterrestrial ...</td>
|
||||
<td>660c8fba-b65f-4fcd-9c98-203600cf1981</td>
|
||||
<td>The community centers around the Dulce Base, a...</td>
|
||||
<td>[{'explanation': 'Sam Rivera, a member of the ...</td>
|
||||
<td>{\n "title": "Dulce Base and Paranormal Mil...</td>
|
||||
<td>736e7006-d050-4abb-a122-00febf3f540f</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
@ -2374,12 +2393,14 @@ Report count after filtering by community level 2: 5
|
||||
</div>
|
||||
<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">context_builder</span> <span class="o">=</span> <span class="n">GlobalCommunityContext</span><span class="p">(</span>
|
||||
<span class="n">community_reports</span><span class="o">=</span><span class="n">reports</span><span class="p">,</span>
|
||||
<span class="n">communities</span><span class="o">=</span><span class="n">communities</span><span class="p">,</span>
|
||||
<span class="n">entities</span><span class="o">=</span><span class="n">entities</span><span class="p">,</span> <span class="c1"># default to None if you don't want to use community weights for ranking</span>
|
||||
<span class="n">token_encoder</span><span class="o">=</span><span class="n">token_encoder</span><span class="p">,</span>
|
||||
<span class="p">)</span>
|
||||
</pre></div>
|
||||
<div class="clipboard-copy-txt" id="cell-6">context_builder = GlobalCommunityContext(
|
||||
community_reports=reports,
|
||||
communities=communities,
|
||||
entities=entities, # default to None if you don't want to use community weights for ranking
|
||||
token_encoder=token_encoder,
|
||||
)</div>
|
||||
@ -2541,13 +2562,13 @@ reduce_llm_params = {
|
||||
</clipboard-copy>
|
||||
</div>
|
||||
<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">result</span> <span class="o">=</span> <span class="k">await</span> <span class="n">search_engine</span><span class="o">.</span><span class="n">asearch</span><span class="p">(</span>
|
||||
<span class="s2">"What is the major conflict in this story and who are the protagonist and antagonist?"</span>
|
||||
<span class="s2">"What is Cosmic Vocalization and who are involved in it?"</span>
|
||||
<span class="p">)</span>
|
||||
|
||||
<span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">response</span><span class="p">)</span>
|
||||
</pre></div>
|
||||
<div class="clipboard-copy-txt" id="cell-9">result = await search_engine.asearch(
|
||||
"What is the major conflict in this story and who are the protagonist and antagonist?"
|
||||
"What is Cosmic Vocalization and who are involved in it?"
|
||||
)
|
||||
|
||||
print(result.response)</div>
|
||||
@ -2562,17 +2583,23 @@ print(result.response)</div>
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
||||
<pre>### Major Conflict
|
||||
<pre>### Overview of Cosmic Vocalization
|
||||
|
||||
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)].
|
||||
Cosmic Vocalization is a significant phenomenon that has captured the attention of various individuals and groups within the community. It is perceived as an interstellar event, with some interpreting it as a form of communication or interaction with cosmic entities. This has led to diverse interpretations and responses from those involved.
|
||||
|
||||
### Protagonists
|
||||
### Key Individuals and Groups
|
||||
|
||||
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 [Data: Reports (4, 5, 2, 3, 0)].
|
||||
1. **Alex Mercer**: Alex views Cosmic Vocalization as part of an interstellar duet, suggesting a responsive and possibly harmonious interaction with cosmic events. This perspective highlights the potential for Cosmic Vocalization to be a form of communication or exchange with the universe [Data: Reports (6)].
|
||||
|
||||
### Antagonist
|
||||
2. **Taylor Cruz**: Taylor expresses concerns about the nature of Cosmic Vocalization, fearing it might be a homing tune. This interpretation adds a layer of urgency and potential threat, suggesting that the phenomenon could have implications for security or safety [Data: Reports (6)].
|
||||
|
||||
The antagonist in the story is not a single entity or character. Instead, it may be considered the unknown and potentially hostile nature of the extraterrestrial entities and the challenges they present to the Paranormal Military Squad's mission [Data: Reports (4, 5, 2, 3, 0)].
|
||||
3. **Paranormal Military Squad**: This group is actively engaged with Cosmic Vocalization, indicating its strategic importance in their operations. Their involvement underscores the significance of Cosmic Vocalization in security measures and suggests that it is being monitored and analyzed for potential threats or opportunities [Data: Reports (6)].
|
||||
|
||||
### Interpretations and Implications
|
||||
|
||||
The Paranormal Military Squad metaphorically treats the universe as a concert hall, which suggests a broader perspective on how cosmic events like Cosmic Vocalization are interpreted and responded to by human entities. This metaphor implies that the phenomenon is not only a subject of scientific interest but also of cultural and philosophical significance [Data: Reports (6)].
|
||||
|
||||
In summary, Cosmic Vocalization is a complex and multifaceted phenomenon that has drawn interest from various sectors, each interpreting it through their unique lenses. The involvement of individuals like Alex Mercer and Taylor Cruz, along with the strategic engagement of the Paranormal Military Squad, highlights the diverse implications and potential impacts of this cosmic event.
