spaCy/website/docs/api/kb.mdx

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Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
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---
title: KnowledgeBase
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teaser:
A storage class for entities and aliases of a specific knowledge base
(ontology)
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
tag: class
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
source: spacy/kb/kb.pyx
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
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version: 2.2
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
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---
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
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The `KnowledgeBase` object is an abstract class providing a method to generate
[`Candidate`](/api/kb#candidate) objects, which are plausible external
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identifiers given a certain textual mention. Each such `Candidate` holds
information from the relevant KB entities, such as its frequency in text and
possible aliases. Each entity in the knowledge base also has a pretrained entity
vector of a fixed size.
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
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Beyond that, `KnowledgeBase` classes have to implement a number of utility
functions called by the [`EntityLinker`](/api/entitylinker) component.
<Infobox variant="warning">
This class was not abstract up to spaCy version 3.5. The `KnowledgeBase`
implementation up to that point is available as
[`InMemoryLookupKB`](/api/inmemorylookupkb) from 3.5 onwards.
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
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</Infobox>
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## KnowledgeBase.\_\_init\_\_ {id="init",tag="method"}
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
`KnowledgeBase` is an abstract class and cannot be instantiated. Its child
classes should call `__init__()` to set up some necessary attributes.
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> #### Example
>
> ```python
> from spacy.kb import KnowledgeBase
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
> from spacy.vocab import Vocab
>
> class FullyImplementedKB(KnowledgeBase):
> def __init__(self, vocab: Vocab, entity_vector_length: int):
> super().__init__(vocab, entity_vector_length)
> ...
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> vocab = nlp.vocab
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
> kb = FullyImplementedKB(vocab=vocab, entity_vector_length=64)
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> ```
2020-08-17 17:45:24 +03:00
| Name | Description |
| ---------------------- | ------------------------------------------------ |
| `vocab` | The shared vocabulary. ~~Vocab~~ |
| `entity_vector_length` | Length of the fixed-size entity vectors. ~~int~~ |
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## KnowledgeBase.entity_vector_length {id="entity_vector_length",tag="property"}
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
The length of the fixed-size entity vectors in the knowledge base.
2020-08-17 17:45:24 +03:00
| Name | Description |
| ----------- | ------------------------------------------------ |
| **RETURNS** | Length of the fixed-size entity vectors. ~~int~~ |
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## KnowledgeBase.get_candidates {id="get_candidates",tag="method"}
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
Given a certain textual mention as input, retrieve a list of candidate entities
of type [`Candidate`](/api/kb#candidate).
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> #### Example
>
> ```python
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
> from spacy.lang.en import English
> nlp = English()
> doc = nlp("Douglas Adams wrote 'The Hitchhiker's Guide to the Galaxy'.")
> candidates = kb.get_candidates(doc[0:2])
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> ```
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
| Name | Description |
| ----------- | -------------------------------------------------------------------- |
| `mention` | The textual mention or alias. ~~Span~~ |
| **RETURNS** | An iterable of relevant `Candidate` objects. ~~Iterable[Candidate]~~ |
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## KnowledgeBase.get_candidates_batch {id="get_candidates_batch",tag="method"}
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
Same as [`get_candidates()`](/api/kb#get_candidates), but for an arbitrary
number of mentions. The [`EntityLinker`](/api/entitylinker) component will call
`get_candidates_batch()` instead of `get_candidates()`, if the config parameter
`candidates_batch_size` is greater or equal than 1.
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
The default implementation of `get_candidates_batch()` executes
`get_candidates()` in a loop. We recommend implementing a more efficient way to
retrieve candidates for multiple mentions at once, if performance is of concern
to you.
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> #### Example
>
> ```python
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
> from spacy.lang.en import English
> nlp = English()
> doc = nlp("Douglas Adams wrote 'The Hitchhiker's Guide to the Galaxy'.")
