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class="HeaderMenu-wrapper d-flex flex-column flex-self-start flex-lg-row flex-auto rounded rounded-lg-0"> <nav class="HeaderMenu-nav" aria-label="Global"> <ul class="d-lg-flex list-style-none"> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Product <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"github_copilot","context":"product","tag":"link","label":"github_copilot_link_product_navbar"}" href="https://github.com/features/copilot"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 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width="24" data-view-component="true" class="octicon octicon-code-square color-fg-subtle mr-3"> <path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 0 0 1 20.25 22H3.75A1.75 1.75 0 0 1 2 20.25Zm1.75-.25a.25.25 0 0 0-.25.25v16.5c0 .138.112.25.25.25h16.5a.25.25 0 0 0 .25-.25V3.75a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Search</div> Find more, search less </div> </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="product-explore-heading">Explore</span> <ul class="list-style-none f5" 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1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded 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class=\"markdown-body entry-content container-lg\" itemprop=\"text\"\u003e\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eChangelog\u003c/h1\u003e\u003ca id=\"user-content-changelog\" class=\"anchor\" aria-label=\"Permalink: Changelog\" href=\"#changelog\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eNote: version releases in the 0.x.y range may introduce breaking changes.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e2.1.0\u003c/h2\u003e\u003ca id=\"user-content-210\" class=\"anchor\" aria-label=\"Permalink: 2.1.0\" href=\"#210\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eminor: Add support for JSON input files.\u003c/li\u003e\n\u003cli\u003eminor: Updated the prompt tunning client to support csv-metadata injection and updated output file types to match the new naming convention.\u003c/li\u003e\n\u003cli\u003epatch: Add check for custom model types while config loading\u003c/li\u003e\n\u003cli\u003epatch: Adds general-purpose pipeline run state object.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e2.0.0\u003c/h2\u003e\u003ca id=\"user-content-200\" class=\"anchor\" aria-label=\"Permalink: 2.0.0\" href=\"#200\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003emajor: Add children to communities to avoid re-compute.\u003c/li\u003e\n\u003cli\u003emajor: Reorganize and rename workflows and their outputs.\u003c/li\u003e\n\u003cli\u003emajor: Rework API to accept callbacks.\u003c/li\u003e\n\u003cli\u003eminor: Add LMM Manager and Factory, to support provider registration\u003c/li\u003e\n\u003cli\u003eminor: Add NLP graph extraction.\u003c/li\u003e\n\u003cli\u003eminor: Add pipeline_start and pipeline_end callbacks.\u003c/li\u003e\n\u003cli\u003eminor: Move embeddings snapshots to the workflow runner.\u003c/li\u003e\n\u003cli\u003eminor: Remove config inheritance, hydration, and automatic env var overlays.\u003c/li\u003e\n\u003cli\u003eminor: Rework the update output storage structure.\u003c/li\u003e\n\u003cli\u003epatch: Add caching to NLP extractor.\u003c/li\u003e\n\u003cli\u003epatch: Add vector store id reference to embeddings config.\u003c/li\u003e\n\u003cli\u003epatch: Export NLP community reports prompt.\u003c/li\u003e\n\u003cli\u003epatch: Fix DRIFT search on Azure AI Search.\u003c/li\u003e\n\u003cli\u003epatch: Fix StopAsyncIteration catch.\u003c/li\u003e\n\u003cli\u003epatch: Fix missing embeddings workflow in FastGraphRAG.\u003c/li\u003e\n\u003cli\u003epatch: Fix proper use of n_depth for drift search\u003c/li\u003e\n\u003cli\u003epatch: Fix report generation recursion.\u003c/li\u003e\n\u003cli\u003epatch: Fix summarization over large datasets for inc indexing. Fix relationship summarization\u003c/li\u003e\n\u003cli\u003epatch: Optimize data iteration by removing some iterrows from code\u003c/li\u003e\n\u003cli\u003epatch: Patch json mode for community reports\u003c/li\u003e\n\u003cli\u003epatch: Properly increment text unit IDs during updates.\u003c/li\u003e\n\u003cli\u003epatch: Refactor config defaults from constants to type-safe, hierarchical dataclass.\u003c/li\u003e\n\u003cli\u003epatch: Require explicit azure auth settings when using AOI.\u003c/li\u003e\n\u003cli\u003epatch: Separates graph pruning for differential usage.\u003c/li\u003e\n\u003cli\u003epatch: Tuck flow functions under their workflow modules.\u003c/li\u003e\n\u003cli\u003epatch: Update fnllm. Remove unused libs.\u003c/li\u003e\n\u003cli\u003epatch: Use ModelProvider for query module\u003c/li\u003e\n\u003cli\u003epatch: Use shared schema for final outputs.\u003c/li\u003e\n\u003cli\u003epatch: add dynamic retry logic.\u003c/li\u003e\n\u003cli\u003epatch: add option to prepend metadata into chunks\u003c/li\u003e\n\u003cli\u003epatch: cleanup query code duplication.\u003c/li\u003e\n\u003cli\u003epatch: implemented multi-index querying for api layer\u003c/li\u003e\n\u003cli\u003epatch: multi index query cli support\u003c/li\u003e\n\u003cli\u003epatch: remove unused columns and change property document_attribute_columns to metadata\u003c/li\u003e\n\u003cli\u003epatch: update multi-index query to support new workflows\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e1.2.0\u003c/h2\u003e\u003ca id=\"user-content-120\" class=\"anchor\" aria-label=\"Permalink: 1.2.0\" href=\"#120\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eminor: Add Drift Reduce response and streaming endpoint\u003c/li\u003e\n\u003cli\u003eminor: add cosmosdb vector store\u003c/li\u003e\n\u003cli\u003epatch: Fix example notebooks\u003c/li\u003e\n\u003cli\u003epatch: Set default rate limits.