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
@ -2642,44 +2669,140 @@ result.context_data["reports"]</div>
|
||||
<tbody>
|
||||
<tr>
|
||||
<th>0</th>
|
||||
<td>4</td>
|
||||
<td>15</td>
|
||||
<td>Dulce Base and the Paranormal Military Squad: ...</td>
|
||||
<td>1.000000</td>
|
||||
<td>1.00</td>
|
||||
<td># Dulce Base and the Paranormal Military Squad...</td>
|
||||
<td>8.5</td>
|
||||
<td>9.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>1</th>
|
||||
<td>5</td>
|
||||
<td>Sam Rivera and the Paranormal Military Squad a...</td>
|
||||
<td>1.000000</td>
|
||||
<td># Sam Rivera and the Paranormal Military Squad...</td>
|
||||
<td>7.5</td>
|
||||
<td>11</td>
|
||||
<td>Dulce and Paranormal Military Squad Operations</td>
|
||||
<td>0.30</td>
|
||||
<td># Dulce and Paranormal Military Squad Operatio...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>2</th>
|
||||
<td>2</td>
|
||||
<td>Dulce Base: Extraterrestrial Research and Comm...</td>
|
||||
<td>0.750000</td>
|
||||
<td># Dulce Base: Extraterrestrial Research and Co...</td>
|
||||
<td>10</td>
|
||||
<td>Paranormal Military Squad at Dulce Base: Decod...</td>
|
||||
<td>0.30</td>
|
||||
<td># Paranormal Military Squad at Dulce Base: Dec...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>3</th>
|
||||
<td>3</td>
|
||||
<td>7</td>
|
||||
<td>Operation: Dulce and the Paranormal Military S...</td>
|
||||
<td>0.583333</td>
|
||||
<td>0.20</td>
|
||||
<td># Operation: Dulce and the Paranormal Military...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>4</th>
|
||||
<td>0</td>
|
||||
<td>Dulce Base and the Paranormal Military Squad Team</td>
|
||||
<td>0.416667</td>
|
||||
<td># Dulce Base and the Paranormal Military Squad...</td>
|
||||
<td>8</td>
|
||||
<td>Dr. Jordan Hayes and the Paranormal Military S...</td>
|
||||
<td>0.18</td>
|
||||
<td># Dr. Jordan Hayes and the Paranormal Military...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>5</th>
|
||||
<td>1</td>
|
||||
<td>Earth's Interstellar Communication Initiative</td>
|
||||
<td>0.16</td>
|
||||
<td># Earth's Interstellar Communication Initiativ...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>6</th>
|
||||
<td>12</td>
|
||||
<td>Paranormal Military Squad and Dulce Base Opera...</td>
|
||||
<td>0.16</td>
|
||||
<td># Paranormal Military Squad and Dulce Base Ope...</td>
|
||||
<td>7.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>7</th>
|
||||
<td>13</td>
|
||||
<td>Mission Dynamics and Leadership: Cruz and Wash...</td>
|
||||
<td>0.16</td>
|
||||
<td># Mission Dynamics and Leadership: Cruz and Wa...</td>
|
||||
<td>7.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>8</th>
|
||||
<td>14</td>
|
||||
<td>Dulce Base and Paranormal Military Squad: Brid...</td>
|
||||
<td>0.12</td>
|
||||
<td># Dulce Base and Paranormal Military Squad: Br...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>9</th>
|
||||
<td>16</td>
|
||||
<td>Dulce Military Base and Alien Intelligence Com...</td>
|
||||
<td>0.08</td>
|
||||
<td># Dulce Military Base and Alien Intelligence C...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>10</th>
|
||||
<td>18</td>
|
||||
<td>Paranormal Military Squad Team and Dulce Base'...</td>
|
||||
<td>0.04</td>
|
||||
<td># Paranormal Military Squad Team and Dulce Bas...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>11</th>
|
||||
<td>5</td>
|
||||
<td>Alien Script and First Contact Operations</td>
|
||||
<td>0.02</td>
|
||||
<td># Alien Script and First Contact Operations\n\...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>12</th>
|
||||
<td>4</td>
|
||||
<td>Dulce Facility and Control Room of Dulce: Extr...</td>
|
||||
<td>0.02</td>
|
||||
<td># Dulce Facility and Control Room of Dulce: Ex...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>13</th>
|
||||
<td>17</td>
|
||||
<td>Dulce Team and Underground Command Center: Int...</td>
|
||||
<td>0.02</td>
|
||||
<td># Dulce Team and Underground Command Center: I...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>14</th>
|
||||
<td>19</td>
|
||||
<td>Central Terminal and Viewing Monitors at Dulce...</td>
|
||||
<td>0.02</td>
|
||||
<td># Central Terminal and Viewing Monitors at Dul...</td>
|
||||
<td>8.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>15</th>
|
||||
<td>6</td>
|
||||
<td>Cosmic Vocalization and Universe Interactions</td>
|
||||
<td>0.02</td>
|
||||
<td># Cosmic Vocalization and Universe Interaction...</td>
|
||||
<td>7.5</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>16</th>
|
||||
<td>9</td>
|
||||
<td>Dulce Base Exploration by TEAM and MAINFRAME ROOM</td>
|
||||
<td>0.02</td>
|
||||
<td># Dulce Base Exploration by TEAM and MAINFRAME...</td>
|
||||
<td>7.5</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
@ -2708,10 +2831,14 @@ result.context_data["reports"]</div>
|
||||
</clipboard-copy>
|
||||
</div>
|
||||
<div class="highlight-ipynb hl-python"><pre><span></span><span class="c1"># inspect number of LLM calls and tokens</span>
|
||||
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"LLM calls: </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">llm_calls</span><span class="si">}</span><span class="s2">. LLM tokens: </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">prompt_tokens</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
|
||||
<span class="nb">print</span><span class="p">(</span>
|
||||
<span class="sa">f</span><span class="s2">"LLM calls: </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">llm_calls</span><span class="si">}</span><span class="s2">. Prompt tokens: </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">prompt_tokens</span><span class="si">}</span><span class="s2">. Output tokens: </span><span class="si">{</span><span class="n">result</span><span class="o">.</span><span class="n">output_tokens</span><span class="si">}</span><span class="s2">."</span>
|
||||
<span class="p">)</span>
|
||||
</pre></div>
|
||||
<div class="clipboard-copy-txt" id="cell-11"># inspect number of LLM calls and tokens
|
||||
print(f"LLM calls: {result.llm_calls}. LLM tokens: {result.prompt_tokens}")</div>
|
||||
print(
|
||||