> candidates = kb.get_candidates((doc[0:2], doc[3:]))
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> ```
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
| Name | Description |
| ----------- | -------------------------------------------------------------------------------------------- |
| `mentions` | The textual mention or alias. ~~Iterable[Span]~~ |
| **RETURNS** | An iterable of iterable with relevant `Candidate` objects. ~~Iterable[Iterable[Candidate]]~~ |
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## KnowledgeBase.get_alias_candidates {id="get_alias_candidates",tag="method"}
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
<Infobox variant="warning">
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
This method is _not_ available from spaCy 3.5 onwards.
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
</Infobox>
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
From spaCy 3.5 on `KnowledgeBase` is an abstract class (with
[`InMemoryLookupKB`](/api/inmemorylookupkb) being a drop-in replacement) to
allow more flexibility in customizing knowledge bases. Some of its methods were
moved to [`InMemoryLookupKB`](/api/inmemorylookupkb) during this refactoring,
one of those being `get_alias_candidates()`. This method is now available as
[`InMemoryLookupKB.get_alias_candidates()`](/api/inmemorylookupkb#get_alias_candidates).
Note:
[`InMemoryLookupKB.get_candidates()`](/api/inmemorylookupkb#get_candidates)
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
defaults to
[`InMemoryLookupKB.get_alias_candidates()`](/api/inmemorylookupkb#get_alias_candidates).
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## KnowledgeBase.get_vector {id="get_vector",tag="method"}
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
2019-10-02 11:37:39 +03:00
Given a certain entity ID, retrieve its pretrained entity vector.
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> #### Example
>
> ```python
> vector = kb.get_vector("Q42")
> ```
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
| Name | Description |
| ----------- | -------------------------------------- |
| `entity` | The entity ID. ~~str~~ |
| **RETURNS** | The entity vector. ~~Iterable[float]~~ |
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## KnowledgeBase.get_vectors {id="get_vectors",tag="method"}
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
Same as [`get_vector()`](/api/kb#get_vector), but for an arbitrary number of
entity IDs.
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
The default implementation of `get_vectors()` executes `get_vector()` in a loop.
We recommend implementing a more efficient way to retrieve vectors for multiple
entities at once, if performance is of concern to you.
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> #### Example
>
> ```python
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
> vectors = kb.get_vectors(("Q42", "Q3107329"))
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> ```
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
| Name | Description |
| ----------- | --------------------------------------------------------- |
| `entities` | The entity IDs. ~~Iterable[str]~~ |
| **RETURNS** | The entity vectors. ~~Iterable[Iterable[numpy.ndarray]]~~ |
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## KnowledgeBase.to_disk {id="to_disk",tag="method"}
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Save the current state of the knowledge base to a directory.
> #### Example
>
> ```python
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
> kb.to_disk(path)
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> ```
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
| Name | Description |
| --------- | ------------------------------------------------------------------------------------------------------------------------------------------ |
| `path` | A path to a directory, which will be created if it doesn't exist. Paths may be either strings or `Path`-like objects. ~~Union[str, Path]~~ |
| `exclude` | List of components to exclude. ~~Iterable[str]~~ |
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## KnowledgeBase.from_disk {id="from_disk",tag="method"}
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
2020-05-24 18:23:00 +03:00
Restore the state of the knowledge base from a given directory. Note that the
[`Vocab`](/api/vocab) should also be the same as the one used to create the KB.