\u003c/li\u003e\n\u003cli\u003epatch: unit tests for text_splitting\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e1.2.0\u003c/h2\u003e\u003ca id=\"user-content-120-1\" class=\"anchor\" aria-label=\"Permalink: 1.2.0\" href=\"#120-1\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Basic Rag minor fix\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e1.1.1\u003c/h2\u003e\u003ca id=\"user-content-111\" class=\"anchor\" aria-label=\"Permalink: 1.1.1\" href=\"#111\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Fix a bug on creating community hierarchy for dynamic search\u003c/li\u003e\n\u003cli\u003epatch: Increase LOCAL_SEARCH_COMMUNITY_PROP to 15%\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e1.1.0\u003c/h2\u003e\u003ca id=\"user-content-110\" class=\"anchor\" aria-label=\"Permalink: 1.1.0\" href=\"#110\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eminor: Make gleanings independent of encoding\u003c/li\u003e\n\u003cli\u003eminor: Remove DataShaper (first steps).\u003c/li\u003e\n\u003cli\u003eminor: Remove old pipeline runner.\u003c/li\u003e\n\u003cli\u003eminor: new search implemented as a new option for the api\u003c/li\u003e\n\u003cli\u003epatch: Fix gleanings loop check\u003c/li\u003e\n\u003cli\u003epatch: Implement cosmosdb storage option for cache and output\u003c/li\u003e\n\u003cli\u003epatch: Move extractor code to co-locate with operations.\u003c/li\u003e\n\u003cli\u003epatch: Remove config input models.\u003c/li\u003e\n\u003cli\u003epatch: Ruff update\u003c/li\u003e\n\u003cli\u003epatch: Simplify and streamline internal config.\u003c/li\u003e\n\u003cli\u003epatch: Simplify callbacks model.\u003c/li\u003e\n\u003cli\u003epatch: Streamline flows.\u003c/li\u003e\n\u003cli\u003epatch: fix instantiation of storage classes.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e1.0.1\u003c/h2\u003e\u003ca id=\"user-content-101\" class=\"anchor\" aria-label=\"Permalink: 1.0.1\" href=\"#101\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Fix encoding model config parsing\u003c/li\u003e\n\u003cli\u003epatch: Fix exception on error callbacks\u003c/li\u003e\n\u003cli\u003epatch: Manage llm instances inside a cached singleton. Check for empty dfs after entity/relationship extraction\u003c/li\u003e\n\u003cli\u003epatch: Respect encoding_model option\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e1.0.0\u003c/h2\u003e\u003ca id=\"user-content-100\" class=\"anchor\" aria-label=\"Permalink: 1.0.0\" href=\"#100\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Add Parent id to communities data model\u003c/li\u003e\n\u003cli\u003epatch: Add migration notebook.\u003c/li\u003e\n\u003cli\u003epatch: Create separate community workflow, collapse subflows.\u003c/li\u003e\n\u003cli\u003epatch: Dependency Updates\u003c/li\u003e\n\u003cli\u003epatch: cleanup and refactor factory classes.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.9.0\u003c/h2\u003e\u003ca id=\"user-content-090\" class=\"anchor\" aria-label=\"Permalink: 0.9.0\" href=\"#090\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eminor: Refactor graph creation.\u003c/li\u003e\n\u003cli\u003epatch: Dependency updates\u003c/li\u003e\n\u003cli\u003epatch: Fix Global Search with dynamic Community selection bug\u003c/li\u003e\n\u003cli\u003epatch: Fix question gen.\u003c/li\u003e\n\u003cli\u003epatch: Optimize Final Community Reports calculation and stabilize cache\u003c/li\u003e\n\u003cli\u003epatch: miscellaneous code cleanup and minor changes for better alignment of style across the codebase.\u003c/li\u003e\n\u003cli\u003epatch: replace llm package with fnllm\u003c/li\u003e\n\u003cli\u003epatch: replaced md5 hash with sha256\u003c/li\u003e\n\u003cli\u003epatch: replaced md5 hash with sha512\u003c/li\u003e\n\u003cli\u003epatch: update API and add a demonstration notebook\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.5.0\u003c/h2\u003e\u003ca id=\"user-content-050\" class=\"anchor\" aria-label=\"Permalink: 0.5.0\" href=\"#050\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eminor: Data model changes.\u003c/li\u003e\n\u003cli\u003epatch: Add Parquet as part of the default emitters when not pressent\u003c/li\u003e\n\u003cli\u003epatch: Centralized prompts and export all for easier injection.\u003c/li\u003e\n\u003cli\u003epatch: Cleanup of artifact outputs/schemas.\u003c/li\u003e\n\u003cli\u003epatch: Config and docs updates.\u003c/li\u003e\n\u003cli\u003epatch: Implement dynamic community selection to global search\u003c/li\u003e\n\u003cli\u003epatch: fix autocompletion of existing files/directory paths.\u003c/li\u003e\n\u003cli\u003epatch: move import statements out of init files\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.4.1\u003c/h2\u003e\u003ca id=\"user-content-041\" class=\"anchor\" aria-label=\"Permalink: 0.4.1\" href=\"#041\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Add update cli entrypoint for incremental indexing\u003c/li\u003e\n\u003cli\u003epatch: Allow some CI/CD jobs to skip PRs dedicated to doc updates only.