f"LLM calls: {result.llm_calls}. Prompt tokens: {result.prompt_tokens}. Output tokens: {result.output_tokens}."
|
||||
)</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
@ -2723,7 +2850,7 @@ print(f"LLM calls: {result.llm_calls}. LLM tokens: {result.prompt_tokens}")</div
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
||||
<pre>LLM calls: 2. LLM tokens: 5270
|
||||
<pre>LLM calls: 2. Prompt tokens: 11291. Output tokens: 606.
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
File diff suppressed because one or more lines are too long
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@ -2373,14 +2373,14 @@ entity_df.head()</div>
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
||||
<pre>Entity count: 434
|
||||
<pre>Entity count: 178
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
|
||||
<pre>[2024-11-09T00:02:42Z 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>[2024-11-12T00:48:35Z WARN lance::dataset] No existing dataset at /home/runner/work/graphrag/graphrag/docs/examples_notebooks/inputs/operation dulce/lancedb/entity.description.lance, it will be created
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
@ -2416,7 +2416,6 @@ entity_df.head()</div>
|
||||
<th>id</th>
|
||||
<th>size</th>
|
||||
<th>graph_embedding</th>
|
||||
<th>entity_type</th>
|
||||
<th>top_level_node_id</th>
|
||||
<th>x</th>
|
||||
<th>y</th>
|
||||
@ -2428,14 +2427,13 @@ entity_df.head()</div>
|
||||
<td>0</td>
|
||||
<td>ALEX MERCER</td>
|
||||
<td>PERSON</td>
|
||||
<td>Alex Mercer is a character with a military bac...</td>
|
||||
<td>00fafabae48948779fee2afe600f5143,1e433d6b30887...</td>
|
||||
<td>1</td>
|
||||
<td>9</td>
|
||||
<td>Alex Mercer is a commanding and strategic figu...</td>
|
||||
<td>06bdff339c02ab35c80fa49320d5da66,1f2c6c263f168...</td>
|
||||
<td>3</td>
|
||||
<td>57</td>
|
||||
<td>0</td>
|
||||
<td>b45241d70f0e43fca764df95b2b81f77</td>
|
||||
<td>9</td>
|
||||
<td>None</td>
|
||||
<td>57</td>
|
||||
<td>None</td>
|
||||
<td>b45241d70f0e43fca764df95b2b81f77</td>
|
||||
<td>0</td>
|
||||
@ -2446,14 +2444,13 @@ entity_df.head()</div>
|
||||
<td>0</td>
|
||||
<td>TAYLOR CRUZ</td>
|
||||
<td>PERSON</td>
|
||||
<td>Taylor Cruz is a character who plays a pivotal...</td>
|
||||
<td>00fafabae48948779fee2afe600f5143,1e433d6b30887...</td>
|
||||
<td>1</td>
|
||||
<td>12</td>
|
||||
<td>Taylor Cruz is a central and commanding figure...</td>
|
||||
<td>06bdff339c02ab35c80fa49320d5da66,1f2c6c263f168...</td>
|
||||
<td>3</td>
|
||||
<td>52</td>
|
||||
<td>1</td>
|
||||
<td>4119fd06010c494caa07f439b333f4c5</td>
|
||||
<td>12</td>
|
||||
<td>None</td>
|
||||
<td>52</td>
|
||||
<td>None</td>
|
||||
<td>4119fd06010c494caa07f439b333f4c5</td>
|
||||
<td>0</td>
|
||||
@ -2464,14 +2461,13 @@ entity_df.head()</div>
|
||||
<td>0</td>
|
||||
<td>JORDAN HAYES</td>
|
||||
<td>PERSON</td>
|
||||
<td>Dr. Jordan Hayes is a key character in a narra...</td>
|
||||
<td>00fafabae48948779fee2afe600f5143,2cf7a230c367a...</td>
|
||||
<td>1</td>
|
||||
<td>9</td>
|
||||
<td>Dr. Jordan Hayes is a central figure at Dulce ...</td>
|
||||
<td>06bdff339c02ab35c80fa49320d5da66,1f2c6c263f168...</td>
|
||||
<td>3</td>
|
||||
<td>48</td>
|
||||
<td>2</td>
|
||||
<td>d3835bf3dda84ead99deadbeac5d0d7d</td>
|
||||
<td>9</td>
|
||||
<td>None</td>
|
||||
<td>48</td>
|
||||
<td>None</td>
|
||||
<td>d3835bf3dda84ead99deadbeac5d0d7d</td>
|
||||
<td>0</td>
|
||||
@ -2482,14 +2478,13 @@ entity_df.head()</div>
|
||||
<td>0</td>
|
||||
<td>SAM RIVERA</td>
|
||||
<td>PERSON</td>
|
||||
<td>Sam Rivera is a character renowned for their t...</td>
|
||||
<td>00fafabae48948779fee2afe600f5143,1e433d6b30887...</td>
|
||||
<td>1</td>
|
||||
<td>15</td>
|
||||
<td>Sam Rivera is a key operator and technologist ...</td>
|
||||
<td>06bdff339c02ab35c80fa49320d5da66,1b603cdb97651...</td>
|
||||
<td>3</td>
|
||||
<td>48</td>
|
||||
<td>3</td>
|
||||
<td>077d2820ae1845bcbb1803379a3d1eae</td>
|
||||
<td>15</td>
|
||||
<td>None</td>
|
||||
<td>48</td>
|
||||
<td>None</td>
|
||||
<td>077d2820ae1845bcbb1803379a3d1eae</td>
|
||||
<td>0</td>
|
||||
@ -2500,14 +2495,13 @@ entity_df.head()</div>
|
||||
<td>0</td>
|
||||
<td>PARANORMAL MILITARY SQUAD</td>
|
||||
<td>ORGANIZATION</td>
|
||||
<td>The Paranormal Military Squad is an elite clan...</td>
|
||||
<td>00fafabae48948779fee2afe600f5143,1e433d6b30887...</td>
|
||||
<td>1</td>
|
||||
<td>14</td>
|
||||
<td>The Paranormal Military Squad is a specialized...</td>
|
||||
<td>06bdff339c02ab35c80fa49320d5da66,2db9206de77cf...</td>
|
||||
<td>3</td>
|
||||
<td>48</td>
|
||||
<td>4</td>
|
||||
<td>3671ea0dd4e84c1a9b02c5ab2c8f4bac</td>
|
||||
<td>14</td>
|
||||
<td>None</td>
|
||||
<td>48</td>
|
||||
<td>None</td>
|
||||
<td>3671ea0dd4e84c1a9b02c5ab2c8f4bac</td>
|
||||
<td>0</td>
|
||||
@ -2573,7 +2567,7 @@ relationship_df.head()</div>
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
||||
<pre>Relationship count: 276
|
||||
<pre>Relationship count: 373
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
@ -2615,66 +2609,66 @@ relationship_df.head()</div>
|
||||
<th>0</th>
|
||||
<td>ALEX MERCER</td>
|
||||
<td>TAYLOR CRUZ</td>
|
||||
<td>7.0</td>
|
||||
<td>21.0</td>
|
||||
<td>Alex Mercer and Taylor Cruz are integral membe...</td>
|
||||
<td>[00fafabae48948779fee2afe600f5143, 1e433d6b308...</td>
|
||||
<td>b35c3d1a7daa4924b6bdb58bc69c354d</td>
|
||||
<td>[06bdff339c02ab35c80fa49320d5da66, 1f2c6c263f1...</td>
|
||||
<td>148fffeb994541b2b4b6dcefda7001a8</td>
|
||||
<td>0</td>
|
||||
<td>9</td>
|
||||
<td>12</td>
|
||||
<td>21</td>
|
||||
<td>57</td>
|
||||
<td>52</td>
|
||||
<td>109</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>1</th>
|
||||
<td>ALEX MERCER</td>
|
||||
<td>TAYLOR CRUZ</td>
|
||||
<td>7.0</td>
|
||||
<td>Alex Mercer and Taylor Cruz are integral membe...</td>
|
||||
<td>[00fafabae48948779fee2afe600f5143, 1e433d6b308...</td>
|
||||
<td>b35c3d1a7daa4924b6bdb58bc69c354d</td>
|
||||
<td>0</td>
|
||||
<td>9</td>
|
||||
<td>12</td>
|
||||
<td>21</td>
|
||||
<td>JORDAN HAYES</td>
|
||||
<td>25.0</td>
|
||||
<td>Alex Mercer and Jordan Hayes are integral team...</td>
|
||||
<td>[06bdff339c02ab35c80fa49320d5da66, 1f2c6c263f1...</td>
|
||||
<td>89c08e793298442686292454a1abff31</td>
|
||||
<td>1</td>