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> #### Example
>
> ```python
> from spacy.vocab import Vocab
> vocab = Vocab().from_disk("/path/to/vocab")
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
> kb = FullyImplementedKB(vocab=vocab, entity_vector_length=64)
> kb.from_disk("/path/to/kb")
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> ```
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| Name | Description |
| ----------- | ----------------------------------------------------------------------------------------------- |
| `loc` | A path to a directory. Paths may be either strings or `Path`-like objects. ~~Union[str, Path]~~ |
Refactor KB for easier customization (#11268) * Add implementation of batching + backwards compatibility fixes. Tests indicate issue with batch disambiguation for custom singular entity lookups. * Fix tests. Add distinction w.r.t. batch size. * Remove redundant and add new comments. * Adjust comments. Fix variable naming in EL prediction. * Fix mypy errors. * Remove KB entity type config option. Change return types of candidate retrieval functions to Iterable from Iterator. Fix various other issues. * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/kb_base.pyx Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Update spacy/pipeline/entity_linker.py Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Add error messages to NotImplementedErrors. Remove redundant comment. * Fix imports. * Remove redundant comments. * Rename KnowledgeBase to InMemoryLookupKB and BaseKnowledgeBase to KnowledgeBase. * Fix tests. * Update spacy/errors.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Move KB into subdirectory. * Adjust imports after KB move to dedicated subdirectory. * Fix config imports. * Move Candidate + retrieval functions to separate module. Fix other, small issues. * Fix docstrings and error message w.r.t. class names. Fix typing for candidate retrieval functions. * Update spacy/kb/kb_in_memory.pyx Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Update spacy/ml/models/entity_linker.py Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * Fix typing. * Change typing of mentions to be Span instead of Union[Span, str]. * Update docs. * Update EntityLinker and _architecture docs. * Update website/docs/api/entitylinker.md Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> * Adjust message for E1046. * Re-add section for Candidate in kb.md, add reference to dedicated page. * Update docs and docstrings. * Re-add section + reference for KnowledgeBase.get_alias_candidates() in docs. * Update spacy/kb/candidate.pyx * Update spacy/kb/kb_in_memory.pyx * Update spacy/pipeline/legacy/entity_linker.py * Remove canididate.md. Remove mistakenly added config snippet in entity_linker.py. Co-authored-by: Paul O'Leary McCann <polm@dampfkraft.com> Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com>
2022-09-08 11:38:07 +03:00
| `exclude` | List of components to exclude. ~~Iterable[str]~~ |
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| **RETURNS** | The modified `KnowledgeBase` object. ~~KnowledgeBase~~ |
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## Candidate {id="candidate",tag="class"}
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A `Candidate` object refers to a textual mention (alias) that may or may not be
resolved to a specific entity from a `KnowledgeBase`. This will be used as input
for the entity linking algorithm which will disambiguate the various candidates
to the correct one. Each candidate `(alias, entity)` pair is assigned to a
certain prior probability.
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
### Candidate.\_\_init\_\_ {id="candidate-init",tag="method"}
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
Construct a `Candidate` object. Usually this constructor is not called directly,
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but instead these objects are returned by the `get_candidates` method of the
[`entity_linker`](/api/entitylinker) pipe.
Documentation for Entity Linking (#4065) * document token ent_kb_id * document span kb_id * update pipeline documentation * prior and context weights as bool's instead * entitylinker api documentation * drop for both models * finish entitylinker documentation * small fixes * documentation for KB * candidate documentation * links to api pages in code * small fix * frequency examples as counts for consistency * consistent documentation about tensors returned by predict * add entity linking to usage 101 * add entity linking infobox and KB section to 101 * entity-linking in linguistic features * small typo corrections * training example and docs for entity_linker * predefined nlp and kb * revert back to similarity encodings for simplicity (for now) * set prior probabilities to 0 when excluded * code clean up * bugfix: