diff --git a/.vscode/settings.json b/.vscode/settings.json index de93269a3abf52fa44eaa7c0ed009a4af0576546..d3a0c1169495cca3846695377c90c838b83f5b65 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -1,5 +1,8 @@ { "editor.tabSize": 2, "editor.formatOnSave": true, - "editor.defaultFormatter": "esbenp.prettier-vscode" + "editor.defaultFormatter": "esbenp.prettier-vscode", + "[xml]": { + "editor.defaultFormatter": "redhat.vscode-xml" + } } diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000000000000000000000000000000000000..881d1c7128120f9eabc11eab705406ef04ea8f97 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,78 @@ +# Contributing + +## Structure + +This is a monorepo built with Turborepo + +Right now there are two packages of importance: + +packages/core which is the main NPM library llamaindex + +apps/simple is where the demo code lives + +### Turborepo docs + +You can checkout how Turborepo works using the built in [README-turborepo.md](README-turborepo.md) + +## Getting Started + +Install NodeJS. Preferably v18 using nvm or n. + +Inside the llamascript directory: + +``` +npm i -g pnpm ts-node +pnpm install +``` + +Note: we use pnpm in this repo, which has a lot of the same functionality and CLI options as npm but it does do some things better in a monorepo, like centralizing dependencies and caching. + +PNPM's has documentation on its [workspace feature](https://pnpm.io/workspaces) and Turborepo had some [useful documentation also](https://turbo.build/repo/docs/core-concepts/monorepos/running-tasks). + +### Running Typescript + +When we publish to NPM we will have a tsc compiled version of the library in JS. For now, the easiest thing to do is use ts-node. + +### Test cases + +To run them, run + +``` +pnpm run test +``` + +To write new test cases write them in packages/core/src/tests + +We use Jest https://jestjs.io/ to write our test cases. Jest comes with a bunch of built in assertions using the expect function: https://jestjs.io/docs/expect + +### Demo applications + +You can create new demo applications in the apps folder. Just run pnpm init in the folder after you create it to create its own package.json + +### Installing packages + +To install packages for a specific package or demo application, run + +``` +pnpm add [NPM Package] --filter [package or application i.e. core or simple] +``` + +To install packages for every package or application run + +``` +pnpm add -w [NPM Package] +``` + +### Docs + +To contribute to the docs, go to the docs website folder and run the Docusaurus instance. + +```bash +cd apps/docs +pnpm install +pnpm start +``` + +That should start a webserver which will serve the docs on https://localhost:3000 + +Any changes you make should be reflected in the browser. If you need to regenerate the API docs and find that your TSDoc isn't getting the updates, feel free to remove apps/docs/api. It will automatically regenerate itself when you run pnpm start again. diff --git a/README.md b/README.md index 9e6d712e712401354c747f1a667c09394b72b228..e55cee7efe0127e65c9d8b2a949c7f0cdcdfff72 100644 --- a/README.md +++ b/README.md @@ -1,64 +1,78 @@ -# LlamaScript: LlamaIndex for TS/JS +# LlamaIndex.TS -## Structure +Use your own data with large language models (LLMs, OpenAI ChatGPT and others) in Typescript and Javascript. -This is a monorepo built with Turborepo +## What is LlamaIndex.TS? -Right now there are two packages of importance: +LlamaIndex.TS aims to be a lightweight, easy to use set of libraries to help you integrate large language models into your applications with your own data. -packages/core which is the main NPM library @llamaindex/core +## Getting started with an example: -apps/simple is where the demo code lives +LlamaIndex.TS requries Node v18 or higher. You can download it from https://nodejs.org or use https://nvm.sh (our preferred option). -### Turborepo docs +In a new folder: -You can checkout how Turborepo works using the built in [README-turborepo.md](README-turborepo.md) +```bash +export OPEN_AI_KEY="sk-......" # Replace with your key from https://platform.openai.com/account/api-keys +npx tsc –-init # if needed +pnpm install llamaindex +``` -## Getting Started +Create the file example.ts -Install NodeJS. Preferably v18 using nvm or n. +```ts +// example.ts +import fs from "fs/promises"; +import { Document, VectorStoreIndex } from "llamaindex"; -Inside the llamascript directory: +async function main() { + // Load essay from abramov.txt in Node + const essay = await fs.readFile( + "node_modules/llamaindex/examples/abramov.txt", + "utf-8" + ); -``` -npm i -g pnpm ts-node -pnpm install -``` + // Create Document object with essay + const document = new Document({ text: essay }); -Note: we use pnpm in this repo, which has a lot of the same functionality and CLI options as npm but it does do some things better in a monorepo, like centralizing dependencies and caching. + // Split text and create embeddings. Store them in a VectorStoreIndex + const index = await VectorStoreIndex.fromDocuments([document]); -PNPM's has documentation on its [workspace feature](https://pnpm.io/workspaces) and Turborepo had some [useful documentation also](https://turbo.build/repo/docs/core-concepts/monorepos/running-tasks). + // Query the index + const queryEngine = index.asQueryEngine(); + const response = await queryEngine.aquery( + "What did the author do in college?" + ); -### Running Typescript + // Output response + console.log(response.toString()); +} +``` -When we publish to NPM we will have a tsc compiled version of the library in JS. For now, the easiest thing to do is use ts-node. +Then you can run it using -### Test cases +```bash +npx ts-node example.ts +``` -To run them, run +## Core concepts: -``` -pnpm run test -``` +- [Document](packages/core/src/Node.ts): A document represents a text file, PDF file or other contiguous piece of data. -To write new test cases write them in packages/core/src/tests +- [Node](packages/core/src/Node.ts): The basic data building block. Most commonly, these are parts of the document split into manageable pieces that are small enough to be fed into an embedding model and LLM. -We use Jest https://jestjs.io/ to write our test cases. Jest comes with a bunch of built in assertions using the expect function: https://jestjs.io/docs/expect +- Indexes: indexes store the Nodes and the embeddings of those nodes. -### Demo applications +- [QueryEngine](packages/core/src/QueryEngine.ts): Query engines are what generate the query you put in and give you back the result. Query engines generally combine a pre-built prompt with selected nodes from your Index to give the LLM the context it needs to answer your query. -You can create new demo applications in the apps folder. Just run pnpm init in the folder after you create it to create its own package.json +- [ChatEngine](packages/core/src/ChatEngine.ts): A ChatEngine helps you build a chatbot that will interact with your Indexes. -### Installing packages +- [SimplePrompt](packages/core/src/Prompt.ts): A simple standardized function call definition that takes in inputs and puts them in a prebuilt template. -To install packages for a specific package or demo application, run +## Contributing: -``` -pnpm add [NPM Package] --filter [package or application i.e. core or simple] -``` +We are in the very early days of LlamaIndex.TS. If you’re interested in hacking on it with us check out our [contributing guide](CONTRIBUTING.md) -To install packages for every package or application run +## Bugs? Questions? -``` -pnpm add -w [NPM Package] -``` +Please join our Discord! https://discord.com/invite/eN6D2HQ4aX diff --git a/apps/docs/.eslintrc.js b/apps/docs/.eslintrc.js deleted file mode 100644 index c8df607506ccb33469c4a1bd896f561aa590cd0d..0000000000000000000000000000000000000000 --- a/apps/docs/.eslintrc.js +++ /dev/null @@ -1,4 +0,0 @@ -module.exports = { - root: true, - extends: ["custom"], -}; diff --git a/apps/docs/.gitignore b/apps/docs/.gitignore index 1437c53f70bc211ec65739ec4a8c2a4db5874c73..b2d6de30624f651a6c584d4faefafceac6302be1 100644 --- a/apps/docs/.gitignore +++ b/apps/docs/.gitignore @@ -1,34 +1,20 @@ -# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. - -# dependencies +# Dependencies /node_modules -/.pnp -.pnp.js - -# testing -/coverage - -# next.js -/.next/ -/out/ -# production +# Production /build -# misc -.DS_Store -*.pem - -# debug -npm-debug.log* -yarn-debug.log* -yarn-error.log* +# Generated files +.docusaurus +.cache-loader -# local env files +# Misc +.DS_Store .env.local .env.development.local .env.test.local .env.production.local -# vercel -.vercel +npm-debug.log* +yarn-debug.log* +yarn-error.log* diff --git a/apps/docs/README-docusaurus.md b/apps/docs/README-docusaurus.md new file mode 100644 index 0000000000000000000000000000000000000000..aaba2fa1e16eebb0ff68df9127e1afc6395c74d8 --- /dev/null +++ b/apps/docs/README-docusaurus.md @@ -0,0 +1,41 @@ +# Website + +This website is built using [Docusaurus 2](https://docusaurus.io/), a modern static website generator. + +### Installation + +``` +$ yarn +``` + +### Local Development + +``` +$ yarn start +``` + +This command starts a local development server and opens up a browser window. Most changes are reflected live without having to restart the server. + +### Build + +``` +$ yarn build +``` + +This command generates static content into the `build` directory and can be served using any static contents hosting service. + +### Deployment + +Using SSH: + +``` +$ USE_SSH=true yarn deploy +``` + +Not using SSH: + +``` +$ GIT_USER=<Your GitHub username> yarn deploy +``` + +If you are using GitHub pages for hosting, this command is a convenient way to build the website and push to the `gh-pages` branch. diff --git a/apps/docs/README.md b/apps/docs/README.md deleted file mode 100644 index 4fae62aff62525225d3c4daec8a751e43daf68c2..0000000000000000000000000000000000000000 --- a/apps/docs/README.md +++ /dev/null @@ -1,30 +0,0 @@ -## Getting Started - -First, run the development server: - -```bash -yarn dev -``` - -Open [http://localhost:3000](http://localhost:3000) with your browser to see the result. - -You can start editing the page by modifying `pages/index.js`. The page auto-updates as you edit the file. - -[API routes](https://nextjs.org/docs/api-routes/introduction) can be accessed on [http://localhost:3000/api/hello](http://localhost:3000/api/hello). This endpoint can be edited in `pages/api/hello.js`. - -The `pages/api` directory is mapped to `/api/*`. Files in this directory are treated as [API routes](https://nextjs.org/docs/api-routes/introduction) instead of React pages. - -## Learn More - -To learn more about Next.js, take a look at the following resources: - -- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API. -- [Learn Next.js](https://nextjs.org/learn/foundations/about-nextjs) - an interactive Next.js tutorial. - -You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js/) - your feedback and contributions are welcome! - -## Deploy on Vercel - -The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_source=github.com&utm_medium=referral&utm_campaign=turborepo-readme) from the creators of Next.js. - -Check out our [Next.js deployment documentation](https://nextjs.org/docs/deployment) for more details. diff --git a/apps/docs/app/layout.tsx b/apps/docs/app/layout.tsx deleted file mode 100644 index 225b6038d7fbf06c3826e698e858a74fdd525560..0000000000000000000000000000000000000000 --- a/apps/docs/app/layout.tsx +++ /dev/null @@ -1,11 +0,0 @@ -export default function RootLayout({ - children, -}: { - children: React.ReactNode; -}) { - return ( - <html lang="en"> - <body>{children}</body> - </html> - ); -} diff --git a/apps/docs/app/page.tsx b/apps/docs/app/page.tsx deleted file mode 100644 index 771984846282d1e78c42fe0768b2fa440c97dd8f..0000000000000000000000000000000000000000 --- a/apps/docs/app/page.tsx +++ /dev/null @@ -1,10 +0,0 @@ -import { Button, Header } from "ui"; - -export default function Page() { - return ( - <> - <Header text="Docs" /> - <Button /> - </> - ); -} diff --git a/apps/docs/babel.config.js b/apps/docs/babel.config.js new file mode 100644 index 0000000000000000000000000000000000000000..e00595dae7d69190e2a9d07202616c2ea932e487 --- /dev/null +++ b/apps/docs/babel.config.js @@ -0,0 +1,3 @@ +module.exports = { + presets: [require.resolve('@docusaurus/core/lib/babel/preset')], +}; diff --git a/apps/docs/docs/advanced.md b/apps/docs/docs/advanced.md new file mode 100644 index 0000000000000000000000000000000000000000..77272a37f1ee5508cf3a88a4c432aae0ac373678 --- /dev/null +++ b/apps/docs/docs/advanced.md @@ -0,0 +1,23 @@ +--- +sidebar_position: 3 +--- + +# Advanced Features + +## Sub Question Query Engine + +The basic concept of the Sub Question Query Engine is that it splits a single query into multiple queries, gets an answer for each of those queries, and then combines those different answers into a single coherent response for the user. You can think of it as the "think this through step by step" prompt technique but iterating over your data sources! + +### Getting Started + +The easiest way to start trying the Sub Question Query Engine is running the subquestion.ts file in apps/simple. + +```bash +npx ts-node subquestion.ts +``` + +### Tools + +SubQuestionQueryEngine is implemented with Tools. The basic idea of Tools is that they are executable options for the large language model. In this case, our SubQuestionQueryEngine relies on QueryEngineTool, which as you guessed it is a tool to run queries on a QueryEngine. This allows us to give the model an option to query different documents for different questions for example. You could also imagine that the SubQuestionQueryEngine could use a Tool that searches for something on the web or gets an answer using Wolfram Alpha. + +You can learn more about Tools by taking a look at the LlamaIndex Python documentation https://gpt-index.readthedocs.io/en/latest/core_modules/agent_modules/tools/root.html diff --git a/apps/docs/docs/api/_category_.yml b/apps/docs/docs/api/_category_.yml new file mode 100644 index 0000000000000000000000000000000000000000..01a5012291c203b622c44e6ed330e4b075c3291a --- /dev/null +++ b/apps/docs/docs/api/_category_.yml @@ -0,0 +1,2 @@ +label: "API" +position: 4 \ No newline at end of file diff --git a/apps/docs/docs/api/classes/BaseEmbedding.md b/apps/docs/docs/api/classes/BaseEmbedding.md new file mode 100644 index 0000000000000000000000000000000000000000..c93e1d66b1769c58899eefa6dd196b32dae93094 --- /dev/null +++ b/apps/docs/docs/api/classes/BaseEmbedding.md @@ -0,0 +1,81 @@ +--- +id: "BaseEmbedding" +title: "Class: BaseEmbedding" +sidebar_label: "BaseEmbedding" +sidebar_position: 0 +custom_edit_url: null +--- + +## Hierarchy + +- **`BaseEmbedding`** + + ↳ [`OpenAIEmbedding`](OpenAIEmbedding.md) + +## Constructors + +### constructor + +• **new BaseEmbedding**() + +## Methods + +### aGetQueryEmbedding + +▸ `Abstract` **aGetQueryEmbedding**(`query`): `Promise`<`number`[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | + +#### Returns + +`Promise`<`number`[]\> + +#### Defined in + +[Embedding.ts:206](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L206) + +___ + +### aGetTextEmbedding + +▸ `Abstract` **aGetTextEmbedding**(`text`): `Promise`<`number`[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `text` | `string` | + +#### Returns + +`Promise`<`number`[]\> + +#### Defined in + +[Embedding.ts:205](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L205) + +___ + +### similarity + +▸ **similarity**(`embedding1`, `embedding2`, `mode?