|
||||
<td>57</td>
|
||||
<td>48</td>
|
||||
<td>105</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>2</th>
|
||||
<td>ALEX MERCER</td>
|
||||
<td>TAYLOR CRUZ</td>
|
||||
<td>7.0</td>
|
||||
<td>Alex Mercer and Taylor Cruz are integral membe...</td>
|
||||
<td>[00fafabae48948779fee2afe600f5143, 1e433d6b308...</td>
|
||||
<td>b35c3d1a7daa4924b6bdb58bc69c354d</td>
|
||||
<td>0</td>
|
||||
<td>9</td>
|
||||
<td>12</td>
|
||||
<td>21</td>
|
||||
<td>SAM RIVERA</td>
|
||||
<td>20.0</td>
|
||||
<td>Alex Mercer and Sam Rivera are integral member...</td>
|
||||
<td>[06bdff339c02ab35c80fa49320d5da66, 1f2c6c263f1...</td>
|
||||
<td>0467928aa65e4a4fba62bdb1467e3a54</td>
|
||||
<td>2</td>
|
||||
<td>57</td>
|
||||
<td>48</td>
|
||||
<td>105</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>3</th>
|
||||
<td>ALEX MERCER</td>
|
||||
<td>TAYLOR CRUZ</td>
|
||||
<td>7.0</td>
|
||||
<td>Alex Mercer and Taylor Cruz are integral membe...</td>
|
||||
<td>[00fafabae48948779fee2afe600f5143, 1e433d6b308...</td>
|
||||
<td>b35c3d1a7daa4924b6bdb58bc69c354d</td>
|
||||
<td>0</td>
|
||||
<td>9</td>
|
||||
<td>12</td>
|
||||
<td>21</td>
|
||||
<td>OPERATION: DULCE BRIEFING ROOM</td>
|
||||
<td>1.0</td>
|
||||
<td>Alex Mercer was present in the Operation: Dulc...</td>
|
||||
<td>[06bdff339c02ab35c80fa49320d5da66]</td>
|
||||
<td>43c3390303c6476cb65f584e37c3e81c</td>
|
||||
<td>3</td>
|
||||
<td>57</td>
|
||||
<td>4</td>
|
||||
<td>61</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>4</th>
|
||||
<td>ALEX MERCER</td>
|
||||
<td>JORDAN HAYES</td>
|
||||
<td>6.0</td>
|
||||
<td>Alex Mercer and Jordan Hayes are colleagues wh...</td>
|
||||
<td>[00fafabae48948779fee2afe600f5143, 2cf7a230c36...</td>
|
||||
<td>a97e2ecd870944cfbe71c79bc0fcc752</td>
|
||||
<td>1</td>
|
||||
<td>9</td>
|
||||
<td>9</td>
|
||||
<td>18</td>
|
||||
<td>PARANORMAL MILITARY SQUAD</td>
|
||||
<td>20.0</td>
|
||||
<td>Alex Mercer is a prominent and influential lea...</td>
|
||||
<td>[06bdff339c02ab35c80fa49320d5da66, 2db9206de77...</td>
|
||||
<td>fa14b16c17e3417dba5a4b473ea5b18d</td>
|
||||
<td>4</td>
|
||||
<td>57</td>
|
||||
<td>48</td>
|
||||
<td>105</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
@ -2731,7 +2725,7 @@ covariates = {"claims": claims}</div>
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
||||
<pre>Claim records: 89
|
||||
<pre>Claim records: 156
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
@ -2790,7 +2784,7 @@ report_df.head()</div>
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
||||
<pre>Report records: 6
|
||||
<pre>Report records: 20
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
@ -2830,68 +2824,68 @@ report_df.head()</div>
|
||||
<tbody>
|
||||
<tr>
|
||||
<th>0</th>
|
||||
<td>4</td>
|
||||
<td># Dulce Base and the Paranormal Military Squad...</td>
|
||||
<td>10</td>
|
||||
<td># Paranormal Military Squad at Dulce Base: Dec...</td>
|
||||
<td>1</td>
|
||||
<td>8.5</td>
|
||||
<td>Dulce Base and the Paranormal Military Squad: ...</td>
|
||||
<td>Paranormal Military Squad at Dulce Base: Decod...</td>
|
||||
<td>The impact severity rating is high due to the ...</td>
|
||||
<td>The community is centered around Dulce Base, a...</td>
|
||||
<td>[{'explanation': 'Dulce Base is the primary lo...</td>
|
||||
<td>{\n "title": "Dulce Base and the Paranormal...</td>
|
||||
<td>6f8ba6b6-506e-46c1-83ce-982d59622554</td>
|
||||
<td>The Paranormal Military Squad, stationed at Du...</td>
|
||||
<td>[{'explanation': 'Jordan is a central figure i...</td>
|
||||
<td>{\n "title": "Paranormal Military Squad at ...</td>
|
||||
<td>1ba2d200-dd26-4693-affe-a5539d0a0e0d</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>1</th>
|
||||
<td>5</td>
|
||||
<td># Sam Rivera and the Paranormal Military Squad...</td>
|
||||
<td>11</td>
|
||||
<td># Dulce and Paranormal Military Squad Operatio...</td>
|
||||
<td>1</td>
|
||||
<td>7.5</td>
|
||||
<td>Sam Rivera and the Paranormal Military Squad a...</td>
|
||||
<td>8.5</td>
|
||||
<td>Dulce and Paranormal Military Squad Operations</td>
|
||||
<td>The impact severity rating is high due to the ...</td>
|
||||
<td>The community is centered around Sam Rivera, a...</td>
|
||||
<td>[{'explanation': 'Sam Rivera is recognized for...</td>
|
||||
<td>{\n "title": "Sam Rivera and the Paranormal...</td>
|
||||
<td>418f4536-d673-4212-8a7c-ca1aac547d0f</td>
|
||||
<td>The community centers around Dulce, a secretiv...</td>
|
||||
<td>[{'explanation': 'Dulce is described as a top-...</td>
|
||||
<td>{\n "title": "Dulce and Paranormal Military...</td>
|
||||
<td>a8a530b0-ae6b-44ea-b11c-9f70d138298d</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>2</th>
|
||||
<td>0</td>
|
||||
<td># Dulce Base and the Paranormal Military Squad...</td>
|
||||
<td>0</td>
|
||||
<td>8.5</td>
|
||||
<td>Dulce Base and the Paranormal Military Squad Team</td>
|
||||
<td>The impact severity rating is high due to the ...</td>
|
||||
<td>Dulce Base serves as the operational hub for t...</td>
|
||||
<td>[{'explanation': 'The Paranormal Military Squa...</td>
|
||||
<td>{\n "title": "Dulce Base and the Paranormal...</td>
|
||||
<td>251df57e-fd49-49a7-b262-ccaff95d7a51</td>
|
||||
<td>12</td>
|
||||
<td># Paranormal Military Squad and Dulce Base Ope...</td>
|
||||
<td>1</td>
|
||||
<td>7.5</td>
|
||||
<td>Paranormal Military Squad and Dulce Base Opera...</td>
|
||||
<td>The impact severity rating is relatively high ...</td>
|
||||
<td>The community centers around the Paranormal Mi...</td>
|
||||
<td>[{'explanation': 'Taylor is a central figure w...</td>
|
||||
<td>{\n "title": "Paranormal Military Squad and...</td>
|
||||
<td>0478975b-c805-4cc1-b746-82f3e689e2f3</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>3</th>
|
||||
<td>13</td>
|
||||
<td># Mission Dynamics and Leadership: Cruz and Wa...</td>
|
||||
<td>1</td>
|
||||
<td># Dulce Base and the Paranormal Military Squad...</td>
|
||||
<td>0</td>
|
||||
<td>8.5</td>
|
||||
<td>Dulce Base and the Paranormal Military Squad: ...</td>
|
||||
<td>The impact severity rating is high due to the ...</td>
|
||||
<td>The community is centered around Dulce Base, a...</td>
|
||||
<td>[{'explanation': 'Sam Rivera is recognized for...</td>