\u003c/li\u003e\n\u003cli\u003epatch: Fix a file paths issue in the viz guide.\u003c/li\u003e\n\u003cli\u003epatch: Fix optional covariates update in incremental indexing\u003c/li\u003e\n\u003cli\u003epatch: Raise error on empty deltas for inc indexing\u003c/li\u003e\n\u003cli\u003epatch: add visualization guide to doc site\u003c/li\u003e\n\u003cli\u003epatch: fix streaming output error\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.4.0\u003c/h2\u003e\u003ca id=\"user-content-040\" class=\"anchor\" aria-label=\"Permalink: 0.4.0\" href=\"#040\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eminor: Add Incremental Indexing\u003c/li\u003e\n\u003cli\u003eminor: Added DRIFT graph reasoning query module\u003c/li\u003e\n\u003cli\u003eminor: embeddings moved to a different workflow\u003c/li\u003e\n\u003cli\u003epatch: Add DRIFT search cli and example notebook\u003c/li\u003e\n\u003cli\u003epatch: Add config for incremental updates\u003c/li\u003e\n\u003cli\u003epatch: Add embeddings to subflow.\u003c/li\u003e\n\u003cli\u003epatch: Add naive community merge using time period\u003c/li\u003e\n\u003cli\u003epatch: Add relationship merge\u003c/li\u003e\n\u003cli\u003epatch: Add runtime-only storage option.\u003c/li\u003e\n\u003cli\u003epatch: Add text units update\u003c/li\u003e\n\u003cli\u003epatch: Allow empty workflow returns to avoid disk writing.\u003c/li\u003e\n\u003cli\u003epatch: Apply pandas optimizations to create final entities\u003c/li\u003e\n\u003cli\u003epatch: Calculate new inputs and deleted inputs on update\u003c/li\u003e\n\u003cli\u003epatch: Collapse covariates flow.\u003c/li\u003e\n\u003cli\u003epatch: Collapse create-base-entity-graph.\u003c/li\u003e\n\u003cli\u003epatch: Collapse create-final-community-reports.\u003c/li\u003e\n\u003cli\u003epatch: Collapse create-final-documents.\u003c/li\u003e\n\u003cli\u003epatch: Collapse create-final-entities.\u003c/li\u003e\n\u003cli\u003epatch: Collapse create-final-nodes.\u003c/li\u003e\n\u003cli\u003epatch: Collapse create_base_documents.\u003c/li\u003e\n\u003cli\u003epatch: Collapse create_base_text_units.\u003c/li\u003e\n\u003cli\u003epatch: Collapse create_final_relationships.\u003c/li\u003e\n\u003cli\u003epatch: Collapse entity extraction.\u003c/li\u003e\n\u003cli\u003epatch: Collapse entity summarize.\u003c/li\u003e\n\u003cli\u003epatch: Collapse intermediate workflow outputs.\u003c/li\u003e\n\u003cli\u003epatch: Dependency updates\u003c/li\u003e\n\u003cli\u003epatch: Extract DataShaper-less flows.\u003c/li\u003e\n\u003cli\u003epatch: Fix Community ID loading for DRIFT search over existing indexes\u003c/li\u003e\n\u003cli\u003epatch: Fix embeddings faulty assignments\u003c/li\u003e\n\u003cli\u003epatch: Fix init defaults for vector store and drift img in docs\u003c/li\u003e\n\u003cli\u003epatch: Fix nested json parsing\u003c/li\u003e\n\u003cli\u003epatch: Fix some edge cases on Drift Search over small input sets\u003c/li\u003e\n\u003cli\u003epatch: Fix var name for embedding\u003c/li\u003e\n\u003cli\u003epatch: Merge existing and new entities, updating values accordingly\u003c/li\u003e\n\u003cli\u003epatch: Merge text_embed into create-final-relationships subflow.\u003c/li\u003e\n\u003cli\u003epatch: Move embedding verbs to operations.\u003c/li\u003e\n\u003cli\u003epatch: Moving verbs around.\u003c/li\u003e\n\u003cli\u003epatch: Optimize Create Base Documents subflow\u003c/li\u003e\n\u003cli\u003epatch: Optimize text unit relationship count\u003c/li\u003e\n\u003cli\u003epatch: Perf optimizations in map_query_to_entities()\u003c/li\u003e\n\u003cli\u003epatch: Remove aggregate_df from final coomunities and final text units\u003c/li\u003e\n\u003cli\u003epatch: Remove duplicated relationships and nodes\u003c/li\u003e\n\u003cli\u003epatch: Remove unused column from final entities\u003c/li\u003e\n\u003cli\u003epatch: Reorganized api,reporter,callback code into separate components. Defined debug profiles.\u003c/li\u003e\n\u003cli\u003epatch: Small cleanup in community context history building\u003c/li\u003e\n\u003cli\u003epatch: Transient entity graph and snapshotting.\u003c/li\u003e\n\u003cli\u003epatch: Update Incremental Indexing to new embeddings workflow\u003c/li\u003e\n\u003cli\u003epatch: Use mkdocs for documentation\u003c/li\u003e\n\u003cli\u003epatch: add backwards compatibility patch to vector store.\u003c/li\u003e\n\u003cli\u003epatch: add-autogenerated-cli-docs\u003c/li\u003e\n\u003cli\u003epatch: fix docs image path\u003c/li\u003e\n\u003cli\u003epatch: refactor use of vector stores and update support for managed identity\u003c/li\u003e\n\u003cli\u003epatch: remove redundant error-handling code from global-search\u003c/li\u003e\n\u003cli\u003epatch: reorganize cli layer\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.3.6\u003c/h2\u003e\u003ca id=\"user-content-036\" class=\"anchor\" aria-label=\"Permalink: 0.3.6\" href=\"#036\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Collapse create_final_relationships.\u003c/li\u003e\n\u003cli\u003epatch: Dependency update and cleanup\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.3.5\u003c/h2\u003e\u003ca id=\"user-content-035\" class=\"anchor\" aria-label=\"Permalink: 0.3.5\" href=\"#035\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Add compound verbs with tests infra.\u003c/li\u003e\n\u003cli\u003epatch: Collapse create_final_communities.\u003c/li\u003e\n\u003cli\u003epatch: Collapse create_final_text_units.