`): `number` + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `embedding1` | `number`[] | `undefined` | +| `embedding2` | `number`[] | `undefined` | +| `mode` | [`SimilarityType`](../enums/SimilarityType.md) | `SimilarityType.DEFAULT` | + +#### Returns + +`number` + +#### Defined in + +[Embedding.ts:197](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L197) diff --git a/apps/docs/docs/api/classes/BaseIndex.md b/apps/docs/docs/api/classes/BaseIndex.md new file mode 100644 index 0000000000000000000000000000000000000000..38847d309a301b426748a119fcf0784f358ad85e --- /dev/null +++ b/apps/docs/docs/api/classes/BaseIndex.md @@ -0,0 +1,120 @@ +--- +id: "BaseIndex" +title: "Class: BaseIndex<T>" +sidebar_label: "BaseIndex" +sidebar_position: 0 +custom_edit_url: null +--- + +Indexes are the data structure that we store our nodes and embeddings in so +they can be retrieved for our queries. + +## Type parameters + +| Name | +| :------ | +| `T` | + +## Hierarchy + +- **`BaseIndex`** + + ↳ [`VectorStoreIndex`](VectorStoreIndex.md) + + ↳ [`ListIndex`](ListIndex.md) + +## Constructors + +### constructor + +• **new BaseIndex**<`T`\>(`init`) + +#### Type parameters + +| Name | +| :------ | +| `T` | + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init` | [`BaseIndexInit`](../interfaces/BaseIndexInit.md)<`T`\> | + +#### Defined in + +[BaseIndex.ts:80](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L80) + +## Properties + +### docStore + +• **docStore**: `BaseDocumentStore` + +#### Defined in + +[BaseIndex.ts:75](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L75) + +___ + +### indexStore + +• `Optional` **indexStore**: `BaseIndexStore` + +#### Defined in + +[BaseIndex.ts:77](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L77) + +___ + +### indexStruct + +• **indexStruct**: `T` + +#### Defined in + +[BaseIndex.ts:78](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L78) + +___ + +### serviceContext + +• **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Defined in + +[BaseIndex.ts:73](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L73) + +___ + +### storageContext + +• **storageContext**: [`StorageContext`](../interfaces/StorageContext.md) + +#### Defined in + +[BaseIndex.ts:74](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L74) + +___ + +### vectorStore + +• `Optional` **vectorStore**: `VectorStore` + +#### Defined in + +[BaseIndex.ts:76](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L76) + +## Methods + +### asRetriever + +▸ `Abstract` **asRetriever**(): [`BaseRetriever`](../interfaces/BaseRetriever.md) + +#### Returns + +[`BaseRetriever`](../interfaces/BaseRetriever.md) + +#### Defined in + +[BaseIndex.ts:89](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L89) diff --git a/apps/docs/docs/api/classes/BaseNode.md b/apps/docs/docs/api/classes/BaseNode.md new file mode 100644 index 0000000000000000000000000000000000000000..5f9ff423d5f8a80a11ddbd2ea5199b05ad6114a4 --- /dev/null +++ b/apps/docs/docs/api/classes/BaseNode.md @@ -0,0 +1,287 @@ +--- +id: "BaseNode" +title: "Class: BaseNode" +sidebar_label: "BaseNode" +sidebar_position: 0 +custom_edit_url: null +--- + +Generic abstract class for retrievable nodes + +## Hierarchy + +- **`BaseNode`** + + ↳ [`TextNode`](TextNode.md) + +## Constructors + +### constructor + +• **new BaseNode**(`init?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init?` | `Partial`<[`BaseNode`](BaseNode.md)\> | + +#### Defined in + +[Node.ts:48](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L48) + +## Properties + +### embedding + +• `Optional` **embedding**: `number`[] + +#### Defined in + +[Node.ts:39](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L39) + +___ + +### excludedEmbedMetadataKeys + +• **excludedEmbedMetadataKeys**: `string`[] = `[]` + +#### Defined in + +[Node.ts:43](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L43) + +___ + +### excludedLlmMetadataKeys + +• **excludedLlmMetadataKeys**: `string`[] = `[]` + +#### Defined in + +[Node.ts:44](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L44) + +___ + +### hash + +• **hash**: `string` = `""` + +#### Defined in + +[Node.ts:46](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L46) + +___ + +### id\_ + +• **id\_**: `string` + +#### Defined in + +[Node.ts:38](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L38) + +___ + +### metadata + +• **metadata**: `Record`<`string`, `any`\> = `{}` + +#### Defined in + +[Node.ts:42](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L42) + +___ + +### relationships + +• **relationships**: `Partial`<`Record`<[`NodeRelationship`](../enums/NodeRelationship.md), [`RelatedNodeType`](../modules.md#relatednodetype)\>\> = `{}` + +#### Defined in + +[Node.ts:45](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L45) + +## Accessors + +### childNodes + +• `get` **childNodes**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)[] + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)[] + +#### Defined in + +[Node.ts:104](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L104) + +___ + +### nextNode + +• `get` **nextNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Defined in + +[Node.ts:84](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L84) + +___ + +### nodeId + +• `get` **nodeId**(): `string` + +#### Returns + +`string` + +#### Defined in + +[Node.ts:58](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L58) + +___ + +### parentNode + +• `get` **parentNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Defined in + +[Node.ts:94](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L94) + +___ + +### prevNode + +• `get` **prevNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Defined in + +[Node.ts:72](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L72) + +___ + +### sourceNode + +• `get` **sourceNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Defined in + +[Node.ts:62](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L62) + +## Methods + +### asRelatedNodeInfo + +▸ **asRelatedNodeInfo**(): [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +[`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Defined in + +[Node.ts:124](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L124) + +___ + +### getContent + +▸ `Abstract` **getContent**(`metadataMode`): `string` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | + +#### Returns + +`string` + +#### Defined in + +[Node.ts:54](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L54) + +___ + +### getEmbedding + +▸ **getEmbedding**(): `number`[] + +#### Returns + +`number`[] + +#### Defined in + +[Node.ts:116](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L116) + +___ + +### getMetadataStr + +▸ `Abstract` **getMetadataStr**(`metadataMode`): `string` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | + +#### Returns + +`string` + +#### Defined in + +[Node.ts:55](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L55) + +___ + +### getType + +▸ `Abstract` **getType**(): [`ObjectType`](../enums/ObjectType.md) + +#### Returns + +[`ObjectType`](../enums/ObjectType.md) + +#### Defined in + +[Node.ts:52](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L52) + +___ + +### setContent + +▸ `Abstract` **setContent**(`value`): `void` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `value` | `any` | + +#### Returns + +`void` + +#### Defined in + +[Node.ts:56](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L56) diff --git a/apps/docs/docs/api/classes/CallbackManager.md b/apps/docs/docs/api/classes/CallbackManager.md new file mode 100644 index 0000000000000000000000000000000000000000..e2e2b50a2561d0428f1ca3bc02403709fd153595 --- /dev/null +++ b/apps/docs/docs/api/classes/CallbackManager.md @@ -0,0 +1,83 @@ +--- +id: "CallbackManager" +title: "Class: CallbackManager" +sidebar_label: "CallbackManager" +sidebar_position: 0 +custom_edit_url: null +--- + +## Implements + +- `CallbackManagerMethods` + +## Constructors + +### constructor + +• **new CallbackManager**(`handlers?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `handlers?` | `CallbackManagerMethods` | + +#### Defined in + +[callbacks/CallbackManager.ts:68](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L68) + +## Properties + +### onLLMStream + +• `Optional` **onLLMStream**: (`params`: [`StreamCallbackResponse`](../interfaces/StreamCallbackResponse.md)) => `void` \| `Promise`<`void`\> + +#### Type declaration + +▸ (`params`): `void` \| `Promise`<`void`\> + +##### Parameters + +| Name | Type | +| :------ | :------ | +| `params` | [`StreamCallbackResponse`](../interfaces/StreamCallbackResponse.md) | + +##### Returns + +`void` \| `Promise`<`void`\> + +#### Implementation of + +CallbackManagerMethods.onLLMStream + +#### Defined in + +[callbacks/CallbackManager.ts:65](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L65) + +___ + +### onRetrieve + +• `Optional` **onRetrieve**: (`params`: [`RetrievalCallbackResponse`](../interfaces/RetrievalCallbackResponse.md)) => `void` \| `Promise`<`void`\> + +#### Type declaration + +▸ (`params`): `void` \| `Promise`<`void`\> + +##### Parameters + +| Name | Type | +| :------ | :------ | +| `params` | [`RetrievalCallbackResponse`](../interfaces/RetrievalCallbackResponse.md) | + +##### Returns + +`void` \| `Promise`<`void`\> + +#### Implementation of + +CallbackManagerMethods.onRetrieve + +#### Defined in + +[callbacks/CallbackManager.ts:66](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L66) diff --git a/apps/docs/docs/api/classes/ChatGPTLLMPredictor.md b/apps/docs/docs/api/classes/ChatGPTLLMPredictor.md new file mode 100644 index 0000000000000000000000000000000000000000..d25eda52847b72a46cbfeee3d2b6201aeef3230d --- /dev/null +++ b/apps/docs/docs/api/classes/ChatGPTLLMPredictor.md @@ -0,0 +1,113 @@ +--- +id: "ChatGPTLLMPredictor" +title: "Class: ChatGPTLLMPredictor" +sidebar_label: "ChatGPTLLMPredictor" +sidebar_position: 0 +custom_edit_url: null +--- + +ChatGPTLLMPredictor is a predictor that uses GPT. + +## Implements + +- [`BaseLLMPredictor`](../interfaces/BaseLLMPredictor.md) + +## Constructors + +### constructor + +• **new ChatGPTLLMPredictor**(`props?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `props?` | `Partial`<[`ChatGPTLLMPredictor`](ChatGPTLLMPredictor.md)\> | + +#### Defined in + +[LLMPredictor.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLMPredictor.ts#L26) + +## Properties + +### callbackManager + +• `Optional` **callbackManager**: [`CallbackManager`](CallbackManager.md) + +#### Defined in + +[LLMPredictor.ts:24](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLMPredictor.ts#L24) + +___ + +### languageModel + +• **languageModel**: [`OpenAI`](OpenAI.md) + +#### Defined in + +[LLMPredictor.ts:23](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLMPredictor.ts#L23) + +___ + +### model + +• **model**: ``"gpt-3.5-turbo"`` \| ``"gpt-3.5-turbo-16k"`` \| ``"gpt-4"`` \| ``"gpt-4-32k"`` + +#### Defined in + +[LLMPredictor.ts:21](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLMPredictor.ts#L21) + +___ + +### retryOnThrottling + +• **retryOnThrottling**: `boolean` + +#### Defined in + +[LLMPredictor.ts:22](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLMPredictor.ts#L22) + +## Methods + +### apredict + +▸ **apredict**(`prompt`, `input?`, `parentEvent?`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `prompt` | `string` \| [`SimplePrompt`](../modules.md#simpleprompt) | +| `input?` | `Record`<`string`, `string`\> | +| `parentEvent?` | [`Event`](../interfaces/Event.md) | + +#### Returns + +`Promise`<`string`\> + +#### Implementation of + +[BaseLLMPredictor](../interfaces/BaseLLMPredictor.md).[apredict](../interfaces/BaseLLMPredictor.md#apredict) + +#### Defined in + +[LLMPredictor.ts:49](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLMPredictor.ts#L49) + +___ + +### getLlmMetadata + +▸ **getLlmMetadata**(): `Promise`<`void`\> + +#### Returns + +`Promise`<`void`\> + +#### Implementation of + +[BaseLLMPredictor](../interfaces/BaseLLMPredictor.md).[getLlmMetadata](../interfaces/BaseLLMPredictor.md#getllmmetadata) + +#### Defined in + +[LLMPredictor.ts:45](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLMPredictor.ts#L45) diff --git a/apps/docs/docs/api/classes/CompactAndRefine.md b/apps/docs/docs/api/classes/CompactAndRefine.md new file mode 100644 index 0000000000000000000000000000000000000000..b23e37a9b5d59c743d296833b4ad256fd2894163 --- /dev/null +++ b/apps/docs/docs/api/classes/CompactAndRefine.md @@ -0,0 +1,105 @@ +--- +id: "CompactAndRefine" +title: "Class: CompactAndRefine" +sidebar_label: "CompactAndRefine" +sidebar_position: 0 +custom_edit_url: null +--- + +CompactAndRefine is a slight variation of Refine that first compacts the text chunks into the smallest possible number of chunks. + +## Hierarchy + +- [`Refine`](Refine.md) + + ↳ **`CompactAndRefine`** + +## Constructors + +### constructor + +• **new CompactAndRefine**(`serviceContext`, `textQATemplate?`, `refineTemplate?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `serviceContext` | [`ServiceContext`](../interfaces/ServiceContext.md) | +| `textQATemplate?` | [`SimplePrompt`](../modules.md#simpleprompt) | +| `refineTemplate?` | [`SimplePrompt`](../modules.md#simpleprompt) | + +#### Inherited from + +[Refine](Refine.md).[constructor](Refine.md#constructor) + +#### Defined in + +[ResponseSynthesizer.ts:66](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L66) + +## Properties + +### refineTemplate + +• **refineTemplate**: [`SimplePrompt`](../modules.md#simpleprompt) + +#### Inherited from + +[Refine](Refine.md).[refineTemplate](Refine.md#refinetemplate) + +#### Defined in + +[ResponseSynthesizer.ts:64](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L64) + +___ + +### serviceContext + +• **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Inherited from + +[Refine](Refine.md).[serviceContext](Refine.md#servicecontext) + +#### Defined in + +[ResponseSynthesizer.ts:62](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L62) + +___ + +### textQATemplate + +• **textQATemplate**: [`SimplePrompt`](../modules.md#simpleprompt) + +#### Inherited from + +[Refine](Refine.md).[textQATemplate](Refine.md#textqatemplate) + +#### Defined in + +[ResponseSynthesizer.ts:63](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L63) + +## Methods + +### agetResponse + +▸ **agetResponse**(`query`, `textChunks`, `prevResponse?`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `textChunks` | `string`[] | +| `prevResponse?` | `any` | + +#### Returns + +`Promise`<`string`\> + +#### Overrides + +[Refine](Refine.md).[agetResponse](Refine.md#agetresponse) + +#### Defined in + +[ResponseSynthesizer.ts:152](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L152) diff --git a/apps/docs/docs/api/classes/CondenseQuestionChatEngine.md b/apps/docs/docs/api/classes/CondenseQuestionChatEngine.md new file mode 100644 index 0000000000000000000000000000000000000000..569ca4565925cea8d0f9261f05b0cd70bb659268 --- /dev/null +++ b/apps/docs/docs/api/classes/CondenseQuestionChatEngine.md @@ -0,0 +1,148 @@ +--- +id: "CondenseQuestionChatEngine" +title: "Class: CondenseQuestionChatEngine" +sidebar_label: "CondenseQuestionChatEngine" +sidebar_position: 0 +custom_edit_url: null +--- + +CondenseQuestionChatEngine is used in conjunction with a Index (for example VectorIndex). +It does two steps on taking a user's chat message: first, it condenses the chat message +with the previous chat history into a question with more context. +Then, it queries the underlying Index using the new question with context and returns +the response. +CondenseQuestionChatEngine performs well when the input is primarily questions about the +underlying data. It performs less well when the chat messages are not questions about the +data, or are very referential to previous context. + +## Implements + +- [`ChatEngine`](../interfaces/ChatEngine.md) + +## Constructors + +### constructor + +• **new CondenseQuestionChatEngine**(`init`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init` | `Object` | +| `init.chatHistory` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | +| `init.condenseMessagePrompt?` | [`SimplePrompt`](../modules.md#simpleprompt) | +| `init.queryEngine` | [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md) | +| `init.serviceContext?