|
||||
<td>{\n "title": "Dulce Base and the Paranormal...</td>
|
||||
<td>6e536385-8056-4a82-8670-c0ccaf007fb4</td>
|
||||
<td>7.5</td>
|
||||
<td>Mission Dynamics and Leadership: Cruz and Wash...</td>
|
||||
<td>The impact severity rating is relatively high ...</td>
|
||||
<td>This report explores the intricate dynamics of...</td>
|
||||
<td>[{'explanation': 'Cruz is a central figure in ...</td>
|
||||
<td>{\n "title": "Mission Dynamics and Leadersh...</td>
|
||||
<td>b56f6e68-3951-4f07-8760-63700944a375</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>4</th>
|
||||
<td>2</td>
|
||||
<td># Dulce Base: Extraterrestrial Research and Co...</td>
|
||||
<td>0</td>
|
||||
<td>14</td>
|
||||
<td># Dulce Base and Paranormal Military Squad: Br...</td>
|
||||
<td>1</td>
|
||||
<td>8.5</td>
|
||||
<td>Dulce Base: Extraterrestrial Research and Comm...</td>
|
||||
<td>Dulce Base and Paranormal Military Squad: Brid...</td>
|
||||
<td>The impact severity rating is high due to the ...</td>
|
||||
<td>Dulce Base is a highly classified facility in ...</td>
|
||||
<td>[{'explanation': 'Dulce Base is the epicenter ...</td>
|
||||
<td>{\n "title": "Dulce Base: Extraterrestrial ...</td>
|
||||
<td>660c8fba-b65f-4fcd-9c98-203600cf1981</td>
|
||||
<td>The community centers around the Dulce Base, a...</td>
|
||||
<td>[{'explanation': 'Sam Rivera, a member of the ...</td>
|
||||
<td>{\n "title": "Dulce Base and Paranormal Mil...</td>
|
||||
<td>736e7006-d050-4abb-a122-00febf3f540f</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
@ -2953,7 +2947,7 @@ text_unit_df.head()</div>
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
||||
<pre>Text unit records: 12
|
||||
<pre>Text unit records: 50
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
@ -2990,53 +2984,53 @@ text_unit_df.head()</div>
|
||||
<tbody>
|
||||
<tr>
|
||||
<th>0</th>
|
||||
<td>2cf7a230c367a2dfaf0fc3c903eb8948</td>
|
||||
<td>06bdff339c02ab35c80fa49320d5da66</td>
|
||||
<td># Operation: Dulce\n\n## Chapter 1\n\nThe thru...</td>
|
||||
<td>2500</td>
|
||||
<td>600</td>
|
||||
<td>[958fdd043f17ade63cb13570b59df295]</td>
|
||||
<td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
|
||||
<td>[b35c3d1a7daa4924b6bdb58bc69c354d, a97e2ecd870...</td>
|
||||
<td>[ad5a2020-cdec-4982-acdf-dbe5ee530066, 9d8a0fe...</td>
|
||||
<td>[148fffeb994541b2b4b6dcefda7001a8, 89c08e79329...</td>
|
||||
<td>[439081a3-bfeb-4693-968a-0f6189d8fa50, 3399e3d...</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>1</th>
|
||||
<td>6d1255303acb7c9dc951cb0f5fc3042c</td>
|
||||
<td>be the same.\n\n\*\n\nThe sense of foreboding...</td>
|
||||
<td>2500</td>
|
||||
<td>28dc4aa41a3e99deb7f354682f3e9904</td>
|
||||
<td>'s authoritarian performance. _Protocols_, Jor...</td>
|
||||
<td>600</td>
|
||||
<td>[958fdd043f17ade63cb13570b59df295]</td>
|
||||
<td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
|
||||
<td>[b35c3d1a7daa4924b6bdb58bc69c354d, a97e2ecd870...</td>
|
||||
<td>[5d1c9126-c48d-4755-9f9c-f739c823f95f, ec64a42...</td>
|
||||
<td>[4119fd06010c494caa07f439b333f4c5, 077d2820ae1...</td>
|
||||
<td>[9a6f414210e14841a5b0e661aedc898d, db541b72609...</td>
|
||||
<td>[b09594cb-d4b7-4de4-a1af-97778300eb1b, f7c5ea4...</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>2</th>
|
||||
<td>e841f178310356740b2ee9101d12c97f</td>
|
||||
<td>. "Your take on these signal inconsistencies?"...</td>
|
||||
<td>2500</td>
|
||||
<td>813db3138ef511c34be86f841f68aa8f</td>
|
||||
<td>, rehearsing the speech for their subordinates...</td>
|
||||
<td>600</td>
|
||||
<td>[958fdd043f17ade63cb13570b59df295]</td>
|
||||
<td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
|
||||
<td>[b35c3d1a7daa4924b6bdb58bc69c354d, a97e2ecd870...</td>
|
||||
<td>[0b22a34b-32e9-46a4-a0e8-d3d5466eba15, 7e14972...</td>
|
||||
<td>[b45241d70f0e43fca764df95b2b81f77, 077d2820ae1...</td>
|
||||
<td>[0467928aa65e4a4fba62bdb1467e3a54, 7cc3356d38d...</td>
|
||||
<td>[7642fe21-7cb9-4428-848b-d2e3f5ab10ca, 6fe3d6c...</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>3</th>
|
||||
<td>f36d96862b9366d7240b5c7ceb04f12b</td>
|
||||
<td>, absorbed in the bewilderment of contact, whi...</td>
|
||||
<td>2500</td>
|
||||
<td>d0afd106abf3a2966ff88a99eef710db</td>
|
||||
<td>, weighing his words carefully. "Our tech is t...</td>
|
||||
<td>600</td>
|
||||
<td>[958fdd043f17ade63cb13570b59df295]</td>
|
||||
<td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
|
||||
<td>[b35c3d1a7daa4924b6bdb58bc69c354d, 09f18f81442...</td>
|
||||
<td>[9cd6d645-ab97-4b39-b02e-647cea9b5545, 50dc124...</td>
|
||||
<td>[148fffeb994541b2b4b6dcefda7001a8, 89c08e79329...</td>
|
||||
<td>[956e4c22-e343-4b5d-ad3c-d44ca3ce5fb5]</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>4</th>
|
||||
<td>f7d43808d2fb452cd953bf50c6de6bd4</td>
|
||||
<td>were at once coherent and enigmatic: "*Voyage...</td>
|
||||
<td>2500</td>
|
||||
<td>f4c7c95d7bf621c6eb73d331cbf0b608</td>
|
||||
<td>stepping into their exchange. The authority i...</td>
|
||||
<td>600</td>
|
||||
<td>[958fdd043f17ade63cb13570b59df295]</td>
|
||||
<td>[b45241d70f0e43fca764df95b2b81f77, 4119fd06010...</td>
|
||||
<td>[e02be3e37ca0454883a4c1fd859c24bb, 1dbc51475cb...</td>
|
||||
<td>[87cf5900-6211-4e04-9115-50f3617c88b4]</td>
|
||||
<td>[077d2820ae1845bcbb1803379a3d1eae, 1fd3fa8bb5a...</td>
|
||||
<td>[478e4c72d8fb46dd8cc9f0691c9878fd, 82b0446e7c9...</td>
|
||||
<td>[a54eda4d-b5bf-471d-989f-370eb9aff961, 9f85274...</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
@ -3366,25 +3360,23 @@ print(result.response)</div>
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
||||
<pre>### Overview of Agent Alex Mercer
|
||||
<pre>### Overview of Agent Mercer
|
||||
|
||||
Agent Alex Mercer is a prominent figure within the Paranormal Military Squad, stationed at Dulce Base. He holds a leadership role, overseeing operations and making critical decisions during potential first contact scenarios with extraterrestrial intelligence. His responsibilities include ensuring a cautious approach to interspecies communication, unraveling galactic mysteries, and engaging with alien signals [Data: Entities (0); Relationships (5, 8, 7, 6)].