\u003c/li\u003e\n\u003cli\u003epatch: Covariate verb collapse.\u003c/li\u003e\n\u003cli\u003epatch: Fix duplicates in community context builder\u003c/li\u003e\n\u003cli\u003epatch: Fix prompt tune output path\u003c/li\u003e\n\u003cli\u003epatch: Fix seed hardcoded init\u003c/li\u003e\n\u003cli\u003epatch: Fix seeded random gen on clustering\u003c/li\u003e\n\u003cli\u003epatch: Improve logging.\u003c/li\u003e\n\u003cli\u003epatch: Set default values for cli parameters.\u003c/li\u003e\n\u003cli\u003epatch: Use static output directories.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.3.4\u003c/h2\u003e\u003ca id=\"user-content-034\" class=\"anchor\" aria-label=\"Permalink: 0.3.4\" href=\"#034\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Deep copy txt units on local search to avoid race conditions\u003c/li\u003e\n\u003cli\u003epatch: Fix summarization including empty descriptions\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.3.3\u003c/h2\u003e\u003ca id=\"user-content-033\" class=\"anchor\" aria-label=\"Permalink: 0.3.3\" href=\"#033\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Add entrypoints for incremental indexing\u003c/li\u003e\n\u003cli\u003epatch: Clean up and organize run index code\u003c/li\u003e\n\u003cli\u003epatch: Consistent config loading. Resolves #99 and Resolves #1049\u003c/li\u003e\n\u003cli\u003epatch: Fix circular dependency when running prompt tune api directly\u003c/li\u003e\n\u003cli\u003epatch: Fix default settings for embedding\u003c/li\u003e\n\u003cli\u003epatch: Fix img for auto tune\u003c/li\u003e\n\u003cli\u003epatch: Fix img width\u003c/li\u003e\n\u003cli\u003epatch: Fixed a bug in prompt tuning process\u003c/li\u003e\n\u003cli\u003epatch: Refactor text unit build at local search\u003c/li\u003e\n\u003cli\u003epatch: Update Prompt Tuning docs\u003c/li\u003e\n\u003cli\u003epatch: Update create_pipeline_config.py\u003c/li\u003e\n\u003cli\u003epatch: Update prompt tune command in docs\u003c/li\u003e\n\u003cli\u003epatch: add querying from azure blob storage\u003c/li\u003e\n\u003cli\u003epatch: fix setting base_dir to full paths when not using file system.\u003c/li\u003e\n\u003cli\u003epatch: fix strategy config in entity_extraction\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.3.2\u003c/h2\u003e\u003ca id=\"user-content-032\" class=\"anchor\" aria-label=\"Permalink: 0.3.2\" href=\"#032\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Add context data to query API responses.\u003c/li\u003e\n\u003cli\u003epatch: Add missing config parameter documentation for prompt tuning\u003c/li\u003e\n\u003cli\u003epatch: Add neo4j community notebook\u003c/li\u003e\n\u003cli\u003epatch: Ensure entity types to be str when running prompt tuning\u003c/li\u003e\n\u003cli\u003epatch: Fix weight casting during graph extraction\u003c/li\u003e\n\u003cli\u003epatch: Patch \"past\" dependency issues\u003c/li\u003e\n\u003cli\u003epatch: Update developer guide.\u003c/li\u003e\n\u003cli\u003epatch: Update query type hints.\u003c/li\u003e\n\u003cli\u003epatch: change-lancedb-placement\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.3.1\u003c/h2\u003e\u003ca id=\"user-content-031\" class=\"anchor\" aria-label=\"Permalink: 0.3.1\" href=\"#031\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Add preflight check to check LLM connectivity.\u003c/li\u003e\n\u003cli\u003epatch: Add streaming support for local/global search to query cli\u003c/li\u003e\n\u003cli\u003epatch: Add support for both float and int on schema validation for community report generation\u003c/li\u003e\n\u003cli\u003epatch: Avoid running index on gh-pages publishing\u003c/li\u003e\n\u003cli\u003epatch: Implement Index API\u003c/li\u003e\n\u003cli\u003epatch: Improves filtering for data dir inferring\u003c/li\u003e\n\u003cli\u003epatch: Update to nltk 3.9.1\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.3.0\u003c/h2\u003e\u003ca id=\"user-content-030\" class=\"anchor\" aria-label=\"Permalink: 0.3.0\" href=\"#030\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eminor: Implement auto templating API.\u003c/li\u003e\n\u003cli\u003eminor: Implement query engine API.\u003c/li\u003e\n\u003cli\u003epatch: Fix file dumps using json for non ASCII chars\u003c/li\u003e\n\u003cli\u003epatch: Stabilize smoke tests for query context building\u003c/li\u003e\n\u003cli\u003epatch: fix query embedding\u003c/li\u003e\n\u003cli\u003epatch: fix sort_context \u0026amp; max_tokens params in verb\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.2.2\u003c/h2\u003e\u003ca id=\"user-content-022\" class=\"anchor\" aria-label=\"Permalink: 0.2.2\" href=\"#022\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Add a check if there is no community record added in local search context\u003c/li\u003e\n\u003cli\u003epatch: Add sepparate workflow for Python Tests\u003c/li\u003e\n\u003cli\u003epatch: Docs updates\u003c/li\u003e\n\u003cli\u003epatch: Run smoke tests on 4o\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.2.1\u003c/h2\u003e\u003ca id=\"user-content-021\" class=\"anchor\" aria-label=\"Permalink: 0.2.1\" href=\"#021\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003epatch: Added default columns for vector store at create_pipeline_config. No change for other cases.