` | [`ServiceContext`](../interfaces/ServiceContext.md) | + +#### Defined in + +[ChatEngine.ts:75](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L75) + +## Properties + +### chatHistory + +• **chatHistory**: [`ChatMessage`](../interfaces/ChatMessage.md)[] + +#### Defined in + +[ChatEngine.ts:71](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L71) + +___ + +### condenseMessagePrompt + +• **condenseMessagePrompt**: [`SimplePrompt`](../modules.md#simpleprompt) + +#### Defined in + +[ChatEngine.ts:73](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L73) + +___ + +### queryEngine + +• **queryEngine**: [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md) + +#### Defined in + +[ChatEngine.ts:70](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L70) + +___ + +### serviceContext + +• **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Defined in + +[ChatEngine.ts:72](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L72) + +## Methods + +### achat + +▸ **achat**(`message`, `chatHistory?`): `Promise`<[`Response`](Response.md)\> + +Send message along with the class's current chat history to the LLM. + +#### Parameters + +| Name | Type | Description | +| :------ | :------ | :------ | +| `message` | `string` | | +| `chatHistory?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | optional chat history if you want to customize the chat history | + +#### Returns + +`Promise`<[`Response`](Response.md)\> + +#### Implementation of + +[ChatEngine](../interfaces/ChatEngine.md).[achat](../interfaces/ChatEngine.md#achat) + +#### Defined in + +[ChatEngine.ts:104](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L104) + +___ + +### acondenseQuestion + +▸ `Private` **acondenseQuestion**(`chatHistory`, `question`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `chatHistory` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | +| `question` | `string` | + +#### Returns + +`Promise`<`string`\> + +#### Defined in + +[ChatEngine.ts:89](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L89) + +___ + +### reset + +▸ **reset**(): `void` + +Resets the chat history so that it's empty. + +#### Returns + +`void` + +#### Implementation of + +[ChatEngine](../interfaces/ChatEngine.md).[reset](../interfaces/ChatEngine.md#reset) + +#### Defined in + +[ChatEngine.ts:123](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L123) diff --git a/apps/docs/docs/api/classes/ContextChatEngine.md b/apps/docs/docs/api/classes/ContextChatEngine.md new file mode 100644 index 0000000000000000000000000000000000000000..4bef6c3c6c4b8b34564e82371b84a98197d39e68 --- /dev/null +++ b/apps/docs/docs/api/classes/ContextChatEngine.md @@ -0,0 +1,125 @@ +--- +id: "ContextChatEngine" +title: "Class: ContextChatEngine" +sidebar_label: "ContextChatEngine" +sidebar_position: 0 +custom_edit_url: null +--- + +ContextChatEngine uses the Index to get the appropriate context for each query. +The context is stored in the system prompt, and the chat history is preserved, +ideally allowing the appropriate context to be surfaced for each query. + +## Implements + +- [`ChatEngine`](../interfaces/ChatEngine.md) + +## Constructors + +### constructor + +• **new ContextChatEngine**(`init`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init` | `Object` | +| `init.chatHistory?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | +| `init.chatModel?` | [`OpenAI`](OpenAI.md) | +| `init.retriever` | [`BaseRetriever`](../interfaces/BaseRetriever.md) | + +#### Defined in + +[ChatEngine.ts:138](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L138) + +## Properties + +### chatHistory + +• **chatHistory**: [`ChatMessage`](../interfaces/ChatMessage.md)[] + +#### Defined in + +[ChatEngine.ts:136](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L136) + +___ + +### chatModel + +• **chatModel**: [`OpenAI`](OpenAI.md) + +#### Defined in + +[ChatEngine.ts:135](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L135) + +___ + +### retriever + +• **retriever**: [`BaseRetriever`](../interfaces/BaseRetriever.md) + +#### Defined in + +[ChatEngine.ts:134](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L134) + +## Methods + +### achat + +▸ **achat**(`message`, `chatHistory?`): `Promise`<[`Response`](Response.md)\> + +Send message along with the class's current chat history to the LLM. + +#### Parameters + +| Name | Type | Description | +| :------ | :------ | :------ | +| `message` | `string` | | +| `chatHistory?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | optional chat history if you want to customize the chat history | + +#### Returns + +`Promise`<[`Response`](Response.md)\> + +#### Implementation of + +[ChatEngine](../interfaces/ChatEngine.md).[achat](../interfaces/ChatEngine.md#achat) + +#### Defined in + +[ChatEngine.ts:153](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L153) + +___ + +### chatRepl + +▸ **chatRepl**(): `void` + +#### Returns + +`void` + +#### Defined in + +[ChatEngine.ts:149](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L149) + +___ + +### reset + +▸ **reset**(): `void` + +Resets the chat history so that it's empty. + +#### Returns + +`void` + +#### Implementation of + +[ChatEngine](../interfaces/ChatEngine.md).[reset](../interfaces/ChatEngine.md#reset) + +#### Defined in + +[ChatEngine.ts:191](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L191) diff --git a/apps/docs/docs/api/classes/Document.md b/apps/docs/docs/api/classes/Document.md new file mode 100644 index 0000000000000000000000000000000000000000..b909f208487ab823e7a373992b643e5e6aaf3750 --- /dev/null +++ b/apps/docs/docs/api/classes/Document.md @@ -0,0 +1,496 @@ +--- +id: "Document" +title: "Class: Document" +sidebar_label: "Document" +sidebar_position: 0 +custom_edit_url: null +--- + +A document is just a special text node with a docId. + +## Hierarchy + +- [`TextNode`](TextNode.md) + + ↳ **`Document`** + +## Constructors + +### constructor + +• **new Document**(`init?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init?` | `Partial`<[`Document`](Document.md)\> | + +#### Overrides + +[TextNode](TextNode.md).[constructor](TextNode.md#constructor) + +#### Defined in + +[Node.ts:216](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L216) + +## Properties + +### embedding + +• `Optional` **embedding**: `number`[] + +#### Inherited from + +[TextNode](TextNode.md).[embedding](TextNode.md#embedding) + +#### Defined in + +[Node.ts:39](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L39) + +___ + +### endCharIdx + +• `Optional` **endCharIdx**: `number` + +#### Inherited from + +[TextNode](TextNode.md).[endCharIdx](TextNode.md#endcharidx) + +#### Defined in + +[Node.ts:139](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L139) + +___ + +### excludedEmbedMetadataKeys + +• **excludedEmbedMetadataKeys**: `string`[] = `[]` + +#### Inherited from + +[TextNode](TextNode.md).[excludedEmbedMetadataKeys](TextNode.md#excludedembedmetadatakeys) + +#### Defined in + +[Node.ts:43](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L43) + +___ + +### excludedLlmMetadataKeys + +• **excludedLlmMetadataKeys**: `string`[] = `[]` + +#### Inherited from + +[TextNode](TextNode.md).[excludedLlmMetadataKeys](TextNode.md#excludedllmmetadatakeys) + +#### Defined in + +[Node.ts:44](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L44) + +___ + +### hash + +• **hash**: `string` = `""` + +#### Inherited from + +[TextNode](TextNode.md).[hash](TextNode.md#hash) + +#### Defined in + +[Node.ts:46](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L46) + +___ + +### id\_ + +• **id\_**: `string` + +#### Inherited from + +[TextNode](TextNode.md).[id_](TextNode.md#id_) + +#### Defined in + +[Node.ts:38](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L38) + +___ + +### metadata + +• **metadata**: `Record`<`string`, `any`\> = `{}` + +#### Inherited from + +[TextNode](TextNode.md).[metadata](TextNode.md#metadata) + +#### Defined in + +[Node.ts:42](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L42) + +___ + +### metadataSeparator + +• **metadataSeparator**: `string` = `"\n"` + +#### Inherited from + +[TextNode](TextNode.md).[metadataSeparator](TextNode.md#metadataseparator) + +#### Defined in + +[Node.ts:142](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L142) + +___ + +### relationships + +• **relationships**: `Partial`<`Record`<[`NodeRelationship`](../enums/NodeRelationship.md), [`RelatedNodeType`](../modules.md#relatednodetype)\>\> = `{}` + +#### Inherited from + +[TextNode](TextNode.md).[relationships](TextNode.md#relationships) + +#### Defined in + +[Node.ts:45](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L45) + +___ + +### startCharIdx + +• `Optional` **startCharIdx**: `number` + +#### Inherited from + +[TextNode](TextNode.md).[startCharIdx](TextNode.md#startcharidx) + +#### Defined in + +[Node.ts:138](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L138) + +___ + +### text + +• **text**: `string` = `""` + +#### Inherited from + +[TextNode](TextNode.md).[text](TextNode.md#text) + +#### Defined in + +[Node.ts:137](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L137) + +## Accessors + +### childNodes + +• `get` **childNodes**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)[] + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)[] + +#### Inherited from + +TextNode.childNodes + +#### Defined in + +[Node.ts:104](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L104) + +___ + +### docId + +• `get` **docId**(): `string` + +#### Returns + +`string` + +#### Defined in + +[Node.ts:225](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L225) + +___ + +### nextNode + +• `get` **nextNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +TextNode.nextNode + +#### Defined in + +[Node.ts:84](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L84) + +___ + +### nodeId + +• `get` **nodeId**(): `string` + +#### Returns + +`string` + +#### Inherited from + +TextNode.nodeId + +#### Defined in + +[Node.ts:58](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L58) + +___ + +### parentNode + +• `get` **parentNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +TextNode.parentNode + +#### Defined in + +[Node.ts:94](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L94) + +___ + +### prevNode + +• `get` **prevNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +TextNode.prevNode + +#### Defined in + +[Node.ts:72](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L72) + +___ + +### sourceNode + +• `get` **sourceNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +TextNode.sourceNode + +#### Defined in + +[Node.ts:62](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L62) + +## Methods + +### asRelatedNodeInfo + +▸ **asRelatedNodeInfo**(): [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +[`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +[TextNode](TextNode.md).[asRelatedNodeInfo](TextNode.md#asrelatednodeinfo) + +#### Defined in + +[Node.ts:124](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L124) + +___ + +### generateHash + +▸ **generateHash**(): `void` + +#### Returns + +`void` + +#### Inherited from + +[TextNode](TextNode.md).[generateHash](TextNode.md#generatehash) + +#### Defined in + +[Node.ts:149](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L149) + +___ + +### getContent + +▸ **getContent**(`metadataMode?`): `string` + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | `MetadataMode.NONE` | + +#### Returns + +`string` + +#### Inherited from + +[TextNode](TextNode.md).[getContent](TextNode.md#getcontent) + +#### Defined in + +[Node.ts:157](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L157) + +___ + +### getEmbedding + +▸ **getEmbedding**(): `number`[] + +#### Returns + +`number`[] + +#### Inherited from + +[TextNode](TextNode.md).[getEmbedding](TextNode.md#getembedding) + +#### Defined in + +[Node.ts:116](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L116) + +___ + +### getMetadataStr + +▸ **getMetadataStr**(`metadataMode`): `string` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | + +#### Returns + +`string` + +#### Inherited from + +[TextNode](TextNode.md).[getMetadataStr](TextNode.md#getmetadatastr) + +#### Defined in + +[Node.ts:162](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L162) + +___ + +### getNodeInfo + +▸ **getNodeInfo**(): `Object` + +#### Returns + +`Object` + +| Name | Type | +| :------ | :------ | +| `end` | `undefined` \| `number` | +| `start` | `undefined` \| `number` | + +#### Inherited from + +[TextNode](TextNode.md).[getNodeInfo](TextNode.md#getnodeinfo) + +#### Defined in + +[Node.ts:187](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L187) + +___ + +### getText + +▸ **getText**(): `string` + +#### Returns + +`string` + +#### Inherited from + +[TextNode](TextNode.md).[getText](TextNode.md#gettext) + +#### Defined in + +[Node.ts:191](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L191) + +___ + +### getType + +▸ **getType**(): [`ObjectType`](../enums/ObjectType.md) + +#### Returns + +[`ObjectType`](../enums/ObjectType.md) + +#### Overrides + +[TextNode](TextNode.md).[getType](TextNode.md#gettype) + +#### Defined in + +[Node.ts:221](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L221) + +___ + +### setContent + +▸ **setContent**(`value`): `void` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `value` | `string` | + +#### Returns + +`void` + +#### Inherited from + +[TextNode](TextNode.md).[setContent](TextNode.md#setcontent) + +#### Defined in + +[Node.ts:183](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L183) diff --git a/apps/docs/docs/api/classes/InMemoryFileSystem.md b/apps/docs/docs/api/classes/InMemoryFileSystem.md new file mode 100644 index 0000000000000000000000000000000000000000..2f75ac0d753eab0ac825cfcb02b943b4b051a9e3 --- /dev/null +++ b/apps/docs/docs/api/classes/InMemoryFileSystem.md @@ -0,0 +1,129 @@ +--- +id: "InMemoryFileSystem" +title: "Class: InMemoryFileSystem" +sidebar_label: "InMemoryFileSystem" +sidebar_position: 0 +custom_edit_url: null +--- + +A filesystem implementation that stores files in memory. + +## Implements + +- [`GenericFileSystem`](../interfaces/GenericFileSystem.md) + +## Constructors + +### constructor + +• **new InMemoryFileSystem**() + +## Properties + +### files + +• `Private` **files**: `Record`<`string`, `any`\> = `{}` + +#### Defined in + +[storage/FileSystem.ts:25](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L25) + +## Methods + +### access + +▸ **access**(`path`): `Promise`<`void`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `path` | `string` | + +#### Returns + +`Promise`<`void`\> + +#### Implementation of + +[GenericFileSystem](../interfaces/GenericFileSystem.md).[access](../interfaces/GenericFileSystem.md#access) + +#### Defined in + +[storage/FileSystem.ts:38](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L38) + +___ + +### mkdir + +▸ **mkdir**(`path`, `options?`): `Promise`<`void`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `path` | `string` | +| `options?` | `any` | + +#### Returns + +`Promise`<`void`\> + +#### Implementation of + +[GenericFileSystem](../interfaces/GenericFileSystem.md).[mkdir](../interfaces/GenericFileSystem.md#mkdir) + +#### Defined in + +[storage/FileSystem.ts:44](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L44) + +___ + +### readFile + +▸ **readFile**(`path`, `options?`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `path` | `string` | +| `options?` | `any` | + +#### Returns + +`Promise`<`string`\> + +#### Implementation of + +[GenericFileSystem](../interfaces/GenericFileSystem.md).[readFile](../interfaces/GenericFileSystem.md#readfile) + +#### Defined in + +[storage/FileSystem.ts:31](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L31) + +___ + +### writeFile + +▸ **writeFile**(`path`, `content`, `options?`): `Promise`<`void`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `path` | `string` | +| `content` | `string` | +| `options?` | `any` | + +#### Returns + +`Promise`<`void`\> + +#### Implementation of + +[GenericFileSystem](../interfaces/GenericFileSystem.md).