|
||||
Agent Alex Mercer is a prominent figure within the Paranormal Military Squad, playing a crucial role in Operation: Dulce at the Dulce Base. He is recognized for his strategic and commanding presence, particularly in overseeing operations related to communication with extraterrestrial intelligence. His responsibilities include initiating broadcasts to communicate with extraterrestrial beings, decoding alien messages, and leading the team in understanding and responding to these communications [Data: Entities (0)].
|
||||
|
||||
### Role and Responsibilities
|
||||
|
||||
Mercer's role is multifaceted, encompassing both the analysis of paranormal activities and participation in the operational aspects of the base's command center. He is deeply involved in overseeing the team's efforts to engage with extraterrestrial intelligence, leveraging his military background to enhance the mission's success. His leadership and expertise are vital to the Paranormal Military Squad as they navigate the complexities of communicating with beings from other worlds [Data: Entities (209, 0); Relationships (5, 8, 6)].
|
||||
Alex Mercer is deeply involved in the philosophical and strategic aspects of interstellar communication, viewing these interactions as a form of cosmic dialogue. His leadership style is characterized by a blend of determination, compliance with mission protocols, and a protective approach towards his team. He emphasizes the importance of intuition and trust beyond protocol, particularly in his mentorship of team members like Sam Rivera [Data: Entities (0); Relationships (167)].
|
||||
|
||||
### Relationships and Team Dynamics
|
||||
### Involvement in Operation: Dulce
|
||||
|
||||
Within the team, Mercer is recognized for his leadership and mentorship qualities. He works closely with colleagues such as Jordan Hayes, with whom he shares a mutual respect and understanding of each other's analytical skills. This partnership is crucial for the success of their mission, as they collaborate on decrypting and communicating with extraterrestrial intelligence [Data: Entities (0); Relationships (1, 4, 26, 67)].
|
||||
During Operation: Dulce, Alex Mercer collaborates with team members such as Jordan Hayes, exploring secured areas and engaging in high-stakes, secretive operations. His role extends to analyzing cosmic signals, strategizing contact efforts, and maintaining clarity in human-alien communication. His experiences during encounters with alien signals have led to profound changes, reinforcing his role as a key decision-maker and guardian in missions that transcend traditional boundaries [Data: Entities (0); Relationships (336, 245)].
|
||||
|
||||
Mercer also interacts with other team members like Sam Rivera, emphasizing the importance of intuition and trust in addition to technology for the success of their mission. This relationship is built on intuition and trust, with Mercer providing guidance to Rivera in their missions [Data: Relationships (2, 37); Claims (8)].
|
||||
### Leadership and Mentorship
|
||||
|
||||
### Challenges and Hypotheses
|
||||
Mercer is also recognized as a mentor to the team, providing belief and guidance, which highlights his influential role in both leadership and operational contexts. His intellectual curiosity and deep involvement in the mission's philosophical aspects make him a thoughtful leader, particularly in high-stakes situations such as the first contact with alien communications [Data: Entities (30, 0); Relationships (167)].
|
||||
|
||||
Agent Mercer is involved in the decryption and analysis of alien signals, contributing to the understanding of an extraterrestrial society. He has expressed concerns about being a pawn in a larger game and the need to remain vigilant during Operation: Dulce. His approach to potential extraterrestrial contact is diplomatic, emphasizing the importance of understanding and engaging with the signals [Data: Claims (73, 9, 85, 82)].
|
||||
|
||||
In summary, Agent Alex Mercer is a central figure in the Paranormal Military Squad, leading efforts to establish contact with extraterrestrial intelligence while navigating the complexities and challenges of such a mission. His leadership, analytical skills, and ability to foster trust within his team are crucial to the success of their operations at Dulce Base.
|
||||
In summary, Agent Alex Mercer is a pivotal figure in the Paranormal Military Squad, known for his strategic leadership and deep involvement in extraterrestrial communication efforts. His role in Operation: Dulce and his mentorship of team members underscore his importance in navigating the complexities of interstellar dialogue.
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
@ -3430,21 +3422,21 @@ 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 figure within the Paranormal Military Squad, a specialized team based at Dulce Base, dedicated to the exploration and understanding of extraterrestrial intelligence and phenomena. Dr. Hayes plays a crucial role in the squad, focusing on deciphering alien code and interpreting extraterrestrial patterns, which are essential for interspecies communication [Data: Entities (104, 2); Relationships (22, 40, 64)].
|
||||
Dr. Jordan Hayes is a prominent scientist at Dulce Base, playing a crucial role in the Paranormal Military Squad. Their work is primarily focused on the analysis and decryption of alien communications, which is vital for interstellar communication and potential interspecies interaction. Dr. Hayes is known for their expertise in deciphering alien codes and understanding extraterrestrial thought patterns, which are essential for leading communications with extraterrestrial entities [Data: Entities (17, 2); Relationships (201, 322, 283)].
|
||||
|
||||
### Expertise and Contributions
|
||||
### Role and Contributions
|
||||
|
||||
Dr. Hayes is known for their analytical and skeptical approach, emphasizing empirical evidence and adaptability in the face of the unknown. This mindset is particularly evident when the team explores underground facilities, where Dr. Hayes remains cautious about non-empirical possibilities while reflecting on potential data discoveries [Data: Entities (2); Claims (12, 13, 26)]. 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 (2, 180, 166)].
|
||||
Dr. Hayes's contributions are significant in the context of Operation: Dulce, where they are deeply involved in scientific exploration and the decryption of alien communications. Their work involves decrypting algorithms, interpreting cosmic signals, and analyzing the implications of alien society. This includes isolating and understanding complex alien signals that resemble human cognition, suggesting a tandem evolution with humanity [Data: Entities (2); Claims (60, 83, 91, 134)].
|
||||
|
||||
### Collaborative Efforts
|
||||
### Collaboration and Leadership
|
||||
|
||||
Dr. Hayes collaborates closely with other team members, including Alex Mercer, with whom they share a mutual respect and understanding of each other's strengths and the mission's significance. This partnership is central to their efforts in decrypting and communicating with extraterrestrial intelligence [Data: Relationships (1, 4, 67); Claims (18, 42)]. Additionally, Dr. Hayes works alongside colleagues like Sam Rivera and Taylor Cruz, contributing to the team's objectives at Dulce Base through their combined skills and knowledge [Data: Relationships (21, 9, 15)].
|
||||
Dr. Hayes collaborates closely with other key members of the Paranormal Military Squad, such as Alex Mercer and Taylor Cruz. Despite some tension with Cruz due to differing leadership styles, Dr. Hayes's analytical skills and adaptability are highly valued by their colleagues. They are involved in setting up lab stations, operating the mainframe, and playing a crucial role in the command center at Dulce Base. Their leadership style emphasizes adaptability and skepticism, which are crucial given the uncertainties and unknown challenges of their mission [Data: Entities (2); Relationships (26, 82, 175, 270)].