\u003c/li\u003e\n\u003cli\u003epatch: Change json parsing error in the map step of global search to warning\u003c/li\u003e\n\u003cli\u003epatch: Fix Local Search breaking when loading Embeddings input. Defaulting overwrite to True as in the rest of the vector store config\u003c/li\u003e\n\u003cli\u003epatch: Fix json parsing when LLM returns faulty responses\u003c/li\u003e\n\u003cli\u003epatch: Fix missing community reports and refactor community context builder\u003c/li\u003e\n\u003cli\u003epatch: Fixed a bug that erased the vector database, added a new parameter to specify the config file path, and updated the documentation accordingly.\u003c/li\u003e\n\u003cli\u003epatch: Try parsing json before even repairing\u003c/li\u003e\n\u003cli\u003epatch: Update Prompt Tuning meta prompts with finer examples\u003c/li\u003e\n\u003cli\u003epatch: Update default entity extraction and gleaning prompts to reduce hallucinations\u003c/li\u003e\n\u003cli\u003epatch: add encoding-model to entity/claim extraction config\u003c/li\u003e\n\u003cli\u003epatch: add encoding-model to text chunking config\u003c/li\u003e\n\u003cli\u003epatch: add user prompt to history-tracking llm\u003c/li\u003e\n\u003cli\u003epatch: update config reader to allow for zero gleans\u003c/li\u003e\n\u003cli\u003epatch: update config-reader to allow for empty chunk-by arrays\u003c/li\u003e\n\u003cli\u003epatch: update history-tracking LLm to use 'assistant' instead of 'system' in output history.\u003c/li\u003e\n\u003cli\u003epatch: use history argument in hash key computation; add history input to cache data\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e0.2.0\u003c/h2\u003e\u003ca id=\"user-content-020\" class=\"anchor\" aria-label=\"Permalink: 0.2.0\" href=\"#020\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eminor: Add content-based KNN for selecting prompt tune few shot examples\u003c/li\u003e\n\u003cli\u003eminor: Add dynamic community report rating to the prompt tuning engine\u003c/li\u003e\n\u003cli\u003epatch: Add Minute-based Rate Limiting and fix rpm, tpm settings\u003c/li\u003e\n\u003cli\u003epatch: Add N parameter support\u003c/li\u003e\n\u003cli\u003epatch: Add cli flag to overlay default values onto a provided config.\u003c/li\u003e\n\u003cli\u003epatch: Add exception handling on file 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dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Changelog</h1><a id="user-content-changelog" class="anchor" aria-label="Permalink: Changelog" href="#changelog"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Note: version releases in the 0.x.y range may introduce breaking changes.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">2.1.0</h2><a id="user-content-210" class="anchor" aria-label="Permalink: 2.1.0" href="#210"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>minor: Add support for JSON input files.</li> <li>minor: Updated the prompt tunning client to support csv-metadata injection and updated output file types to match the new naming convention.</li> <li>patch: Add check for custom model types while config loading</li> <li>patch: Adds general-purpose pipeline run state object.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">2.0.0</h2><a id="user-content-200" class="anchor" aria-label="Permalink: 2.0.0" href="#200"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>major: Add children to communities to avoid re-compute.</li> <li>major: Reorganize and rename workflows and their outputs.</li> <li>major: Rework API to accept callbacks.</li> <li>minor: Add LMM Manager and Factory, to support provider registration</li> <li>minor: Add NLP graph extraction.</li> <li>minor: Add pipeline_start and pipeline_end callbacks.</li> <li>minor: Move embeddings snapshots to the workflow runner.</li> <li>minor: Remove config inheritance, hydration, and automatic env var overlays.</li> <li>minor: Rework the update output storage structure.</li> <li>patch: Add caching to NLP extractor.</li> <li>patch: Add vector store id reference to embeddings config.</li> <li>patch: Export NLP community reports prompt.</li> <li>patch: Fix DRIFT search on Azure AI Search.</li> <li>patch: Fix StopAsyncIteration catch.</li> <li>patch: Fix missing embeddings workflow in FastGraphRAG.</li> <li>patch: Fix proper use of n_depth for drift search</li> <li>patch: Fix report generation recursion.</li> <li>patch: Fix summarization over large datasets for inc indexing. Fix relationship summarization</li> <li>patch: Optimize data iteration by removing some iterrows from code</li> <li>patch: Patch json mode for community reports</li> <li>patch: Properly increment text unit IDs during updates.</li> <li>patch: Refactor config defaults from constants to type-safe, hierarchical dataclass.</li> <li>patch: Require explicit azure auth settings when using AOI.</li> <li>patch: Separates graph pruning for differential usage.</li> <li>patch: Tuck flow functions under their workflow modules.</li> <li>patch: Update fnllm. Remove unused libs.</li> <li>patch: Use ModelProvider for query module</li> <li>patch: Use shared schema for final outputs.</li> <li>patch: add dynamic retry logic.</li> <li>patch: add option to prepend metadata into chunks</li> <li>patch: cleanup query code duplication.