[writeFile](../interfaces/GenericFileSystem.md#writefile) + +#### Defined in + +[storage/FileSystem.ts:27](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L27) diff --git a/apps/docs/docs/api/classes/IndexDict.md b/apps/docs/docs/api/classes/IndexDict.md new file mode 100644 index 0000000000000000000000000000000000000000..f6bfb997055f505f0f55cec7b3ff7fd030adb3be --- /dev/null +++ b/apps/docs/docs/api/classes/IndexDict.md @@ -0,0 +1,123 @@ +--- +id: "IndexDict" +title: "Class: IndexDict" +sidebar_label: "IndexDict" +sidebar_position: 0 +custom_edit_url: null +--- + +The underlying structure of each index. + +## Hierarchy + +- [`IndexStruct`](IndexStruct.md) + + ↳ **`IndexDict`** + +## Constructors + +### constructor + +• **new IndexDict**(`indexId?`, `summary?`) + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `indexId` | `string` | `undefined` | +| `summary` | `undefined` | `undefined` | + +#### Inherited from + +[IndexStruct](IndexStruct.md).[constructor](IndexStruct.md#constructor) + +#### Defined in + +[BaseIndex.ts:21](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L21) + +## Properties + +### docStore + +• **docStore**: `Record`<`string`, [`Document`](Document.md)\> = `{}` + +#### Defined in + +[BaseIndex.ts:36](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L36) + +___ + +### indexId + +• **indexId**: `string` + +#### Inherited from + +[IndexStruct](IndexStruct.md).[indexId](IndexStruct.md#indexid) + +#### Defined in + +[BaseIndex.ts:18](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L18) + +___ + +### nodesDict + +• **nodesDict**: `Record`<`string`, [`BaseNode`](BaseNode.md)\> = `{}` + +#### Defined in + +[BaseIndex.ts:35](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L35) + +___ + +### summary + +• `Optional` **summary**: `string` + +#### Inherited from + +[IndexStruct](IndexStruct.md).[summary](IndexStruct.md#summary) + +#### Defined in + +[BaseIndex.ts:19](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L19) + +## Methods + +### addNode + +▸ **addNode**(`node`, `textId?`): `void` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `node` | [`BaseNode`](BaseNode.md) | +| `textId?` | `string` | + +#### Returns + +`void` + +#### Defined in + +[BaseIndex.ts:45](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L45) + +___ + +### getSummary + +▸ **getSummary**(): `string` + +#### Returns + +`string` + +#### Overrides + +[IndexStruct](IndexStruct.md).[getSummary](IndexStruct.md#getsummary) + +#### Defined in + +[BaseIndex.ts:38](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L38) diff --git a/apps/docs/docs/api/classes/IndexList.md b/apps/docs/docs/api/classes/IndexList.md new file mode 100644 index 0000000000000000000000000000000000000000..880a95354ec6adb21427a29bd4a237a7e2377090 --- /dev/null +++ b/apps/docs/docs/api/classes/IndexList.md @@ -0,0 +1,112 @@ +--- +id: "IndexList" +title: "Class: IndexList" +sidebar_label: "IndexList" +sidebar_position: 0 +custom_edit_url: null +--- + +The underlying structure of each index. + +## Hierarchy + +- [`IndexStruct`](IndexStruct.md) + + ↳ **`IndexList`** + +## Constructors + +### constructor + +• **new IndexList**(`indexId?`, `summary?`) + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `indexId` | `string` | `undefined` | +| `summary` | `undefined` | `undefined` | + +#### Inherited from + +[IndexStruct](IndexStruct.md).[constructor](IndexStruct.md#constructor) + +#### Defined in + +[BaseIndex.ts:21](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L21) + +## Properties + +### indexId + +• **indexId**: `string` + +#### Inherited from + +[IndexStruct](IndexStruct.md).[indexId](IndexStruct.md#indexid) + +#### Defined in + +[BaseIndex.ts:18](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L18) + +___ + +### nodes + +• **nodes**: `string`[] = `[]` + +#### Defined in + +[BaseIndex.ts:52](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L52) + +___ + +### summary + +• `Optional` **summary**: `string` + +#### Inherited from + +[IndexStruct](IndexStruct.md).[summary](IndexStruct.md#summary) + +#### Defined in + +[BaseIndex.ts:19](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L19) + +## Methods + +### addNode + +▸ **addNode**(`node`): `void` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `node` | [`BaseNode`](BaseNode.md) | + +#### Returns + +`void` + +#### Defined in + +[BaseIndex.ts:54](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L54) + +___ + +### getSummary + +▸ **getSummary**(): `string` + +#### Returns + +`string` + +#### Inherited from + +[IndexStruct](IndexStruct.md).[getSummary](IndexStruct.md#getsummary) + +#### Defined in + +[BaseIndex.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L26) diff --git a/apps/docs/docs/api/classes/IndexNode.md b/apps/docs/docs/api/classes/IndexNode.md new file mode 100644 index 0000000000000000000000000000000000000000..2a527183ff71600016bac09a45f58dbb6d441f3f --- /dev/null +++ b/apps/docs/docs/api/classes/IndexNode.md @@ -0,0 +1,492 @@ +--- +id: "IndexNode" +title: "Class: IndexNode" +sidebar_label: "IndexNode" +sidebar_position: 0 +custom_edit_url: null +--- + +TextNode is the default node type for text. Most common node type in LlamaIndex.TS + +## Hierarchy + +- [`TextNode`](TextNode.md) + + ↳ **`IndexNode`** + +## Constructors + +### constructor + +• **new IndexNode**(`init?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init?` | `Partial`<[`TextNode`](TextNode.md)\> | + +#### Inherited from + +[TextNode](TextNode.md).[constructor](TextNode.md#constructor) + +#### Defined in + +[Node.ts:144](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L144) + +## Properties + +### embedding + +• `Optional` **embedding**: `number`[] + +#### Inherited from + +[TextNode](TextNode.md).[embedding](TextNode.md#embedding) + +#### Defined in + +[Node.ts:39](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L39) + +___ + +### endCharIdx + +• `Optional` **endCharIdx**: `number` + +#### Inherited from + +[TextNode](TextNode.md).[endCharIdx](TextNode.md#endcharidx) + +#### Defined in + +[Node.ts:139](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L139) + +___ + +### excludedEmbedMetadataKeys + +• **excludedEmbedMetadataKeys**: `string`[] = `[]` + +#### Inherited from + +[TextNode](TextNode.md).[excludedEmbedMetadataKeys](TextNode.md#excludedembedmetadatakeys) + +#### Defined in + +[Node.ts:43](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L43) + +___ + +### excludedLlmMetadataKeys + +• **excludedLlmMetadataKeys**: `string`[] = `[]` + +#### Inherited from + +[TextNode](TextNode.md).[excludedLlmMetadataKeys](TextNode.md#excludedllmmetadatakeys) + +#### Defined in + +[Node.ts:44](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L44) + +___ + +### hash + +• **hash**: `string` = `""` + +#### Inherited from + +[TextNode](TextNode.md).[hash](TextNode.md#hash) + +#### Defined in + +[Node.ts:46](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L46) + +___ + +### id\_ + +• **id\_**: `string` + +#### Inherited from + +[TextNode](TextNode.md).[id_](TextNode.md#id_) + +#### Defined in + +[Node.ts:38](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L38) + +___ + +### indexId + +• **indexId**: `string` = `""` + +#### Defined in + +[Node.ts:205](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L205) + +___ + +### metadata + +• **metadata**: `Record`<`string`, `any`\> = `{}` + +#### Inherited from + +[TextNode](TextNode.md).[metadata](TextNode.md#metadata) + +#### Defined in + +[Node.ts:42](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L42) + +___ + +### metadataSeparator + +• **metadataSeparator**: `string` = `"\n"` + +#### Inherited from + +[TextNode](TextNode.md).[metadataSeparator](TextNode.md#metadataseparator) + +#### Defined in + +[Node.ts:142](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L142) + +___ + +### relationships + +• **relationships**: `Partial`<`Record`<[`NodeRelationship`](../enums/NodeRelationship.md), [`RelatedNodeType`](../modules.md#relatednodetype)\>\> = `{}` + +#### Inherited from + +[TextNode](TextNode.md).[relationships](TextNode.md#relationships) + +#### Defined in + +[Node.ts:45](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L45) + +___ + +### startCharIdx + +• `Optional` **startCharIdx**: `number` + +#### Inherited from + +[TextNode](TextNode.md).[startCharIdx](TextNode.md#startcharidx) + +#### Defined in + +[Node.ts:138](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L138) + +___ + +### text + +• **text**: `string` = `""` + +#### Inherited from + +[TextNode](TextNode.md).[text](TextNode.md#text) + +#### Defined in + +[Node.ts:137](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L137) + +## Accessors + +### childNodes + +• `get` **childNodes**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)[] + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)[] + +#### Inherited from + +TextNode.childNodes + +#### Defined in + +[Node.ts:104](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L104) + +___ + +### nextNode + +• `get` **nextNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +TextNode.nextNode + +#### Defined in + +[Node.ts:84](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L84) + +___ + +### nodeId + +• `get` **nodeId**(): `string` + +#### Returns + +`string` + +#### Inherited from + +TextNode.nodeId + +#### Defined in + +[Node.ts:58](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L58) + +___ + +### parentNode + +• `get` **parentNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +TextNode.parentNode + +#### Defined in + +[Node.ts:94](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L94) + +___ + +### prevNode + +• `get` **prevNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +TextNode.prevNode + +#### Defined in + +[Node.ts:72](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L72) + +___ + +### sourceNode + +• `get` **sourceNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +TextNode.sourceNode + +#### Defined in + +[Node.ts:62](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L62) + +## Methods + +### asRelatedNodeInfo + +▸ **asRelatedNodeInfo**(): [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +[`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +[TextNode](TextNode.md).[asRelatedNodeInfo](TextNode.md#asrelatednodeinfo) + +#### Defined in + +[Node.ts:124](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L124) + +___ + +### generateHash + +▸ **generateHash**(): `void` + +#### Returns + +`void` + +#### Inherited from + +[TextNode](TextNode.md).[generateHash](TextNode.md#generatehash) + +#### Defined in + +[Node.ts:149](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L149) + +___ + +### getContent + +▸ **getContent**(`metadataMode?`): `string` + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | `MetadataMode.NONE` | + +#### Returns + +`string` + +#### Inherited from + +[TextNode](TextNode.md).[getContent](TextNode.md#getcontent) + +#### Defined in + +[Node.ts:157](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L157) + +___ + +### getEmbedding + +▸ **getEmbedding**(): `number`[] + +#### Returns + +`number`[] + +#### Inherited from + +[TextNode](TextNode.md).[getEmbedding](TextNode.md#getembedding) + +#### Defined in + +[Node.ts:116](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L116) + +___ + +### getMetadataStr + +▸ **getMetadataStr**(`metadataMode`): `string` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | + +#### Returns + +`string` + +#### Inherited from + +[TextNode](TextNode.md).[getMetadataStr](TextNode.md#getmetadatastr) + +#### Defined in + +[Node.ts:162](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L162) + +___ + +### getNodeInfo + +▸ **getNodeInfo**(): `Object` + +#### Returns + +`Object` + +| Name | Type | +| :------ | :------ | +| `end` | `undefined` \| `number` | +| `start` | `undefined` \| `number` | + +#### Inherited from + +[TextNode](TextNode.md).[getNodeInfo](TextNode.md#getnodeinfo) + +#### Defined in + +[Node.ts:187](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L187) + +___ + +### getText + +▸ **getText**(): `string` + +#### Returns + +`string` + +#### Inherited from + +[TextNode](TextNode.md).[getText](TextNode.md#gettext) + +#### Defined in + +[Node.ts:191](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L191) + +___ + +### getType + +▸ **getType**(): [`ObjectType`](../enums/ObjectType.md) + +#### Returns + +[`ObjectType`](../enums/ObjectType.md) + +#### Overrides + +[TextNode](TextNode.md).[getType](TextNode.md#gettype) + +#### Defined in + +[Node.ts:207](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L207) + +___ + +### setContent + +▸ **setContent**(`value`): `void` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `value` | `string` | + +#### Returns + +`void` + +#### Inherited from + +[TextNode](TextNode.md).[setContent](TextNode.md#setcontent) + +#### Defined in + +[Node.ts:183](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L183) diff --git a/apps/docs/docs/api/classes/IndexStruct.md b/apps/docs/docs/api/classes/IndexStruct.md new file mode 100644 index 0000000000000000000000000000000000000000..14d816b5a596b072e8e772118c84919d40d5761a --- /dev/null +++ b/apps/docs/docs/api/classes/IndexStruct.md @@ -0,0 +1,68 @@ +--- +id: "IndexStruct" +title: "Class: IndexStruct" +sidebar_label: "IndexStruct" +sidebar_position: 0 +custom_edit_url: null +--- + +The underlying structure of each index. + +## Hierarchy + +- **`IndexStruct`** + + ↳ [`IndexDict`](IndexDict.md) + + ↳ [`IndexList`](IndexList.md) + +## Constructors + +### constructor + +• **new IndexStruct**(`indexId?`, `summary?`) + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `indexId` | `string` | `undefined` | +| `summary` | `undefined` | `undefined` | + +#### Defined in + +[BaseIndex.ts:21](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L21) + +## Properties + +### indexId + +• **indexId**: `string` + +#### Defined in + +[BaseIndex.ts:18](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L18) + +___ + +### summary + +• `Optional` **summary**: `string` + +#### Defined in + +[BaseIndex.ts:19](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L19) + +## Methods + +### getSummary + +▸ **getSummary**(): `string` + +#### Returns + +`string` + +#### Defined in + +[BaseIndex.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L26) diff --git a/apps/docs/docs/api/classes/LLMQuestionGenerator.md b/apps/docs/docs/api/classes/LLMQuestionGenerator.md new file mode 100644 index 0000000000000000000000000000000000000000..edfdf651c0acc2b9228338b5ef91ad9b02844c54 --- /dev/null +++ b/apps/docs/docs/api/classes/LLMQuestionGenerator.md @@ -0,0 +1,84 @@ +--- +id: "LLMQuestionGenerator" +title: "Class: LLMQuestionGenerator" +sidebar_label: "LLMQuestionGenerator" +sidebar_position: 0 +custom_edit_url: null +--- + +LLMQuestionGenerator uses the LLM to generate new questions for the LLM using tools and a user query. + +## Implements + +- [`BaseQuestionGenerator`](../interfaces/BaseQuestionGenerator.md) + +## Constructors + +### constructor + +• **new LLMQuestionGenerator**(`init?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init?` | `Partial`<[`LLMQuestionGenerator`](LLMQuestionGenerator.md)\> | + +#### Defined in + +[QuestionGenerator.ts:34](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QuestionGenerator.ts#L34) + +## Properties + +### llmPredictor + +• **llmPredictor**: [`BaseLLMPredictor`](../interfaces/BaseLLMPredictor.md) + +#### Defined in + +[QuestionGenerator.ts:30](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QuestionGenerator.ts#L30) + +___ + +### outputParser + +• **outputParser**: [`BaseOutputParser`](../interfaces/BaseOutputParser.md)<[`StructuredOutput`](../interfaces/StructuredOutput.md)<[`SubQuestion`](../interfaces/SubQuestion.md)[]\>\> + +#### Defined in + +[QuestionGenerator.ts:32](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QuestionGenerator.ts#L32) + +___ + +### prompt + +• **prompt**: [`SimplePrompt`](../modules.md#simpleprompt) + +#### Defined in + +[QuestionGenerator.ts:31](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QuestionGenerator.ts#L31) + +## Methods + +### agenerate + +▸ **agenerate**(`tools`, `query`): `Promise`<[`SubQuestion`](../interfaces/SubQuestion.md)[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `tools` | [`ToolMetadata`](../interfaces/ToolMetadata.md)[] | +| `query` | `string` | + +#### Returns + +`Promise`<[`SubQuestion`](../interfaces/SubQuestion.md)[]\> + +#### Implementation of + +[BaseQuestionGenerator](../interfaces/BaseQuestionGenerator.md).