|
||||
|
||||
### Mission and Impact
|
||||
### Scientific Breakthroughs and Challenges
|
||||
|
||||
The mission at Dulce Base involves uncovering the mysteries of extraterrestrial intelligence, with Dr. Hayes leading efforts in isolating signal harmonics, decrypting alien messages, and interpreting signals related to star alignments. Their work is pivotal in the team's focus on analyzing and interpreting alien signals, which is a cornerstone of their operation [Data: Entities (2, 140, 192); Claims (36, 39, 54)]. Dr. Hayes's role is not only about scientific discovery but also about ensuring that humanity approaches potential interspecies communication with understanding and diplomacy [Data: Claims (54, 61, 68)].
|
||||
Dr. Hayes is on the verge of significant scientific breakthroughs, as they lead efforts in isolating and understanding alien signals. Their work suggests that these signals are artificial and patterned, indicating a tandem evolution with humanity. This involves crafting humanity's responses to cosmic alignments with stars and responsive galactic signals, navigating the dark corridors of Dulce with a focus on the unknown variables and challenges beyond established protocols [Data: Entities (2); Claims (60, 83, 91, 134)].
|
||||
|
||||
In summary, Dr. Jordan Hayes is a central figure in the Paranormal Military Squad, bringing a critical and methodical approach to the team's extraordinary endeavors in understanding and interacting with alien entities. Their work at Dulce Base is instrumental in bridging the gap between human and extraterrestrial communication, highlighting the importance of their role in this unique and challenging field.
|
||||
In summary, Dr. Jordan Hayes is a central figure in the efforts to understand and communicate with extraterrestrial entities, contributing significantly to the scientific and strategic objectives of the Paranormal Military Squad at Dulce Base. Their work is characterized by a blend of scientific rigor, adaptability, and a commitment to discovery, making them a vital asset to their team and mission.
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
@ -3523,42 +3515,42 @@ In summary, Dr. Jordan Hayes is a central figure in the Paranormal Military Squa
|
||||
<tbody>
|
||||
<tr>
|
||||
<th>0</th>
|
||||
<td>104</td>
|
||||
<td>17</td>
|
||||
<td>DR. JORDAN HAYES</td>
|
||||
<td>Dr. Jordan Hayes is a member of the Paranormal...</td>
|
||||
<td>7</td>
|
||||
<td>Dr. Jordan Hayes is a key scientist at Dulce B...</td>
|
||||
<td>18</td>
|
||||
<td>True</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>1</th>
|
||||
<td>153</td>
|
||||
<td>EXPERTISE</td>
|
||||
<td>The specialized knowledge or skill that team m...</td>
|
||||
<td>0</td>
|
||||
<td>7</td>
|
||||
<td>JORDAN</td>
|
||||
<td>Jordan Hayes is a key member of the Paranormal...</td>
|
||||
<td>22</td>
|
||||
<td>True</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>2</th>
|
||||
<td>2</td>
|
||||
<td>JORDAN HAYES</td>
|
||||
<td>Dr. Jordan Hayes is a key character in a narra...</td>
|
||||
<td>9</td>
|
||||
<td>Dr. Jordan Hayes is a central figure at Dulce ...</td>
|
||||
<td>48</td>
|
||||
<td>True</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>3</th>
|
||||
<td>148</td>
|
||||
<td>DATA ANALYSIS</td>
|
||||
<td>The process of examining and interpreting info...</td>
|
||||
<td>0</td>
|
||||
<td>47</td>
|
||||
<td>DR. HAYES</td>
|
||||
<td>Dr. Hayes is a scientist working on understand...</td>
|
||||
<td>1</td>
|
||||
<td>True</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>4</th>
|
||||
<td>140</td>
|
||||
<td>STAR ALIGNMENTS</td>
|
||||
<td>Celestial configurations that Dr. Jordan Hayes...</td>
|
||||
<td>0</td>
|
||||
<td>10</td>
|
||||
<td>AGENT HAYES</td>
|
||||
<td>Agent Hayes is known for emphasizing empowerme...</td>
|
||||
<td>4</td>
|
||||
<td>True</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
@ -3633,56 +3625,56 @@ In summary, Dr. Jordan Hayes is a central figure in the Paranormal Military Squa
|
||||
<tbody>
|
||||
<tr>
|
||||
<th>0</th>
|
||||
<td>21</td>
|
||||
<td>JORDAN HAYES</td>
|
||||
<td>SAM RIVERA</td>
|
||||
<td>Jordan Hayes and Sam Rivera are colleagues at ...</td>
|
||||
<td>5.0</td>
|
||||
<td>24</td>
|
||||
<td>2</td>
|
||||
<td>260</td>
|
||||
<td>JORDAN</td>
|
||||
<td>DR. JORDAN HAYES</td>
|
||||
<td>Dr. Jordan Hayes and Jordan refer to the same ...</td>
|
||||
<td>1.0</td>
|
||||
<td>40</td>
|
||||
<td>1</td>
|
||||
<td>True</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>1</th>
|
||||
<td>22</td>
|
||||
<td>JORDAN HAYES</td>
|
||||
<td>PARANORMAL MILITARY SQUAD</td>
|
||||
<td>Jordan Hayes is a member of the Paranormal Mil...</td>
|
||||
<td>5.0</td>
|
||||
<td>23</td>
|
||||
<td>50</td>
|
||||
<td>ALEX MERCER</td>
|
||||
<td>JORDAN</td>
|
||||
<td>Alex Mercer values Jordan's analytical approac...</td>
|
||||
<td>1.0</td>
|
||||
<td>79</td>
|
||||
<td>2</td>
|
||||
<td>True</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>2</th>
|
||||
<td>34</td>
|
||||
<td>SAM RIVERA</td>
|
||||
<td>26</td>
|
||||
<td>ALEX MERCER</td>
|
||||
<td>DR. JORDAN HAYES</td>
|
||||
<td>Dr. Jordan Hayes and Sam Rivera are colleagues...</td>
|
||||
<td>1.0</td>
|
||||
<td>22</td>
|
||||
<td>Alex Mercer and Dr. Jordan Hayes are collabora...</td>
|
||||
<td>5.0</td>
|
||||
<td>75</td>
|
||||
<td>2</td>
|
||||
<td>True</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>3</th>
|
||||
<td>9</td>
|
||||
<td>77</td>
|
||||
<td>TAYLOR CRUZ</td>
|
||||
<td>JORDAN HAYES</td>
|
||||
<td>Taylor Cruz and Jordan Hayes are both integral...</td>
|
||||
<td>6.0</td>
|
||||
<td>21</td>
|
||||
<td>JORDAN</td>
|
||||
<td>Jordan and Taylor Cruz are team members workin...</td>
|
||||
<td>4.0</td>
|
||||
<td>74</td>
|
||||
<td>2</td>
|
||||
<td>True</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>4</th>
|
||||
<td>40</td>
|
||||
<td>PARANORMAL MILITARY SQUAD</td>
|
||||
<td>82</td>
|
||||
<td>TAYLOR CRUZ</td>
|
||||
<td>DR. JORDAN HAYES</td>
|
||||
<td>Dr. Jordan Hayes is a key member of the Parano...</td>
|
||||
<td>2.0</td>
|
||||
<td>21</td>
|
||||
<td>Dr. Jordan Hayes and Taylor Cruz are colleague...</td>
|
||||
<td>4.0</td>
|
||||
<td>70</td>
|
||||
<td>2</td>
|
||||
<td>True</td>
|
||||
</tr>
|
||||
@ -3797,18 +3789,28 @@ Cell <span class="ansi-green-fg">In[17], line 1</span>
|
||||
<tbody>
|
||||
<tr>
|
||||
<th>0</th>
|
||||
<td>5</td>
|
||||
<td>the universe.\n\nIn a symphony of clicks and ...</td>
|
||||
<td>40</td>
|
||||
<td>and the distant hum of machinery hinted at Du...</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>1</th>
|
||||
<td>11</td>
|
||||
<td>, the sentinel within them ever alert.\n\nAlex...</td>
|
||||
<td>18</td>
|
||||
<td>the universe.\n\nIn a symphony of clicks and ...</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>2</th>
|
||||
<td>3</td>
|
||||
<td>, absorbed in the bewilderment of contact, whi...</td>
|
||||
<td>37</td>
|
||||
<td>from across the console, their eyes not leavi...</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>3</th>