</li> <li>patch: implemented multi-index querying for api layer</li> <li>patch: multi index query cli support</li> <li>patch: remove unused columns and change property document_attribute_columns to metadata</li> <li>patch: update multi-index query to support new workflows</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">1.2.0</h2><a id="user-content-120" class="anchor" aria-label="Permalink: 1.2.0" href="#120"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>minor: Add Drift Reduce response and streaming endpoint</li> <li>minor: add cosmosdb vector store</li> <li>patch: Fix example notebooks</li> <li>patch: Set default rate limits.</li> <li>patch: unit tests for text_splitting</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">1.2.0</h2><a id="user-content-120-1" class="anchor" aria-label="Permalink: 1.2.0" href="#120-1"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Basic Rag minor fix</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">1.1.1</h2><a id="user-content-111" class="anchor" aria-label="Permalink: 1.1.1" href="#111"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Fix a bug on creating community hierarchy for dynamic search</li> <li>patch: Increase LOCAL_SEARCH_COMMUNITY_PROP to 15%</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">1.1.0</h2><a id="user-content-110" class="anchor" aria-label="Permalink: 1.1.0" href="#110"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>minor: Make gleanings independent of encoding</li> <li>minor: Remove DataShaper (first steps).</li> <li>minor: Remove old pipeline runner.</li> <li>minor: new search implemented as a new option for the api</li> <li>patch: Fix gleanings loop check</li> <li>patch: Implement cosmosdb storage option for cache and output</li> <li>patch: Move extractor code to co-locate with operations.</li> <li>patch: Remove config input models.</li> <li>patch: Ruff update</li> <li>patch: Simplify and streamline internal config.</li> <li>patch: Simplify callbacks model.</li> <li>patch: Streamline flows.</li> <li>patch: fix instantiation of storage classes.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">1.0.1</h2><a id="user-content-101" class="anchor" aria-label="Permalink: 1.0.1" href="#101"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Fix encoding model config parsing</li> <li>patch: Fix exception on error callbacks</li> <li>patch: Manage llm instances inside a cached singleton. Check for empty dfs after entity/relationship extraction</li> <li>patch: Respect encoding_model option</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">1.0.0</h2><a id="user-content-100" class="anchor" aria-label="Permalink: 1.0.0" href="#100"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Add Parent id to communities data model</li> <li>patch: Add migration notebook.</li> <li>patch: Create separate community workflow, collapse subflows.</li> <li>patch: Dependency Updates</li> <li>patch: cleanup and refactor factory classes.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.9.0</h2><a id="user-content-090" class="anchor" aria-label="Permalink: 0.9.0" href="#090"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>minor: Refactor graph creation.</li> <li>patch: Dependency updates</li> <li>patch: Fix Global Search with dynamic Community selection bug</li> <li>patch: Fix question gen.</li> <li>patch: Optimize Final Community Reports calculation and stabilize cache</li> <li>patch: miscellaneous code cleanup and minor changes for better alignment of style across the codebase.</li> <li>patch: replace llm package with fnllm</li> <li>patch: replaced md5 hash with sha256</li> <li>patch: replaced md5 hash with sha512</li> <li>patch: update API and add a demonstration notebook</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.5.0</h2><a id="user-content-050" class="anchor" aria-label="Permalink: 0.5.0" href="#050"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>minor: Data model changes.</li> <li>patch: Add Parquet as part of the default emitters when not pressent</li> <li>patch: Centralized prompts and export all for easier injection.</li> <li>patch: Cleanup of artifact outputs/schemas.</li> <li>patch: Config and docs updates.</li> <li>patch: Implement dynamic community selection to global search</li> <li>patch: fix autocompletion of existing files/directory paths.</li> <li>patch: move import statements out of init files</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.4.1</h2><a id="user-content-041" class="anchor" aria-label="Permalink: 0.4.1" href="#041"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Add update cli entrypoint for incremental indexing</li> <li>patch: Allow some CI/CD jobs to skip PRs dedicated to doc updates only.</li> <li>patch: Fix a file paths issue in the viz guide.</li> <li>patch: Fix optional covariates update in incremental indexing</li> <li>patch: Raise error on empty deltas for inc indexing</li> <li>patch: add visualization guide to doc site</li> <li>patch: fix streaming output error</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.4.0</h2><a id="user-content-040" class="anchor" aria-label="Permalink: 0.4.0" href="#040"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>minor: Add Incremental Indexing</li> <li>minor: Added DRIFT graph reasoning query module</li> <li>minor: embeddings moved to a different workflow</li> <li>patch: Add DRIFT search cli and example notebook</li> <li>patch: Add config for incremental updates</li> <li>patch: Add embeddings to subflow.</li> <li>patch: Add naive community merge using time period</li> <li>patch: Add relationship merge</li> <li>patch: Add runtime-only storage option.</li> <li>patch: Add text units update</li> <li>patch: Allow empty workflow returns to avoid disk writing.