[agenerate](../interfaces/BaseQuestionGenerator.md#agenerate) + +#### Defined in + +[QuestionGenerator.ts:40](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QuestionGenerator.ts#L40) diff --git a/apps/docs/docs/api/classes/ListIndex.md b/apps/docs/docs/api/classes/ListIndex.md new file mode 100644 index 0000000000000000000000000000000000000000..da0c865720400a003844523d59078a12c51b1e84 --- /dev/null +++ b/apps/docs/docs/api/classes/ListIndex.md @@ -0,0 +1,281 @@ +--- +id: "ListIndex" +title: "Class: ListIndex" +sidebar_label: "ListIndex" +sidebar_position: 0 +custom_edit_url: null +--- + +A ListIndex keeps nodes in a sequential list structure + +## Hierarchy + +- [`BaseIndex`](BaseIndex.md)<[`IndexList`](IndexList.md)\> + + ↳ **`ListIndex`** + +## Constructors + +### constructor + +• **new ListIndex**(`init`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init` | [`BaseIndexInit`](../interfaces/BaseIndexInit.md)<[`IndexList`](IndexList.md)\> | + +#### Overrides + +[BaseIndex](BaseIndex.md).[constructor](BaseIndex.md#constructor) + +#### Defined in + +[index/list/ListIndex.ts:37](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L37) + +## Properties + +### docStore + +• **docStore**: `BaseDocumentStore` + +#### Inherited from + +[BaseIndex](BaseIndex.md).[docStore](BaseIndex.md#docstore) + +#### Defined in + +[BaseIndex.ts:75](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L75) + +___ + +### indexStore + +• `Optional` **indexStore**: `BaseIndexStore` + +#### Inherited from + +[BaseIndex](BaseIndex.md).[indexStore](BaseIndex.md#indexstore) + +#### Defined in + +[BaseIndex.ts:77](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L77) + +___ + +### indexStruct + +• **indexStruct**: [`IndexList`](IndexList.md) + +#### Inherited from + +[BaseIndex](BaseIndex.md).[indexStruct](BaseIndex.md#indexstruct) + +#### Defined in + +[BaseIndex.ts:78](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L78) + +___ + +### serviceContext + +• **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Inherited from + +[BaseIndex](BaseIndex.md).[serviceContext](BaseIndex.md#servicecontext) + +#### Defined in + +[BaseIndex.ts:73](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L73) + +___ + +### storageContext + +• **storageContext**: [`StorageContext`](../interfaces/StorageContext.md) + +#### Inherited from + +[BaseIndex](BaseIndex.md).[storageContext](BaseIndex.md#storagecontext) + +#### Defined in + +[BaseIndex.ts:74](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L74) + +___ + +### vectorStore + +• `Optional` **vectorStore**: `VectorStore` + +#### Inherited from + +[BaseIndex](BaseIndex.md).[vectorStore](BaseIndex.md#vectorstore) + +#### Defined in + +[BaseIndex.ts:76](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L76) + +## Methods + +### \_deleteNode + +▸ `Protected` **_deleteNode**(`nodeId`): `void` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `nodeId` | `string` | + +#### Returns + +`void` + +#### Defined in + +[index/list/ListIndex.ts:140](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L140) + +___ + +### \_insert + +▸ `Protected` **_insert**(`nodes`): `void` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `nodes` | [`BaseNode`](BaseNode.md)[] | + +#### Returns + +`void` + +#### Defined in + +[index/list/ListIndex.ts:134](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L134) + +___ + +### asQueryEngine + +▸ **asQueryEngine**(`mode?`): [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md) + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `mode` | [`ListRetrieverMode`](../enums/ListRetrieverMode.md) | `ListRetrieverMode.DEFAULT` | + +#### Returns + +[`BaseQueryEngine`](../interfaces/BaseQueryEngine.md) + +#### Defined in + +[index/list/ListIndex.ts:113](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L113) + +___ + +### asRetriever + +▸ **asRetriever**(`mode?`): [`BaseRetriever`](../interfaces/BaseRetriever.md) + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `mode` | [`ListRetrieverMode`](../enums/ListRetrieverMode.md) | `ListRetrieverMode.DEFAULT` | + +#### Returns + +[`BaseRetriever`](../interfaces/BaseRetriever.md) + +#### Overrides + +[BaseIndex](BaseIndex.md).[asRetriever](BaseIndex.md#asretriever) + +#### Defined in + +[index/list/ListIndex.ts:100](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L100) + +___ + +### getRefDocInfo + +▸ **getRefDocInfo**(): `Promise`<`Record`<`string`, `RefDocInfo`\>\> + +#### Returns + +`Promise`<`Record`<`string`, `RefDocInfo`\>\> + +#### Defined in + +[index/list/ListIndex.ts:146](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L146) + +___ + +### \_buildIndexFromNodes + +▸ `Static` **_buildIndexFromNodes**(`nodes`, `docStore`, `indexStruct?`): `Promise`<[`IndexList`](IndexList.md)\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `nodes` | [`BaseNode`](BaseNode.md)[] | +| `docStore` | `BaseDocumentStore` | +| `indexStruct?` | [`IndexList`](IndexList.md) | + +#### Returns + +`Promise`<[`IndexList`](IndexList.md)\> + +#### Defined in + +[index/list/ListIndex.ts:119](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L119) + +___ + +### fromDocuments + +▸ `Static` **fromDocuments**(`documents`, `storageContext?`, `serviceContext?`): `Promise`<[`ListIndex`](ListIndex.md)\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `documents` | [`Document`](Document.md)[] | +| `storageContext?` | [`StorageContext`](../interfaces/StorageContext.md) | +| `serviceContext?` | [`ServiceContext`](../interfaces/ServiceContext.md) | + +#### Returns + +`Promise`<[`ListIndex`](ListIndex.md)\> + +#### Defined in + +[index/list/ListIndex.ts:77](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L77) + +___ + +### init + +▸ `Static` **init**(`options`): `Promise`<[`ListIndex`](ListIndex.md)\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `options` | `ListIndexOptions` | + +#### Returns + +`Promise`<[`ListIndex`](ListIndex.md)\> + +#### Defined in + +[index/list/ListIndex.ts:41](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L41) diff --git a/apps/docs/docs/api/classes/ListIndexLLMRetriever.md b/apps/docs/docs/api/classes/ListIndexLLMRetriever.md new file mode 100644 index 0000000000000000000000000000000000000000..1bd307f748e404b71882d64cd2c0a642e7499023 --- /dev/null +++ b/apps/docs/docs/api/classes/ListIndexLLMRetriever.md @@ -0,0 +1,137 @@ +--- +id: "ListIndexLLMRetriever" +title: "Class: ListIndexLLMRetriever" +sidebar_label: "ListIndexLLMRetriever" +sidebar_position: 0 +custom_edit_url: null +--- + +LLM retriever for ListIndex. + +## Implements + +- [`BaseRetriever`](../interfaces/BaseRetriever.md) + +## Constructors + +### constructor + +• **new ListIndexLLMRetriever**(`index`, `choiceSelectPrompt?`, `choiceBatchSize?`, `formatNodeBatchFn?`, `parseChoiceSelectAnswerFn?`, `serviceContext?`) + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `index` | [`ListIndex`](ListIndex.md) | `undefined` | +| `choiceSelectPrompt?` | [`SimplePrompt`](../modules.md#simpleprompt) | `undefined` | +| `choiceBatchSize` | `number` | `10` | +| `formatNodeBatchFn?` | `NodeFormatterFunction` | `undefined` | +| `parseChoiceSelectAnswerFn?` | `ChoiceSelectParserFunction` | `undefined` | +| `serviceContext?` | [`ServiceContext`](../interfaces/ServiceContext.md) | `undefined` | + +#### Defined in + +[index/list/ListIndexRetriever.ts:67](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L67) + +## Properties + +### choiceBatchSize + +• **choiceBatchSize**: `number` + +#### Defined in + +[index/list/ListIndexRetriever.ts:62](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L62) + +___ + +### choiceSelectPrompt + +• **choiceSelectPrompt**: [`SimplePrompt`](../modules.md#simpleprompt) + +#### Defined in + +[index/list/ListIndexRetriever.ts:61](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L61) + +___ + +### formatNodeBatchFn + +• **formatNodeBatchFn**: `NodeFormatterFunction` + +#### Defined in + +[index/list/ListIndexRetriever.ts:63](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L63) + +___ + +### index + +• **index**: [`ListIndex`](ListIndex.md) + +#### Defined in + +[index/list/ListIndexRetriever.ts:60](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L60) + +___ + +### parseChoiceSelectAnswerFn + +• **parseChoiceSelectAnswerFn**: `ChoiceSelectParserFunction` + +#### Defined in + +[index/list/ListIndexRetriever.ts:64](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L64) + +___ + +### serviceContext + +• **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Defined in + +[index/list/ListIndexRetriever.ts:65](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L65) + +## Methods + +### aretrieve + +▸ **aretrieve**(`query`, `parentEvent?`): `Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `parentEvent?` | [`Event`](../interfaces/Event.md) | + +#### Returns + +`Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)[]\> + +#### Implementation of + +[BaseRetriever](../interfaces/BaseRetriever.md).[aretrieve](../interfaces/BaseRetriever.md#aretrieve) + +#### Defined in + +[index/list/ListIndexRetriever.ts:84](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L84) + +___ + +### getServiceContext + +▸ **getServiceContext**(): [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Returns + +[`ServiceContext`](../interfaces/ServiceContext.md) + +#### Implementation of + +[BaseRetriever](../interfaces/BaseRetriever.md).[getServiceContext](../interfaces/BaseRetriever.md#getservicecontext) + +#### Defined in + +[index/list/ListIndexRetriever.ts:134](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L134) diff --git a/apps/docs/docs/api/classes/ListIndexRetriever.md b/apps/docs/docs/api/classes/ListIndexRetriever.md new file mode 100644 index 0000000000000000000000000000000000000000..efb7527a21102cabb047f5a076a9f315f61f16e6 --- /dev/null +++ b/apps/docs/docs/api/classes/ListIndexRetriever.md @@ -0,0 +1,82 @@ +--- +id: "ListIndexRetriever" +title: "Class: ListIndexRetriever" +sidebar_label: "ListIndexRetriever" +sidebar_position: 0 +custom_edit_url: null +--- + +Simple retriever for ListIndex that returns all nodes + +## Implements + +- [`BaseRetriever`](../interfaces/BaseRetriever.md) + +## Constructors + +### constructor + +• **new ListIndexRetriever**(`index`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `index` | [`ListIndex`](ListIndex.md) | + +#### Defined in + +[index/list/ListIndexRetriever.ts:22](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L22) + +## Properties + +### index + +• **index**: [`ListIndex`](ListIndex.md) + +#### Defined in + +[index/list/ListIndexRetriever.ts:20](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L20) + +## Methods + +### aretrieve + +▸ **aretrieve**(`query`, `parentEvent?`): `Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `parentEvent?` | [`Event`](../interfaces/Event.md) | + +#### Returns + +`Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)[]\> + +#### Implementation of + +[BaseRetriever](../interfaces/BaseRetriever.md).[aretrieve](../interfaces/BaseRetriever.md#aretrieve) + +#### Defined in + +[index/list/ListIndexRetriever.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L26) + +___ + +### getServiceContext + +▸ **getServiceContext**(): [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Returns + +[`ServiceContext`](../interfaces/ServiceContext.md) + +#### Implementation of + +[BaseRetriever](../interfaces/BaseRetriever.md).[getServiceContext](../interfaces/BaseRetriever.md#getservicecontext) + +#### Defined in + +[index/list/ListIndexRetriever.ts:51](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndexRetriever.ts#L51) diff --git a/apps/docs/docs/api/classes/OpenAI.md b/apps/docs/docs/api/classes/OpenAI.md new file mode 100644 index 0000000000000000000000000000000000000000..a7b861ae48fe76d23f870dde47027a2b9ee9eb25 --- /dev/null +++ b/apps/docs/docs/api/classes/OpenAI.md @@ -0,0 +1,193 @@ +--- +id: "OpenAI" +title: "Class: OpenAI" +sidebar_label: "OpenAI" +sidebar_position: 0 +custom_edit_url: null +--- + +OpenAI LLM implementation + +## Implements + +- [`LLM`](../interfaces/LLM.md) + +## Constructors + +### constructor + +• **new OpenAI**(`init?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init?` | `Partial`<[`OpenAI`](OpenAI.md)\> | + +#### Defined in + +[LLM.ts:76](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L76) + +## Properties + +### callbackManager + +• `Optional` **callbackManager**: [`CallbackManager`](CallbackManager.md) + +#### Defined in + +[LLM.ts:74](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L74) + +___ + +### maxRetries + +• **maxRetries**: `number` + +#### Defined in + +[LLM.ts:69](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L69) + +___ + +### maxTokens + +• `Optional` **maxTokens**: `number` + +#### Defined in + +[LLM.ts:71](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L71) + +___ + +### model + +• **model**: ``"gpt-3.5-turbo"`` \| ``"gpt-3.5-turbo-16k"`` \| ``"gpt-4"`` \| ``"gpt-4-32k"`` + +#### Defined in + +[LLM.ts:66](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L66) + +___ + +### n + +• **n**: `number` = `1` + +#### Defined in + +[LLM.ts:70](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L70) + +___ + +### openAIKey + +• **openAIKey**: ``null`` \| `string` = `null` + +#### Defined in + +[LLM.ts:72](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L72) + +___ + +### requestTimeout + +• **requestTimeout**: ``null`` \| `number` + +#### Defined in + +[LLM.ts:68](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L68) + +___ + +### session + +• **session**: `OpenAISession` + +#### Defined in + +[LLM.ts:73](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L73) + +___ + +### temperature + +• **temperature**: `number` + +#### Defined in + +[LLM.ts:67](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L67) + +## Methods + +### achat + +▸ **achat**(`messages`, `parentEvent?`): `Promise`<[`ChatResponse`](../interfaces/ChatResponse.md)\> + +Get a chat response from the LLM + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `messages` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | +| `parentEvent?` | [`Event`](../interfaces/Event.md) | + +#### Returns + +`Promise`<[`ChatResponse`](../interfaces/ChatResponse.md)\> + +#### Implementation of + +[LLM](../interfaces/LLM.md).[achat](../interfaces/LLM.md#achat) + +#### Defined in + +[LLM.ts:103](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L103) + +___ + +### acomplete + +▸ **acomplete**(`prompt`, `parentEvent?`): `Promise`<[`ChatResponse`](../interfaces/ChatResponse.md)\> + +Get a prompt completion from the LLM + +#### Parameters + +| Name | Type | Description | +| :------ | :------ | :------ | +| `prompt` | `string` | the prompt to complete | +| `parentEvent?` | [`Event`](../interfaces/Event.md) | - | + +#### Returns + +`Promise`<[`ChatResponse`](../interfaces/ChatResponse.md)\> + +#### Implementation of + +[LLM](../interfaces/LLM.md).[acomplete](../interfaces/LLM.md#acomplete) + +#### Defined in + +[LLM.ts:145](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L145) + +___ + +### mapMessageType + +▸ **mapMessageType**(`type`): `ChatCompletionRequestMessageRoleEnum` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `type` | `MessageType` | + +#### Returns + +`ChatCompletionRequestMessageRoleEnum` + +#### Defined in + +[LLM.ts:88](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L88) diff --git a/apps/docs/docs/api/classes/OpenAIEmbedding.md b/apps/docs/docs/api/classes/OpenAIEmbedding.md new file mode 100644 index 0000000000000000000000000000000000000000..f6611cbe66eebabe48517d6b19eb9ad3a2cc91c2 --- /dev/null +++ b/apps/docs/docs/api/classes/OpenAIEmbedding.md @@ -0,0 +1,141 @@ +--- +id: "OpenAIEmbedding" +title: "Class: OpenAIEmbedding" +sidebar_label: "OpenAIEmbedding" +sidebar_position: 0 +custom_edit_url: null +--- + +## Hierarchy + +- [`BaseEmbedding`](BaseEmbedding.md) + + ↳ **`OpenAIEmbedding`** + +## Constructors + +### constructor + +• **new OpenAIEmbedding**() + +#### Overrides + +[BaseEmbedding](BaseEmbedding.md).