|
||||
<td>19</td>
|
||||
<td>extraterrestrial sentience that had outreache...</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th>4</th>
|
||||
<td>44</td>
|
||||
<td>It's a... symphony. It's as if they're teachi...</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
@ -3853,19 +3855,19 @@ Cell <span class="ansi-green-fg">In[17], line 1</span>
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
||||
<pre> id entity object_id status start_date end_date \
|
||||
0 12 DR. JORDAN HAYES NONE TRUE NONE NONE
|
||||
1 13 DR. JORDAN HAYES NONE SUSPECTED NONE NONE
|
||||
2 18 DR. JORDAN HAYES ALEX TRUE NONE NONE
|
||||
3 49 DR. JORDAN HAYES NONE SUSPECTED NONE NONE
|
||||
4 74 DR. JORDAN HAYES NONE SUSPECTED NONE NONE
|
||||
<pre> id entity object_id status start_date end_date \
|
||||
0 2 DR. JORDAN HAYES NONE TRUE NONE NONE
|
||||
1 13 DR. JORDAN HAYES NONE TRUE NONE NONE
|
||||
2 60 DR. JORDAN HAYES NONE TRUE NONE NONE
|
||||
3 83 DR. JORDAN HAYES NONE TRUE NONE NONE
|
||||
4 91 DR. JORDAN HAYES NONE TRUE NONE NONE
|
||||
|
||||
description in_context
|
||||
0 Dr. Jordan Hayes contemplates their skepticism... True
|
||||
1 Dr. Jordan Hayes mused over the layers of data... True
|
||||
2 Dr. Jordan Hayes and Alex discovered a panel h... True
|
||||
3 Dr. Jordan Hayes was focused on deciphering al... True
|
||||
4 Dr. Jordan Hayes is analyzing the evolving ali... True
|
||||
0 Dr. Jordan Hayes emphasizes the importance of ... True
|
||||
1 Dr. Jordan Hayes reflected on their own skepti... True
|
||||
2 Dr. Jordan Hayes was focused on deciphering al... True
|
||||
3 Dr. Jordan Hayes successfully worked through t... True
|
||||
4 Dr. Jordan Hayes led the efforts in isolating ... True
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
@ -3979,9 +3981,34 @@ print(candidate_questions.response)</div>
|
||||
<div class="jp-OutputArea jp-Cell-outputArea">
|
||||
<div class="jp-OutputArea-child">
|
||||
<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
|
||||
<pre>['- What is the role of Alex Mercer at the Dulce military base?', '- How does the Paranormal Military Squad operate within the Dulce military base?', '- What are the main objectives of Operation: Dulce at the Dulce military base?', '- How does the Dulce military base facilitate communication with extraterrestrial intelligence?', '- What is the significance of the Dulce military base in the context of interstellar communication efforts?']
|
||||
</pre>
|
||||
<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
|
||||
<pre>
|
||||
<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
|
||||
<span class="ansi-red-fg">TypeError</span> Traceback (most recent call last)
|
||||
Cell <span class="ansi-green-fg">In[21], line 5</span>
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 1</span> question_history <span style="color: rgb(98,98,98)">=</span> [
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 2</span> <span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">Tell me about Agent Mercer</span><span style="color: rgb(175,0,0)">"</span>,
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 3</span> <span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">What happens in Dulce military base?</span><span style="color: rgb(175,0,0)">"</span>,
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 4</span> ]
|
||||
<span class="ansi-green-fg">----> 5</span> candidate_questions <span style="color: rgb(98,98,98)">=</span> <span class="ansi-bold" style="color: rgb(0,135,0)">await</span> question_generator<span style="color: rgb(98,98,98)">.</span>agenerate(
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 6</span> question_history<span style="color: rgb(98,98,98)">=</span>question_history, context_data<span style="color: rgb(98,98,98)">=</span><span class="ansi-bold" style="color: rgb(0,135,0)">None</span>, question_count<span style="color: rgb(98,98,98)">=</span><span style="color: rgb(98,98,98)">5</span>
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 7</span> )
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 8</span> <span style="color: rgb(0,135,0)">print</span>(candidate_questions<span style="color: rgb(98,98,98)">.</span>response)
|
||||
|
||||
File <span class="ansi-green-fg">~/work/graphrag/graphrag/graphrag/query/question_gen/local_gen.py:74</span>, in <span class="ansi-cyan-fg">LocalQuestionGen.agenerate</span><span class="ansi-blue-fg">(self, question_history, context_data, question_count, **kwargs)</span>
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 70</span> conversation_history <span style="color: rgb(98,98,98)">=</span> ConversationHistory<span style="color: rgb(98,98,98)">.</span>from_list(history)
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 72</span> <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> context_data <span class="ansi-bold" style="color: rgb(175,0,255)">is</span> <span class="ansi-bold" style="color: rgb(0,135,0)">None</span>:
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 73</span> <span style="color: rgb(95,135,135)"># generate context data based on the question history</span>
|
||||
<span class="ansi-green-fg">---> 74</span> context_data, context_records <span style="color: rgb(98,98,98)">=</span> <span style="color: rgb(0,135,0)">self</span><span style="color: rgb(98,98,98)">.</span>context_builder<span style="color: rgb(98,98,98)">.</span>build_context(
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 75</span> query<span style="color: rgb(98,98,98)">=</span>question_text,
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 76</span> conversation_history<span style="color: rgb(98,98,98)">=</span>conversation_history,
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 77</span> <span style="color: rgb(98,98,98)">*</span><span style="color: rgb(98,98,98)">*</span>kwargs,
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 78</span> <span style="color: rgb(98,98,98)">*</span><span style="color: rgb(98,98,98)">*</span><span style="color: rgb(0,135,0)">self</span><span style="color: rgb(98,98,98)">.</span>context_builder_params,
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 79</span> ) <span style="color: rgb(95,135,135)"># type: ignore</span>
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 80</span> <span class="ansi-bold" style="color: rgb(0,135,0)">else</span>:
|
||||
<span class="ansi-green-intense-fg ansi-bold"> 81</span> context_records <span style="color: rgb(98,98,98)">=</span> {<span style="color: rgb(175,0,0)">"</span><span style="color: rgb(175,0,0)">context_data</span><span style="color: rgb(175,0,0)">"</span>: context_data}
|
||||
|
||||
<span class="ansi-red-fg">TypeError</span>: cannot unpack non-iterable ContextBuilderResult object</pre>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
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sitemap.xml.gz
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Loading…
Reference in New Issue
Block a user