</li> <li>patch: Apply pandas optimizations to create final entities</li> <li>patch: Calculate new inputs and deleted inputs on update</li> <li>patch: Collapse covariates flow.</li> <li>patch: Collapse create-base-entity-graph.</li> <li>patch: Collapse create-final-community-reports.</li> <li>patch: Collapse create-final-documents.</li> <li>patch: Collapse create-final-entities.</li> <li>patch: Collapse create-final-nodes.</li> <li>patch: Collapse create_base_documents.</li> <li>patch: Collapse create_base_text_units.</li> <li>patch: Collapse create_final_relationships.</li> <li>patch: Collapse entity extraction.</li> <li>patch: Collapse entity summarize.</li> <li>patch: Collapse intermediate workflow outputs.</li> <li>patch: Dependency updates</li> <li>patch: Extract DataShaper-less flows.</li> <li>patch: Fix Community ID loading for DRIFT search over existing indexes</li> <li>patch: Fix embeddings faulty assignments</li> <li>patch: Fix init defaults for vector store and drift img in docs</li> <li>patch: Fix nested json parsing</li> <li>patch: Fix some edge cases on Drift Search over small input sets</li> <li>patch: Fix var name for embedding</li> <li>patch: Merge existing and new entities, updating values accordingly</li> <li>patch: Merge text_embed into create-final-relationships subflow.</li> <li>patch: Move embedding verbs to operations.</li> <li>patch: Moving verbs around.</li> <li>patch: Optimize Create Base Documents subflow</li> <li>patch: Optimize text unit relationship count</li> <li>patch: Perf optimizations in map_query_to_entities()</li> <li>patch: Remove aggregate_df from final coomunities and final text units</li> <li>patch: Remove duplicated relationships and nodes</li> <li>patch: Remove unused column from final entities</li> <li>patch: Reorganized api,reporter,callback code into separate components. Defined debug profiles.</li> <li>patch: Small cleanup in community context history building</li> <li>patch: Transient entity graph and snapshotting.</li> <li>patch: Update Incremental Indexing to new embeddings workflow</li> <li>patch: Use mkdocs for documentation</li> <li>patch: add backwards compatibility patch to vector store.</li> <li>patch: add-autogenerated-cli-docs</li> <li>patch: fix docs image path</li> <li>patch: refactor use of vector stores and update support for managed identity</li> <li>patch: remove redundant error-handling code from global-search</li> <li>patch: reorganize cli layer</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.3.6</h2><a id="user-content-036" class="anchor" aria-label="Permalink: 0.3.6" href="#036"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Collapse create_final_relationships.</li> <li>patch: Dependency update and cleanup</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.3.5</h2><a id="user-content-035" class="anchor" aria-label="Permalink: 0.3.5" href="#035"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Add compound verbs with tests infra.</li> <li>patch: Collapse create_final_communities.</li> <li>patch: Collapse create_final_text_units.</li> <li>patch: Covariate verb collapse.</li> <li>patch: Fix duplicates in community context builder</li> <li>patch: Fix prompt tune output path</li> <li>patch: Fix seed hardcoded init</li> <li>patch: Fix seeded random gen on clustering</li> <li>patch: Improve logging.</li> <li>patch: Set default values for cli parameters.</li> <li>patch: Use static output directories.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.3.4</h2><a id="user-content-034" class="anchor" aria-label="Permalink: 0.3.4" href="#034"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Deep copy txt units on local search to avoid race conditions</li> <li>patch: Fix summarization including empty descriptions</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.3.3</h2><a id="user-content-033" class="anchor" aria-label="Permalink: 0.3.3" href="#033"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Add entrypoints for incremental indexing</li> <li>patch: Clean up and organize run index code</li> <li>patch: Consistent config loading. Resolves #99 and Resolves #1049</li> <li>patch: Fix circular dependency when running prompt tune api directly</li> <li>patch: Fix default settings for embedding</li> <li>patch: Fix img for auto tune</li> <li>patch: Fix img width</li> <li>patch: Fixed a bug in prompt tuning process</li> <li>patch: Refactor text unit build at local search</li> <li>patch: Update Prompt Tuning docs</li> <li>patch: Update create_pipeline_config.py</li> <li>patch: Update prompt tune command in docs</li> <li>patch: add querying from azure blob storage</li> <li>patch: fix setting base_dir to full paths when not using file system.</li> <li>patch: fix strategy config in entity_extraction</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.3.2</h2><a id="user-content-032" class="anchor" aria-label="Permalink: 0.3.2" href="#032"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Add context data to query API responses.</li> <li>patch: Add missing config parameter documentation for prompt tuning</li> <li>patch: Add neo4j community notebook</li> <li>patch: Ensure entity types to be str when running prompt tuning</li> <li>patch: Fix weight casting during graph extraction</li> <li>patch: Patch "past" dependency issues</li> <li>patch: Update developer guide.</li> <li>patch: Update query type hints.