[constructor](BaseEmbedding.md#constructor) + +#### Defined in + +[Embedding.ts:217](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L217) + +## Properties + +### model + +• **model**: `TEXT_EMBED_ADA_002` + +#### Defined in + +[Embedding.ts:215](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L215) + +___ + +### session + +• **session**: `OpenAISession` + +#### Defined in + +[Embedding.ts:214](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L214) + +## Methods + +### \_aGetOpenAIEmbedding + +▸ `Private` **_aGetOpenAIEmbedding**(`input`): `Promise`<`number`[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `input` | `string` | + +#### Returns + +`Promise`<`number`[]\> + +#### Defined in + +[Embedding.ts:224](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L224) + +___ + +### aGetQueryEmbedding + +▸ **aGetQueryEmbedding**(`query`): `Promise`<`number`[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | + +#### Returns + +`Promise`<`number`[]\> + +#### Overrides + +[BaseEmbedding](BaseEmbedding.md).[aGetQueryEmbedding](BaseEmbedding.md#agetqueryembedding) + +#### Defined in + +[Embedding.ts:240](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L240) + +___ + +### aGetTextEmbedding + +▸ **aGetTextEmbedding**(`text`): `Promise`<`number`[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `text` | `string` | + +#### Returns + +`Promise`<`number`[]\> + +#### Overrides + +[BaseEmbedding](BaseEmbedding.md).[aGetTextEmbedding](BaseEmbedding.md#agettextembedding) + +#### Defined in + +[Embedding.ts:236](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L236) + +___ + +### similarity + +▸ **similarity**(`embedding1`, `embedding2`, `mode?`): `number` + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `embedding1` | `number`[] | `undefined` | +| `embedding2` | `number`[] | `undefined` | +| `mode` | [`SimilarityType`](../enums/SimilarityType.md) | `SimilarityType.DEFAULT` | + +#### Returns + +`number` + +#### Inherited from + +[BaseEmbedding](BaseEmbedding.md).[similarity](BaseEmbedding.md#similarity) + +#### Defined in + +[Embedding.ts:197](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L197) diff --git a/apps/docs/docs/api/classes/Refine.md b/apps/docs/docs/api/classes/Refine.md new file mode 100644 index 0000000000000000000000000000000000000000..a5e06e9cfbcc8363dad4ac19e62f861a14804af4 --- /dev/null +++ b/apps/docs/docs/api/classes/Refine.md @@ -0,0 +1,136 @@ +--- +id: "Refine" +title: "Class: Refine" +sidebar_label: "Refine" +sidebar_position: 0 +custom_edit_url: null +--- + +A response builder that uses the query to ask the LLM generate a better response using multiple text chunks. + +## Hierarchy + +- **`Refine`** + + ↳ [`CompactAndRefine`](CompactAndRefine.md) + +## Implements + +- `BaseResponseBuilder` + +## Constructors + +### constructor + +• **new Refine**(`serviceContext`, `textQATemplate?`, `refineTemplate?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `serviceContext` | [`ServiceContext`](../interfaces/ServiceContext.md) | +| `textQATemplate?` | [`SimplePrompt`](../modules.md#simpleprompt) | +| `refineTemplate?` | [`SimplePrompt`](../modules.md#simpleprompt) | + +#### Defined in + +[ResponseSynthesizer.ts:66](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L66) + +## Properties + +### refineTemplate + +• **refineTemplate**: [`SimplePrompt`](../modules.md#simpleprompt) + +#### Defined in + +[ResponseSynthesizer.ts:64](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L64) + +___ + +### serviceContext + +• **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Defined in + +[ResponseSynthesizer.ts:62](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L62) + +___ + +### textQATemplate + +• **textQATemplate**: [`SimplePrompt`](../modules.md#simpleprompt) + +#### Defined in + +[ResponseSynthesizer.ts:63](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L63) + +## Methods + +### agetResponse + +▸ **agetResponse**(`query`, `textChunks`, `prevResponse?`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `textChunks` | `string`[] | +| `prevResponse?` | `any` | + +#### Returns + +`Promise`<`string`\> + +#### Implementation of + +BaseResponseBuilder.agetResponse + +#### Defined in + +[ResponseSynthesizer.ts:76](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L76) + +___ + +### giveResponseSingle + +▸ `Private` **giveResponseSingle**(`queryStr`, `textChunk`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `queryStr` | `string` | +| `textChunk` | `string` | + +#### Returns + +`Promise`<`string`\> + +#### Defined in + +[ResponseSynthesizer.ts:95](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L95) + +___ + +### refineResponseSingle + +▸ `Private` **refineResponseSingle**(`response`, `queryStr`, `textChunk`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `response` | `string` | +| `queryStr` | `string` | +| `textChunk` | `string` | + +#### Returns + +`Promise`<`string`\> + +#### Defined in + +[ResponseSynthesizer.ts:123](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L123) diff --git a/apps/docs/docs/api/classes/Response.md b/apps/docs/docs/api/classes/Response.md new file mode 100644 index 0000000000000000000000000000000000000000..f0de419f3c7728c3c1cb7d60343c4d9d426e5abe --- /dev/null +++ b/apps/docs/docs/api/classes/Response.md @@ -0,0 +1,74 @@ +--- +id: "Response" +title: "Class: Response" +sidebar_label: "Response" +sidebar_position: 0 +custom_edit_url: null +--- + +Respone is the output of a LLM + +## Constructors + +### constructor + +• **new Response**(`response`, `sourceNodes?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `response` | `string` | +| `sourceNodes?` | [`BaseNode`](BaseNode.md)[] | + +#### Defined in + +[Response.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Response.ts#L10) + +## Properties + +### response + +• **response**: `string` + +#### Defined in + +[Response.ts:7](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Response.ts#L7) + +___ + +### sourceNodes + +• `Optional` **sourceNodes**: [`BaseNode`](BaseNode.md)[] + +#### Defined in + +[Response.ts:8](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Response.ts#L8) + +## Methods + +### getFormattedSources + +▸ **getFormattedSources**(): `void` + +#### Returns + +`void` + +#### Defined in + +[Response.ts:15](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Response.ts#L15) + +___ + +### toString + +▸ **toString**(): `string` + +#### Returns + +`string` + +#### Defined in + +[Response.ts:19](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Response.ts#L19) diff --git a/apps/docs/docs/api/classes/ResponseSynthesizer.md b/apps/docs/docs/api/classes/ResponseSynthesizer.md new file mode 100644 index 0000000000000000000000000000000000000000..bfdd0cc0c04601dce96717451898d3a0a8f1bdf8 --- /dev/null +++ b/apps/docs/docs/api/classes/ResponseSynthesizer.md @@ -0,0 +1,69 @@ +--- +id: "ResponseSynthesizer" +title: "Class: ResponseSynthesizer" +sidebar_label: "ResponseSynthesizer" +sidebar_position: 0 +custom_edit_url: null +--- + +A ResponseSynthesizer is used to generate a response from a query and a list of nodes. + +## Constructors + +### constructor + +• **new ResponseSynthesizer**(`«destructured»?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `«destructured»` | `Object` | +| › `responseBuilder?` | `BaseResponseBuilder` | +| › `serviceContext?` | [`ServiceContext`](../interfaces/ServiceContext.md) | + +#### Defined in + +[ResponseSynthesizer.ts:225](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L225) + +## Properties + +### responseBuilder + +• **responseBuilder**: `BaseResponseBuilder` + +#### Defined in + +[ResponseSynthesizer.ts:222](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L222) + +___ + +### serviceContext + +• `Optional` **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Defined in + +[ResponseSynthesizer.ts:223](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L223) + +## Methods + +### asynthesize + +▸ **asynthesize**(`query`, `nodes`, `parentEvent?`): `Promise`<[`Response`](Response.md)\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `nodes` | [`NodeWithScore`](../interfaces/NodeWithScore.md)[] | +| `parentEvent?` | [`Event`](../interfaces/Event.md) | + +#### Returns + +`Promise`<[`Response`](Response.md)\> + +#### Defined in + +[ResponseSynthesizer.ts:237](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L237) diff --git a/apps/docs/docs/api/classes/RetrieverQueryEngine.md b/apps/docs/docs/api/classes/RetrieverQueryEngine.md new file mode 100644 index 0000000000000000000000000000000000000000..bf519995afaf016498fbf4738709f949132758f5 --- /dev/null +++ b/apps/docs/docs/api/classes/RetrieverQueryEngine.md @@ -0,0 +1,74 @@ +--- +id: "RetrieverQueryEngine" +title: "Class: RetrieverQueryEngine" +sidebar_label: "RetrieverQueryEngine" +sidebar_position: 0 +custom_edit_url: null +--- + +A query engine that uses a retriever to query an index and then synthesizes the response. + +## Implements + +- [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md) + +## Constructors + +### constructor + +• **new RetrieverQueryEngine**(`retriever`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `retriever` | [`BaseRetriever`](../interfaces/BaseRetriever.md) | + +#### Defined in + +[QueryEngine.ts:29](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L29) + +## Properties + +### responseSynthesizer + +• **responseSynthesizer**: [`ResponseSynthesizer`](ResponseSynthesizer.md) + +#### Defined in + +[QueryEngine.ts:27](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L27) + +___ + +### retriever + +• **retriever**: [`BaseRetriever`](../interfaces/BaseRetriever.md) + +#### Defined in + +[QueryEngine.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L26) + +## Methods + +### aquery + +▸ **aquery**(`query`, `parentEvent?`): `Promise`<[`Response`](Response.md)\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `parentEvent?` | [`Event`](../interfaces/Event.md) | + +#### Returns + +`Promise`<[`Response`](Response.md)\> + +#### Implementation of + +[BaseQueryEngine](../interfaces/BaseQueryEngine.md).[aquery](../interfaces/BaseQueryEngine.md#aquery) + +#### Defined in + +[QueryEngine.ts:36](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L36) diff --git a/apps/docs/docs/api/classes/SentenceSplitter.md b/apps/docs/docs/api/classes/SentenceSplitter.md new file mode 100644 index 0000000000000000000000000000000000000000..d5d050ac18a2a32f537f216b2bd039bfde96539f --- /dev/null +++ b/apps/docs/docs/api/classes/SentenceSplitter.md @@ -0,0 +1,236 @@ +--- +id: "SentenceSplitter" +title: "Class: SentenceSplitter" +sidebar_label: "SentenceSplitter" +sidebar_position: 0 +custom_edit_url: null +--- + +SentenceSplitter is our default text splitter that supports splitting into sentences, paragraphs, or fixed length chunks with overlap. + +## Constructors + +### constructor + +• **new SentenceSplitter**(`chunkSize?`, `chunkOverlap?`, `tokenizer?`, `tokenizerDecoder?`, `paragraphSeparator?`, `chunkingTokenizerFn?`) + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `chunkSize` | `number` | `DEFAULT_CHUNK_SIZE` | +| `chunkOverlap` | `number` | `DEFAULT_CHUNK_OVERLAP` | +| `tokenizer` | `any` | `null` | +| `tokenizerDecoder` | `any` | `null` | +| `paragraphSeparator` | `string` | `"\n\n\n"` | +| `chunkingTokenizerFn` | `any` | `undefined` | + +#### Defined in + +[TextSplitter.ts:33](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L33) + +## Properties + +### chunkOverlap + +• `Private` **chunkOverlap**: `number` + +#### Defined in + +[TextSplitter.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L26) + +___ + +### chunkSize + +• `Private` **chunkSize**: `number` + +#### Defined in + +[TextSplitter.ts:25](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L25) + +___ + +### chunkingTokenizerFn + +• `Private` **chunkingTokenizerFn**: `any` + +#### Defined in + +[TextSplitter.ts:30](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L30) + +___ + +### paragraphSeparator + +• `Private` **paragraphSeparator**: `string` + +#### Defined in + +[TextSplitter.ts:29](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L29) + +___ + +### tokenizer + +• `Private` **tokenizer**: `any` + +#### Defined in + +[TextSplitter.ts:27](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L27) + +___ + +### tokenizerDecoder + +• `Private` **tokenizerDecoder**: `any` + +#### Defined in + +[TextSplitter.ts:28](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L28) + +## Methods + +### combineTextSplits + +▸ **combineTextSplits**(`newSentenceSplits`, `effectiveChunkSize`): `TextSplit`[] + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `newSentenceSplits` | `SplitRep`[] | +| `effectiveChunkSize` | `number` | + +#### Returns + +`TextSplit`[] + +#### Defined in + +[TextSplitter.ts:153](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L153) + +___ + +### getEffectiveChunkSize + +▸ `Private` **getEffectiveChunkSize**(`extraInfoStr?`): `number` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `extraInfoStr?` | `string` | + +#### Returns + +`number` + +#### Defined in + +[TextSplitter.ts:72](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L72) + +___ + +### getParagraphSplits + +▸ **getParagraphSplits**(`text`, `effectiveChunkSize?`): `string`[] + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `text` | `string` | +| `effectiveChunkSize?` | `number` | + +#### Returns + +`string`[] + +#### Defined in + +[TextSplitter.ts:89](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L89) + +___ + +### getSentenceSplits + +▸ **getSentenceSplits**(`text`, `effectiveChunkSize?`): `string`[] + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `text` | `string` | +| `effectiveChunkSize?` | `number` | + +#### Returns + +`string`[] + +#### Defined in + +[TextSplitter.ts:115](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L115) + +___ + +### processSentenceSplits + +▸ `Private` **processSentenceSplits**(`sentenceSplits`, `effectiveChunkSize`): `SplitRep`[] + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `sentenceSplits` | `string`[] | +| `effectiveChunkSize` | `number` | + +#### Returns + +`SplitRep`[] + +#### Defined in + +[TextSplitter.ts:128](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L128) + +___ + +### splitText + +▸ **splitText**(`text`, `extraInfoStr?`): `string`[] + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `text` | `string` | +| `extraInfoStr?` | `string` | + +#### Returns + +`string`[] + +#### Defined in + +[TextSplitter.ts:233](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L233) + +___ + +### splitTextWithOverlaps + +▸ **splitTextWithOverlaps**(`text`, `extraInfoStr?`): `TextSplit`[] + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `text` | `string` | +| `extraInfoStr?` | `string` | + +#### Returns + +`TextSplit`[] + +#### Defined in + +[TextSplitter.ts:205](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/TextSplitter.ts#L205) diff --git a/apps/docs/docs/api/classes/SimpleChatEngine.md b/apps/docs/docs/api/classes/SimpleChatEngine.md new file mode 100644 index 0000000000000000000000000000000000000000..ac9924050abdbea78336ee676eb53c015c991d03 --- /dev/null +++ b/apps/docs/docs/api/classes/SimpleChatEngine.md @@ -0,0 +1,96 @@ +--- +id: "SimpleChatEngine" +title: "Class: SimpleChatEngine" +sidebar_label: "SimpleChatEngine" +sidebar_position: 0 +custom_edit_url: null +--- + +SimpleChatEngine is the simplest possible chat engine. Useful for using your own custom prompts. + +## Implements + +- [`ChatEngine`](../interfaces/ChatEngine.md) + +## Constructors + +### constructor + +• **new SimpleChatEngine**(`init?