deleting kb ID from tokens when entities were removed * refactor train el example to use either model or vocab * pretrain_kb example for example kb generation * add to training docs for KB + EL example scripts * small fixes * error numbering * ensure the language of vocab and nlp stay consistent across serialization * equality with = * avoid conflict in errors file * add error 151 * final adjustements to the train scripts - consistency * update of goldparse documentation * small corrections * push commit * typo fix * add candidate API to kb documentation * update API sidebar with EntityLinker and KnowledgeBase * remove EL from 101 docs * remove entity linker from 101 pipelines / rephrase * custom el model instead of existing model * set version to 2.2 for EL functionality * update documentation for 2 CLI scripts
2019-09-12 12:38:34 +03:00
> #### Example
>
> ```python
> from spacy.kb import Candidate
> candidate = Candidate(kb, entity_hash, entity_freq, entity_vector, alias_hash, prior_prob)
> ```
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| Name | Description |
| ------------- | ------------------------------------------------------------------------- |
| `kb` | The knowledge base that defined this candidate. ~~KnowledgeBase~~ |
| `entity_hash` | The hash of the entity's KB ID. ~~int~~ |
| `entity_freq` | The entity frequency as recorded in the KB. ~~float~~ |
| `alias_hash` | The hash of the textual mention or alias. ~~int~~ |
| `prior_prob` | The prior probability of the `alias` referring to the `entity`. ~~float~~ |
Website migration from Gatsby to Next (#12058) * Rename all MDX file to `.mdx` * Lock current node version (#11885) * Apply Prettier (#11996) * Minor website fixes (#11974) [ci skip] * fix table * Migrate to Next WEB-17 (#12005) * Initial commit * Run `npx create-next-app@13 next-blog` * Install MDX packages Following: https://github.com/vercel/next.js/blob/77b5f79a4dff453abb62346bf75b14d859539b81/packages/next-mdx/readme.md * Add MDX to Next * Allow Next to handle `.md` and `.mdx` files. * Add VSCode extension recommendation * Disabled TypeScript strict mode for now * Add prettier * Apply Prettier to all files * Make sure to use correct Node version * Add basic implementation for `MDXRemote` * Add experimental Rust MDX parser * Add `/public` * Add SASS support * Remove default pages and styling * Convert to module This allows to use `import/export` syntax * Add import for custom components * Add ability to load plugins * Extract function This will make the next commit easier to read * Allow to handle directories for page creation * Refactoring * Allow to parse subfolders for pages * Extract logic * Redirect `index.mdx` to parent directory * Disabled ESLint during builds * Disabled typescript during build * Remove Gatsby from `README.md` * Rephrase Docker part of `README.md` * Update project structure in `README.md` * Move and rename plugins * Update plugin for wrapping sections * Add dependencies for plugin * Use plugin * Rename wrapper type * Simplify unnessary adding of id to sections The slugified section ids are useless, because they can not be referenced anywhere anyway. The navigation only works if the section has the same id as the heading. * Add plugin for custom attributes on Markdown elements * Add plugin to readd support for tables * Add plugin to fix problem with wrapped images For more details see this issue: https://github.com/mdx-js/mdx/issues/1798 * Add necessary meta data to pages * Install necessary dependencies * Remove outdated MDX handling * Remove reliance on `InlineList` * Use existing Remark components * Remove unallowed heading Before `h1` components where not overwritten and would never have worked and they aren't used anywhere either. * Add missing components to MDX * Add correct styling * Fix broken list * Fix broken CSS classes * Implement layout * Fix links * Fix broken images * Fix pattern image * Fix heading attributes * Rename heading attribute `new` was causing some weird issue, so renaming it to `version` * Update comment syntax in MDX * Merge imports * Fix markdown rendering inside components * Add model pages * Simplify anchors * Fix default value for theme * Add Universe index page * Add Universe categories * Add Universe projects * Fix Next problem with copy Next complains when the server renders something different then the client, therfor we move the differing logic to `useEffect` * Fix improper component nesting Next doesn't allow block elements inside a `<p>` * Replace landing page MDX with page component * Remove inlined iframe content * Remove ability to inline HTML content in iFrames * Remove MDX imports * Fix problem with image inside link in MDX * Escape character for MDX * Fix unescaped characters in MDX * Fix headings with logo * Allow to export static HTML pages * Add prebuild script