</li> <li>patch: change-lancedb-placement</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.3.1</h2><a id="user-content-031" class="anchor" aria-label="Permalink: 0.3.1" href="#031"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Add preflight check to check LLM connectivity.</li> <li>patch: Add streaming support for local/global search to query cli</li> <li>patch: Add support for both float and int on schema validation for community report generation</li> <li>patch: Avoid running index on gh-pages publishing</li> <li>patch: Implement Index API</li> <li>patch: Improves filtering for data dir inferring</li> <li>patch: Update to nltk 3.9.1</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.3.0</h2><a id="user-content-030" class="anchor" aria-label="Permalink: 0.3.0" href="#030"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>minor: Implement auto templating API.</li> <li>minor: Implement query engine API.</li> <li>patch: Fix file dumps using json for non ASCII chars</li> <li>patch: Stabilize smoke tests for query context building</li> <li>patch: fix query embedding</li> <li>patch: fix sort_context & max_tokens params in verb</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.2.2</h2><a id="user-content-022" class="anchor" aria-label="Permalink: 0.2.2" href="#022"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Add a check if there is no community record added in local search context</li> <li>patch: Add sepparate workflow for Python Tests</li> <li>patch: Docs updates</li> <li>patch: Run smoke tests on 4o</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.2.1</h2><a id="user-content-021" class="anchor" aria-label="Permalink: 0.2.1" href="#021"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>patch: Added default columns for vector store at create_pipeline_config. No change for other cases.</li> <li>patch: Change json parsing error in the map step of global search to warning</li> <li>patch: Fix Local Search breaking when loading Embeddings input. Defaulting overwrite to True as in the rest of the vector store config</li> <li>patch: Fix json parsing when LLM returns faulty responses</li> <li>patch: Fix missing community reports and refactor community context builder</li> <li>patch: Fixed a bug that erased the vector database, added a new parameter to specify the config file path, and updated the documentation accordingly.</li> <li>patch: Try parsing json before even repairing</li> <li>patch: Update Prompt Tuning meta prompts with finer examples</li> <li>patch: Update default entity extraction and gleaning prompts to reduce hallucinations</li> <li>patch: add encoding-model to entity/claim extraction config</li> <li>patch: add encoding-model to text chunking config</li> <li>patch: add user prompt to history-tracking llm</li> <li>patch: update config reader to allow for zero gleans</li> <li>patch: update config-reader to allow for empty chunk-by arrays</li> <li>patch: update history-tracking LLm to use 'assistant' instead of 'system' in output history.</li> <li>patch: use history argument in hash key computation; add history input to cache data</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.2.0</h2><a id="user-content-020" class="anchor" aria-label="Permalink: 0.2.0" href="#020"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>minor: Add content-based KNN for selecting prompt tune few shot examples</li> <li>minor: Add dynamic community report rating to the prompt tuning engine</li> <li>patch: Add Minute-based Rate Limiting and fix rpm, tpm settings</li> <li>patch: Add N parameter support</li> <li>patch: Add cli flag to overlay default values onto a provided config.</li> <li>patch: Add exception handling on file load</li> <li>patch: Add language support to prompt tuning</li> <li>patch: Add llm params to local and global search</li> <li>patch: Fix broken prompt tuning link on docs</li> <li>patch: Fix delta none on query calls</li> <li>patch: Fix docsite base url</li> <li>patch: Fix encoding model parameter on prompt tune</li> <li>patch: Fix for --limit exceeding the dataframe length</li> <li>patch: Fix for Ruff 0.5.2</li> <li>patch: Fixed an issue where base OpenAI embeddings can't work with Azure OpenAI LLM</li> <li>patch: Modify defaults for CHUNK_SIZE, CHUNK_OVERLAP and GLEANINGS to reduce time and LLM calls</li> <li>patch: fix community_report doesn't work in settings.yaml</li> <li>patch: fix llm response content is None in query</li> <li>patch: fix the organization parameter is ineffective during queries</li> <li>patch: remove duplicate file read</li> <li>patch: support non-open ai model config to prompt tune</li> <li>patch: use binary io processing for all file io operations</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">0.1.0</h2><a id="user-content-010" class="anchor" aria-label="Permalink: 0.1.0" href="#010"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>minor: Initial Release</li> </ul> </article></div><button hidden=""></button></section></div></div></div> <!-- --> <!-- --> </div></div></div><div class="Box-sc-g0xbh4-0"></div></div></div></div></div><div id="find-result-marks-container" class="Box-sc-g0xbh4-0 cCoXib"></div><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-app> </turbo-frame> </div> </turbo-frame> </main> </div> </div> <footer class="footer pt-8 pb-6 f6 color-fg-muted p-responsive" role="contentinfo" > <h2 class='sr-only'>Footer</h2> <div 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