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init?` | `Partial`<[`SimpleChatEngine`](SimpleChatEngine.md)\> | + +#### Defined in + +[ChatEngine.ts:40](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L40) + +## Properties + +### chatHistory + +• **chatHistory**: [`ChatMessage`](../interfaces/ChatMessage.md)[] + +#### Defined in + +[ChatEngine.ts:37](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L37) + +___ + +### llm + +• **llm**: [`LLM`](../interfaces/LLM.md) + +#### Defined in + +[ChatEngine.ts:38](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L38) + +## Methods + +### achat + +▸ **achat**(`message`, `chatHistory?`): `Promise`<[`Response`](Response.md)\> + +Send message along with the class's current chat history to the LLM. + +#### Parameters + +| Name | Type | Description | +| :------ | :------ | :------ | +| `message` | `string` | | +| `chatHistory?` | [`ChatMessage`](../interfaces/ChatMessage.md)[] | optional chat history if you want to customize the chat history | + +#### Returns + +`Promise`<[`Response`](Response.md)\> + +#### Implementation of + +[ChatEngine](../interfaces/ChatEngine.md).[achat](../interfaces/ChatEngine.md#achat) + +#### Defined in + +[ChatEngine.ts:45](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L45) + +___ + +### reset + +▸ **reset**(): `void` + +Resets the chat history so that it's empty. + +#### Returns + +`void` + +#### Implementation of + +[ChatEngine](../interfaces/ChatEngine.md).[reset](../interfaces/ChatEngine.md#reset) + +#### Defined in + +[ChatEngine.ts:54](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L54) diff --git a/apps/docs/docs/api/classes/SimpleNodeParser.md b/apps/docs/docs/api/classes/SimpleNodeParser.md new file mode 100644 index 0000000000000000000000000000000000000000..83bb4c33d794675443bf798706bb61da15357488 --- /dev/null +++ b/apps/docs/docs/api/classes/SimpleNodeParser.md @@ -0,0 +1,114 @@ +--- +id: "SimpleNodeParser" +title: "Class: SimpleNodeParser" +sidebar_label: "SimpleNodeParser" +sidebar_position: 0 +custom_edit_url: null +--- + +SimpleNodeParser is the default NodeParser. It splits documents into TextNodes using a splitter, by default SentenceSplitter + +## Implements + +- [`NodeParser`](../interfaces/NodeParser.md) + +## Constructors + +### constructor + +• **new SimpleNodeParser**(`init?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init?` | `Object` | +| `init.chunkOverlap?` | `number` | +| `init.chunkSize?` | `number` | +| `init.includeMetadata?` | `boolean` | +| `init.includePrevNextRel?` | `boolean` | +| `init.textSplitter?` | [`SentenceSplitter`](SentenceSplitter.md) | + +#### Defined in + +[NodeParser.ts:64](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/NodeParser.ts#L64) + +## Properties + +### includeMetadata + +• **includeMetadata**: `boolean` + +#### Defined in + +[NodeParser.ts:61](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/NodeParser.ts#L61) + +___ + +### includePrevNextRel + +• **includePrevNextRel**: `boolean` + +#### Defined in + +[NodeParser.ts:62](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/NodeParser.ts#L62) + +___ + +### textSplitter + +• **textSplitter**: [`SentenceSplitter`](SentenceSplitter.md) + +#### Defined in + +[NodeParser.ts:60](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/NodeParser.ts#L60) + +## Methods + +### getNodesFromDocuments + +▸ **getNodesFromDocuments**(`documents`): [`TextNode`](TextNode.md)[] + +Generate Node objects from documents + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `documents` | [`Document`](Document.md)[] | + +#### Returns + +[`TextNode`](TextNode.md)[] + +#### Implementation of + +[NodeParser](../interfaces/NodeParser.md).[getNodesFromDocuments](../interfaces/NodeParser.md#getnodesfromdocuments) + +#### Defined in + +[NodeParser.ts:95](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/NodeParser.ts#L95) + +___ + +### fromDefaults + +▸ `Static` **fromDefaults**(`init?`): [`SimpleNodeParser`](SimpleNodeParser.md) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init?` | `Object` | +| `init.chunkOverlap?` | `number` | +| `init.chunkSize?` | `number` | +| `init.includeMetadata?` | `boolean` | +| `init.includePrevNextRel?` | `boolean` | + +#### Returns + +[`SimpleNodeParser`](SimpleNodeParser.md) + +#### Defined in + +[NodeParser.ts:82](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/NodeParser.ts#L82) diff --git a/apps/docs/docs/api/classes/SimpleResponseBuilder.md b/apps/docs/docs/api/classes/SimpleResponseBuilder.md new file mode 100644 index 0000000000000000000000000000000000000000..1d386dc8db6fab0e5bec5fd58d807b6df2a369cc --- /dev/null +++ b/apps/docs/docs/api/classes/SimpleResponseBuilder.md @@ -0,0 +1,75 @@ +--- +id: "SimpleResponseBuilder" +title: "Class: SimpleResponseBuilder" +sidebar_label: "SimpleResponseBuilder" +sidebar_position: 0 +custom_edit_url: null +--- + +A response builder that just concatenates responses. + +## Implements + +- `BaseResponseBuilder` + +## Constructors + +### constructor + +• **new SimpleResponseBuilder**(`serviceContext?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `serviceContext?` | [`ServiceContext`](../interfaces/ServiceContext.md) | + +#### Defined in + +[ResponseSynthesizer.ts:37](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L37) + +## Properties + +### llmPredictor + +• **llmPredictor**: [`BaseLLMPredictor`](../interfaces/BaseLLMPredictor.md) + +#### Defined in + +[ResponseSynthesizer.ts:34](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L34) + +___ + +### textQATemplate + +• **textQATemplate**: [`SimplePrompt`](../modules.md#simpleprompt) + +#### Defined in + +[ResponseSynthesizer.ts:35](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L35) + +## Methods + +### agetResponse + +▸ **agetResponse**(`query`, `textChunks`, `parentEvent?`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `textChunks` | `string`[] | +| `parentEvent?` | [`Event`](../interfaces/Event.md) | + +#### Returns + +`Promise`<`string`\> + +#### Implementation of + +BaseResponseBuilder.agetResponse + +#### Defined in + +[ResponseSynthesizer.ts:43](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L43) diff --git a/apps/docs/docs/api/classes/SubQuestionOutputParser.md b/apps/docs/docs/api/classes/SubQuestionOutputParser.md new file mode 100644 index 0000000000000000000000000000000000000000..263410a622905dcbd2282a9d5fef748464b9e8fa --- /dev/null +++ b/apps/docs/docs/api/classes/SubQuestionOutputParser.md @@ -0,0 +1,67 @@ +--- +id: "SubQuestionOutputParser" +title: "Class: SubQuestionOutputParser" +sidebar_label: "SubQuestionOutputParser" +sidebar_position: 0 +custom_edit_url: null +--- + +SubQuestionOutputParser is used to parse the output of the SubQuestionGenerator. + +## Implements + +- [`BaseOutputParser`](../interfaces/BaseOutputParser.md)<[`StructuredOutput`](../interfaces/StructuredOutput.md)<[`SubQuestion`](../interfaces/SubQuestion.md)[]\>\> + +## Constructors + +### constructor + +• **new SubQuestionOutputParser**() + +## Methods + +### format + +▸ **format**(`output`): `string` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `output` | `string` | + +#### Returns + +`string` + +#### Implementation of + +[BaseOutputParser](../interfaces/BaseOutputParser.md).[format](../interfaces/BaseOutputParser.md#format) + +#### Defined in + +[OutputParser.ts:97](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/OutputParser.ts#L97) + +___ + +### parse + +▸ **parse**(`output`): [`StructuredOutput`](../interfaces/StructuredOutput.md)<[`SubQuestion`](../interfaces/SubQuestion.md)[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `output` | `string` | + +#### Returns + +[`StructuredOutput`](../interfaces/StructuredOutput.md)<[`SubQuestion`](../interfaces/SubQuestion.md)[]\> + +#### Implementation of + +[BaseOutputParser](../interfaces/BaseOutputParser.md).[parse](../interfaces/BaseOutputParser.md#parse) + +#### Defined in + +[OutputParser.ts:89](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/OutputParser.ts#L89) diff --git a/apps/docs/docs/api/classes/SubQuestionQueryEngine.md b/apps/docs/docs/api/classes/SubQuestionQueryEngine.md new file mode 100644 index 0000000000000000000000000000000000000000..322f22a4615abd7ef381ed3cdc1262e105007c3c --- /dev/null +++ b/apps/docs/docs/api/classes/SubQuestionQueryEngine.md @@ -0,0 +1,141 @@ +--- +id: "SubQuestionQueryEngine" +title: "Class: SubQuestionQueryEngine" +sidebar_label: "SubQuestionQueryEngine" +sidebar_position: 0 +custom_edit_url: null +--- + +SubQuestionQueryEngine decomposes a question into subquestions and then + +## Implements + +- [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md) + +## Constructors + +### constructor + +• **new SubQuestionQueryEngine**(`init`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init` | `Object` | +| `init.queryEngineTools` | [`QueryEngineTool`](../interfaces/QueryEngineTool.md)[] | +| `init.questionGen` | [`BaseQuestionGenerator`](../interfaces/BaseQuestionGenerator.md) | +| `init.responseSynthesizer` | [`ResponseSynthesizer`](ResponseSynthesizer.md) | + +#### Defined in + +[QueryEngine.ts:56](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L56) + +## Properties + +### metadatas + +• **metadatas**: [`ToolMetadata`](../interfaces/ToolMetadata.md)[] + +#### Defined in + +[QueryEngine.ts:54](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L54) + +___ + +### queryEngines + +• **queryEngines**: `Record`<`string`, [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md)\> + +#### Defined in + +[QueryEngine.ts:53](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L53) + +___ + +### questionGen + +• **questionGen**: [`BaseQuestionGenerator`](../interfaces/BaseQuestionGenerator.md) + +#### Defined in + +[QueryEngine.ts:52](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L52) + +___ + +### responseSynthesizer + +• **responseSynthesizer**: [`ResponseSynthesizer`](ResponseSynthesizer.md) + +#### Defined in + +[QueryEngine.ts:51](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L51) + +## Methods + +### aquery + +▸ **aquery**(`query`): `Promise`<[`Response`](Response.md)\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | + +#### Returns + +`Promise`<[`Response`](Response.md)\> + +#### Implementation of + +[BaseQueryEngine](../interfaces/BaseQueryEngine.md).[aquery](../interfaces/BaseQueryEngine.md#aquery) + +#### Defined in + +[QueryEngine.ts:97](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L97) + +___ + +### aquerySubQ + +▸ `Private` **aquerySubQ**(`subQ`, `parentEvent?`): `Promise`<``null`` \| [`NodeWithScore`](../interfaces/NodeWithScore.md)\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `subQ` | [`SubQuestion`](../interfaces/SubQuestion.md) | +| `parentEvent?` | [`Event`](../interfaces/Event.md) | + +#### Returns + +`Promise`<``null`` \| [`NodeWithScore`](../interfaces/NodeWithScore.md)\> + +#### Defined in + +[QueryEngine.ts:128](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L128) + +___ + +### fromDefaults + +▸ `Static` **fromDefaults**(`init`): [`SubQuestionQueryEngine`](SubQuestionQueryEngine.md) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init` | `Object` | +| `init.queryEngineTools` | [`QueryEngineTool`](../interfaces/QueryEngineTool.md)[] | +| `init.questionGen?` | [`BaseQuestionGenerator`](../interfaces/BaseQuestionGenerator.md) | +| `init.responseSynthesizer?` | [`ResponseSynthesizer`](ResponseSynthesizer.md) | +| `init.serviceContext?` | [`ServiceContext`](../interfaces/ServiceContext.md) | + +#### Returns + +[`SubQuestionQueryEngine`](SubQuestionQueryEngine.md) + +#### Defined in + +[QueryEngine.ts:73](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L73) diff --git a/apps/docs/docs/api/classes/TextFileReader.md b/apps/docs/docs/api/classes/TextFileReader.md new file mode 100644 index 0000000000000000000000000000000000000000..fe510003499b2185515f385a426e98adee37b9ae --- /dev/null +++ b/apps/docs/docs/api/classes/TextFileReader.md @@ -0,0 +1,44 @@ +--- +id: "TextFileReader" +title: "Class: TextFileReader" +sidebar_label: "TextFileReader" +sidebar_position: 0 +custom_edit_url: null +--- + +Read a .txt file + +## Implements + +- [`BaseReader`](../interfaces/BaseReader.md) + +## Constructors + +### constructor + +• **new TextFileReader**() + +## Methods + +### loadData + +▸ **loadData**(`file`, `fs?`): `Promise`<[`Document`](Document.md)[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `file` | `string` | +| `fs` | [`CompleteFileSystem`](../modules.md#completefilesystem) | + +#### Returns + +`Promise`<[`Document`](Document.md)[]\> + +#### Implementation of + +[BaseReader](../interfaces/BaseReader.md).[loadData](../interfaces/BaseReader.md#loaddata) + +#### Defined in + +[readers/SimpleDirectoryReader.ts:12](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/readers/SimpleDirectoryReader.ts#L12) diff --git a/apps/docs/docs/api/classes/TextNode.md b/apps/docs/docs/api/classes/TextNode.md new file mode 100644 index 0000000000000000000000000000000000000000..4a3960eafd41e806de8decdd862a771defa4afab --- /dev/null +++ b/apps/docs/docs/api/classes/TextNode.md @@ -0,0 +1,458 @@ +--- +id: "TextNode" +title: "Class: TextNode" +sidebar_label: "TextNode" +sidebar_position: 0 +custom_edit_url: null +--- + +TextNode is the default node type for text. Most common node type in LlamaIndex.TS + +## Hierarchy + +- [`BaseNode`](BaseNode.md) + + ↳ **`TextNode`** + + ↳↳ [`IndexNode`](IndexNode.md) + + ↳↳ [`Document`](Document.md) + +## Constructors + +### constructor + +• **new TextNode**(`init?`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init?` | `Partial`<[`TextNode`](TextNode.md)\> | + +#### Overrides + +[BaseNode](BaseNode.md).[constructor](BaseNode.md#constructor) + +#### Defined in + +[Node.ts:144](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L144) + +## Properties + +### embedding + +• `Optional` **embedding**: `number`[] + +#### Inherited from + +[BaseNode](BaseNode.md).[embedding](BaseNode.md#embedding) + +#### Defined in + +[Node.ts:39](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L39) + +___ + +### endCharIdx + +• `Optional` **endCharIdx**: `number` + +#### Defined in + +[Node.ts:139](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L139) + +___ + +### excludedEmbedMetadataKeys + +• **excludedEmbedMetadataKeys**: `string`[] = `[]` + +#### Inherited from + +[BaseNode](BaseNode.md).[excludedEmbedMetadataKeys](BaseNode.md#excludedembedmetadatakeys) + +#### Defined in + +[Node.ts:43](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L43) + +___ + +### excludedLlmMetadataKeys + +• **excludedLlmMetadataKeys**: `string`[] = `[]` + +#### Inherited from + +[BaseNode](BaseNode.md).[excludedLlmMetadataKeys](BaseNode.md#excludedllmmetadatakeys) + +#### Defined in + +[Node.ts:44](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L44) + +___ + +### hash + +• **hash**: `string` = `""` + +#### Inherited from + +[BaseNode](BaseNode.md).[hash](BaseNode.md#hash) + +#### Defined in + +[Node.ts:46](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L46) + +___ + +### id\_ + +• **id\_**: `string` + +#### Inherited from + +[BaseNode](BaseNode.md).[id_](BaseNode.md#id_) + +#### Defined in + +[Node.ts:38](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L38) + +___ + +### metadata + +• **metadata**: `Record`<`string`, `any`\> = `{}` + +#### Inherited from + +[BaseNode](BaseNode.md).[metadata](BaseNode.md#metadata) + +#### Defined in + +[Node.ts:42](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L42) + +___ + +### metadataSeparator + +• **metadataSeparator**: `string` = `"\n"` + +#### Defined in + +[Node.ts:142](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L142) + +___ + +### relationships + +• **relationships**: `Partial`<`Record`<[`NodeRelationship`](../enums/NodeRelationship.md), [`RelatedNodeType`](../modules.md#relatednodetype)\>\> = `{}` + +#### Inherited from + +[BaseNode](BaseNode.md).