This command is automatically run by Next * Replace `svg-loader` with `react-inlinesvg` `svg-loader` is no longer maintained * Fix ESLint `react-hooks/exhaustive-deps` * Fix dropdowns * Change code language from `cli` to `bash` * Remove unnessary language `none` * Fix invalid code language `markdown_` with an underscore was used to basically turn of syntax highlighting, but using unknown languages know throws an error. * Enable code blocks plugin * Readd `InlineCode` component MDX2 removed the `inlineCode` component > The special component name `inlineCode` was removed, we recommend to use `pre` for the block version of code, and code for both the block and inline versions Source: https://mdxjs.com/migrating/v2/#update-mdx-content * Remove unused code * Extract function to own file * Fix code syntax highlighting * Update syntax for code block meta data * Remove unused prop * Fix internal link recognition There is a problem with regex between Node and browser, and since Next runs the component on both, this create an error. `Prop `rel` did not match. Server: "null" Client: "noopener nofollow noreferrer"` This simplifies the implementation and fixes the above error. * Replace `react-helmet` with `next/head` * Fix `className` problem for JSX component * Fix broken bold markdown * Convert file to `.mjs` to be used by Node process * Add plugin to replace strings * Fix custom table row styling * Fix problem with `span` inside inline `code` React doesn't allow a `span` inside an inline `code` element and throws an error in dev mode. * Add `_document` to be able to customize `<html>` and `<body>` * Add `lang="en"` * Store Netlify settings in file This way we don't need to update via Netlify UI, which can be tricky if changing build settings. * Add sitemap * Add Smartypants * Add PWA support * Add `manifest.webmanifest` * Fix bug with anchor links after reloading There was no need for the previous implementation, since the browser handles this nativly. Additional the manual scrolling into view was actually broken, because the heading would disappear behind the menu bar. * Rename custom event I was googeling for ages to find out what kind of event `inview` is, only to figure out it was a custom event with a name that sounds pretty much like a native one. 🫠 * Fix missing comment syntax highlighting * Refactor Quickstart component The previous implementation was hidding the irrelevant lines via data-props and dynamically generated CSS. This created problems with Next and was also hard to follow. CSS was used to do what React is supposed to handle. The new implementation simplfy filters the list of children (React elements) via their props. * Fix syntax highlighting for Training Quickstart * Unify code rendering * Improve error logging in Juniper * Fix Juniper component * Automatically generate "Read Next" link * Add Plausible * Use recent DocSearch component and adjust styling * Fix images * Turn of image optimization > Image Optimization using Next.js' default loader is not compatible with `next export`. We currently deploy to Netlify via `next export` * Dont build pages starting with `_` * Remove unused files * Add Next plugin to Netlify * Fix button layout MDX automatically adds `p` tags around text on a new line and Prettier wants to put the text on a new line. Hacking with JSX string. * Add 404 page * Apply Prettier * Update Prettier for `package.json` Next sometimes wants to patch `package-lock.json`. The old Prettier setting indended with 4 spaces, but Next always indends with 2 spaces. Since `npm install` automatically uses the indendation from `package.json` for `package-lock.json` and to avoid the format switching back and forth, both files are now set to 2 spaces. * Apply Next patch to `package-lock.json` When starting the dev server Next would warn `warn - Found lockfile missing swc dependencies, patching...` and update the `package-lock.json`. These are the patched changes. * fix link Co-authored-by: Sofie Van Landeghem <svlandeg@users.noreply.github.com> * small backslash fixes * adjust to new style Co-authored-by: Marcus Blättermann <marcus@essenmitsosse.de>
2023-01-11 19:30:07 +03:00
## Candidate attributes {id="candidate-attributes"}
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| Name | Description |
| --------------- | ------------------------------------------------------------------------ |
| `entity` | The entity's unique KB identifier. ~~int~~ |
| `entity_` | The entity's unique KB identifier. ~~str~~ |
| `alias` | The alias or textual mention. ~~int~~ |
| `alias_` | The alias or textual mention. ~~str~~ |
| `prior_prob` | The prior probability of the `alias` referring to the `entity`. ~~long~~ |
| `entity_freq` | The frequency of the entity in a typical corpus. ~~long~~ |
| `entity_vector` | The pretrained vector of the entity. ~~numpy.ndarray~~ |