[relationships](BaseNode.md#relationships) + +#### Defined in + +[Node.ts:45](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L45) + +___ + +### startCharIdx + +• `Optional` **startCharIdx**: `number` + +#### Defined in + +[Node.ts:138](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L138) + +___ + +### text + +• **text**: `string` = `""` + +#### Defined in + +[Node.ts:137](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L137) + +## Accessors + +### childNodes + +• `get` **childNodes**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)[] + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md)[] + +#### Inherited from + +BaseNode.childNodes + +#### Defined in + +[Node.ts:104](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L104) + +___ + +### nextNode + +• `get` **nextNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +BaseNode.nextNode + +#### Defined in + +[Node.ts:84](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L84) + +___ + +### nodeId + +• `get` **nodeId**(): `string` + +#### Returns + +`string` + +#### Inherited from + +BaseNode.nodeId + +#### Defined in + +[Node.ts:58](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L58) + +___ + +### parentNode + +• `get` **parentNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +BaseNode.parentNode + +#### Defined in + +[Node.ts:94](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L94) + +___ + +### prevNode + +• `get` **prevNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +BaseNode.prevNode + +#### Defined in + +[Node.ts:72](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L72) + +___ + +### sourceNode + +• `get` **sourceNode**(): `undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +`undefined` \| [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +BaseNode.sourceNode + +#### Defined in + +[Node.ts:62](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L62) + +## Methods + +### asRelatedNodeInfo + +▸ **asRelatedNodeInfo**(): [`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Returns + +[`RelatedNodeInfo`](../interfaces/RelatedNodeInfo.md) + +#### Inherited from + +[BaseNode](BaseNode.md).[asRelatedNodeInfo](BaseNode.md#asrelatednodeinfo) + +#### Defined in + +[Node.ts:124](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L124) + +___ + +### generateHash + +▸ **generateHash**(): `void` + +#### Returns + +`void` + +#### Defined in + +[Node.ts:149](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L149) + +___ + +### getContent + +▸ **getContent**(`metadataMode?`): `string` + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | `MetadataMode.NONE` | + +#### Returns + +`string` + +#### Overrides + +[BaseNode](BaseNode.md).[getContent](BaseNode.md#getcontent) + +#### Defined in + +[Node.ts:157](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L157) + +___ + +### getEmbedding + +▸ **getEmbedding**(): `number`[] + +#### Returns + +`number`[] + +#### Inherited from + +[BaseNode](BaseNode.md).[getEmbedding](BaseNode.md#getembedding) + +#### Defined in + +[Node.ts:116](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L116) + +___ + +### getMetadataStr + +▸ **getMetadataStr**(`metadataMode`): `string` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `metadataMode` | [`MetadataMode`](../enums/MetadataMode.md) | + +#### Returns + +`string` + +#### Overrides + +[BaseNode](BaseNode.md).[getMetadataStr](BaseNode.md#getmetadatastr) + +#### Defined in + +[Node.ts:162](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L162) + +___ + +### getNodeInfo + +▸ **getNodeInfo**(): `Object` + +#### Returns + +`Object` + +| Name | Type | +| :------ | :------ | +| `end` | `undefined` \| `number` | +| `start` | `undefined` \| `number` | + +#### Defined in + +[Node.ts:187](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L187) + +___ + +### getText + +▸ **getText**(): `string` + +#### Returns + +`string` + +#### Defined in + +[Node.ts:191](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L191) + +___ + +### getType + +▸ **getType**(): [`ObjectType`](../enums/ObjectType.md) + +#### Returns + +[`ObjectType`](../enums/ObjectType.md) + +#### Overrides + +[BaseNode](BaseNode.md).[getType](BaseNode.md#gettype) + +#### Defined in + +[Node.ts:153](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L153) + +___ + +### setContent + +▸ **setContent**(`value`): `void` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `value` | `string` | + +#### Returns + +`void` + +#### Overrides + +[BaseNode](BaseNode.md).[setContent](BaseNode.md#setcontent) + +#### Defined in + +[Node.ts:183](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L183) diff --git a/apps/docs/docs/api/classes/TreeSummarize.md b/apps/docs/docs/api/classes/TreeSummarize.md new file mode 100644 index 0000000000000000000000000000000000000000..7c2b8dd48901aad9293fb58d7e3e6392427deaec --- /dev/null +++ b/apps/docs/docs/api/classes/TreeSummarize.md @@ -0,0 +1,64 @@ +--- +id: "TreeSummarize" +title: "Class: TreeSummarize" +sidebar_label: "TreeSummarize" +sidebar_position: 0 +custom_edit_url: null +--- + +TreeSummarize repacks the text chunks into the smallest possible number of chunks and then summarizes them, then recursively does so until there's one chunk left. + +## Implements + +- `BaseResponseBuilder` + +## Constructors + +### constructor + +• **new TreeSummarize**(`serviceContext`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `serviceContext` | [`ServiceContext`](../interfaces/ServiceContext.md) | + +#### Defined in + +[ResponseSynthesizer.ts:177](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L177) + +## Properties + +### serviceContext + +• **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Defined in + +[ResponseSynthesizer.ts:175](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L175) + +## Methods + +### agetResponse + +▸ **agetResponse**(`query`, `textChunks`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `textChunks` | `string`[] | + +#### Returns + +`Promise`<`string`\> + +#### Implementation of + +BaseResponseBuilder.agetResponse + +#### Defined in + +[ResponseSynthesizer.ts:181](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L181) diff --git a/apps/docs/docs/api/classes/VectorIndexRetriever.md b/apps/docs/docs/api/classes/VectorIndexRetriever.md new file mode 100644 index 0000000000000000000000000000000000000000..50db36e0b4e2971853e3b62b4e1dbf7d7083f69a --- /dev/null +++ b/apps/docs/docs/api/classes/VectorIndexRetriever.md @@ -0,0 +1,102 @@ +--- +id: "VectorIndexRetriever" +title: "Class: VectorIndexRetriever" +sidebar_label: "VectorIndexRetriever" +sidebar_position: 0 +custom_edit_url: null +--- + +VectorIndexRetriever retrieves nodes from a VectorIndex. + +## Implements + +- [`BaseRetriever`](../interfaces/BaseRetriever.md) + +## Constructors + +### constructor + +• **new VectorIndexRetriever**(`index`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `index` | [`VectorStoreIndex`](VectorStoreIndex.md) | + +#### Defined in + +[Retriever.ts:28](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Retriever.ts#L28) + +## Properties + +### index + +• **index**: [`VectorStoreIndex`](VectorStoreIndex.md) + +#### Defined in + +[Retriever.ts:24](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Retriever.ts#L24) + +___ + +### serviceContext + +• `Private` **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Defined in + +[Retriever.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Retriever.ts#L26) + +___ + +### similarityTopK + +• **similarityTopK**: `number` = `DEFAULT_SIMILARITY_TOP_K` + +#### Defined in + +[Retriever.ts:25](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Retriever.ts#L25) + +## Methods + +### aretrieve + +▸ **aretrieve**(`query`, `parentEvent?`): `Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `parentEvent?` | [`Event`](../interfaces/Event.md) | + +#### Returns + +`Promise`<[`NodeWithScore`](../interfaces/NodeWithScore.md)[]\> + +#### Implementation of + +[BaseRetriever](../interfaces/BaseRetriever.md).[aretrieve](../interfaces/BaseRetriever.md#aretrieve) + +#### Defined in + +[Retriever.ts:33](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Retriever.ts#L33) + +___ + +### getServiceContext + +▸ **getServiceContext**(): [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Returns + +[`ServiceContext`](../interfaces/ServiceContext.md) + +#### Implementation of + +[BaseRetriever](../interfaces/BaseRetriever.md).[getServiceContext](../interfaces/BaseRetriever.md#getservicecontext) + +#### Defined in + +[Retriever.ts:70](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Retriever.ts#L70) diff --git a/apps/docs/docs/api/classes/VectorStoreIndex.md b/apps/docs/docs/api/classes/VectorStoreIndex.md new file mode 100644 index 0000000000000000000000000000000000000000..00e7c27efe984b4bb8d4410169cc00db338b38bb --- /dev/null +++ b/apps/docs/docs/api/classes/VectorStoreIndex.md @@ -0,0 +1,253 @@ +--- +id: "VectorStoreIndex" +title: "Class: VectorStoreIndex" +sidebar_label: "VectorStoreIndex" +sidebar_position: 0 +custom_edit_url: null +--- + +The VectorStoreIndex, an index that stores the nodes only according to their vector embedings. + +## Hierarchy + +- [`BaseIndex`](BaseIndex.md)<[`IndexDict`](IndexDict.md)\> + + ↳ **`VectorStoreIndex`** + +## Constructors + +### constructor + +• `Private` **new VectorStoreIndex**(`init`) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `init` | `VectorIndexConstructorProps` | + +#### Overrides + +[BaseIndex](BaseIndex.md).[constructor](BaseIndex.md#constructor) + +#### Defined in + +[BaseIndex.ts:109](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L109) + +## Properties + +### docStore + +• **docStore**: `BaseDocumentStore` + +#### Inherited from + +[BaseIndex](BaseIndex.md).[docStore](BaseIndex.md#docstore) + +#### Defined in + +[BaseIndex.ts:75](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L75) + +___ + +### indexStore + +• `Optional` **indexStore**: `BaseIndexStore` + +#### Inherited from + +[BaseIndex](BaseIndex.md).[indexStore](BaseIndex.md#indexstore) + +#### Defined in + +[BaseIndex.ts:77](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L77) + +___ + +### indexStruct + +• **indexStruct**: [`IndexDict`](IndexDict.md) + +#### Inherited from + +[BaseIndex](BaseIndex.md).[indexStruct](BaseIndex.md#indexstruct) + +#### Defined in + +[BaseIndex.ts:78](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L78) + +___ + +### serviceContext + +• **serviceContext**: [`ServiceContext`](../interfaces/ServiceContext.md) + +#### Inherited from + +[BaseIndex](BaseIndex.md).[serviceContext](BaseIndex.md#servicecontext) + +#### Defined in + +[BaseIndex.ts:73](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L73) + +___ + +### storageContext + +• **storageContext**: [`StorageContext`](../interfaces/StorageContext.md) + +#### Inherited from + +[BaseIndex](BaseIndex.md).[storageContext](BaseIndex.md#storagecontext) + +#### Defined in + +[BaseIndex.ts:74](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L74) + +___ + +### vectorStore + +• **vectorStore**: `VectorStore` + +#### Overrides + +[BaseIndex](BaseIndex.md).[vectorStore](BaseIndex.md#vectorstore) + +#### Defined in + +[BaseIndex.ts:107](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L107) + +## Methods + +### asQueryEngine + +▸ **asQueryEngine**(): [`BaseQueryEngine`](../interfaces/BaseQueryEngine.md) + +Get a retriever query engine for this index. + +NOTE: if you are using a custom query engine you don't have to use this method. + +#### Returns + +[`BaseQueryEngine`](../interfaces/BaseQueryEngine.md) + +#### Defined in + +[BaseIndex.ts:252](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L252) + +___ + +### asRetriever + +▸ **asRetriever**(): [`VectorIndexRetriever`](VectorIndexRetriever.md) + +Get a VectorIndexRetriever for this index. + +NOTE: if you want to use a custom retriever you don't have to use this method. + +#### Returns + +[`VectorIndexRetriever`](VectorIndexRetriever.md) + +retriever for the index + +#### Overrides + +[BaseIndex](BaseIndex.md).[asRetriever](BaseIndex.md#asretriever) + +#### Defined in + +[BaseIndex.ts:242](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L242) + +___ + +### agetNodeEmbeddingResults + +▸ `Static` **agetNodeEmbeddingResults**(`nodes`, `serviceContext`, `logProgress?`): `Promise`<[`NodeWithEmbedding`](../interfaces/NodeWithEmbedding.md)[]\> + +Get the embeddings for nodes. + +#### Parameters + +| Name | Type | Default value | Description | +| :------ | :------ | :------ | :------ | +| `nodes` | [`BaseNode`](BaseNode.md)[] | `undefined` | | +| `serviceContext` | [`ServiceContext`](../interfaces/ServiceContext.md) | `undefined` | | +| `logProgress` | `boolean` | `false` | log progress to console (useful for debugging) | + +#### Returns + +`Promise`<[`NodeWithEmbedding`](../interfaces/NodeWithEmbedding.md)[]\> + +#### Defined in + +[BaseIndex.ts:159](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L159) + +___ + +### buildIndexFromNodes + +▸ `Static` **buildIndexFromNodes**(`nodes`, `serviceContext`, `vectorStore`): `Promise`<[`IndexDict`](IndexDict.md)\> + +Get embeddings for nodes and place them into the index. + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `nodes` | [`BaseNode`](BaseNode.md)[] | +| `serviceContext` | [`ServiceContext`](../interfaces/ServiceContext.md) | +| `vectorStore` | `VectorStore` | + +#### Returns + +`Promise`<[`IndexDict`](IndexDict.md)\> + +#### Defined in + +[BaseIndex.ts:187](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L187) + +___ + +### fromDocuments + +▸ `Static` **fromDocuments**(`documents`, `storageContext?`, `serviceContext?`): `Promise`<[`VectorStoreIndex`](VectorStoreIndex.md)\> + +High level API: split documents, get embeddings, and build index. + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `documents` | [`Document`](Document.md)[] | +| `storageContext?` | [`StorageContext`](../interfaces/StorageContext.md) | +| `serviceContext?` | [`ServiceContext`](../interfaces/ServiceContext.md) | + +#### Returns + +`Promise`<[`VectorStoreIndex`](VectorStoreIndex.md)\> + +#### Defined in + +[BaseIndex.ts:214](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L214) + +___ + +### init + +▸ `Static` **init**(`options`): `Promise`<[`VectorStoreIndex`](VectorStoreIndex.md)\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `options` | [`VectorIndexOptions`](../interfaces/VectorIndexOptions.md) | + +#### Returns + +`Promise`<[`VectorStoreIndex`](VectorStoreIndex.md)\> + +#### Defined in + +[BaseIndex.ts:114](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L114) diff --git a/apps/docs/docs/api/classes/_category_.yml b/apps/docs/docs/api/classes/_category_.yml new file mode 100644 index 0000000000000000000000000000000000000000..55c7980a46440f2ff50537c3392125668d3bb43e --- /dev/null +++ b/apps/docs/docs/api/classes/_category_.yml @@ -0,0 +1,2 @@ +label: "Classes" +position: 3 \ No newline at end of file diff --git a/apps/docs/docs/api/enums/ListRetrieverMode.md b/apps/docs/docs/api/enums/ListRetrieverMode.md new file mode 100644 index 0000000000000000000000000000000000000000..0057925832eefffdb257caf7f87f0cf754c7ee9a --- /dev/null +++ b/apps/docs/docs/api/enums/ListRetrieverMode.md @@ -0,0 +1,27 @@ +--- +id: "ListRetrieverMode" +title: "Enumeration: ListRetrieverMode" +sidebar_label: "ListRetrieverMode" +sidebar_position: 0 +custom_edit_url: null +--- + +## Enumeration Members + +### DEFAULT + +• **DEFAULT** = ``"default"`` + +#### Defined in + +[index/list/ListIndex.ts:21](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L21) + +___ + +### LLM + +• **LLM** = ``"llm"`` + +#### Defined in + +[index/list/ListIndex.ts:23](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/index/list/ListIndex.ts#L23) diff --git a/apps/docs/docs/api/enums/MetadataMode.md b/apps/docs/docs/api/enums/MetadataMode.md new file mode 100644 index 0000000000000000000000000000000000000000..af5b26b6f913cace95a63d92c6ca024757c0cada --- /dev/null +++ b/apps/docs/docs/api/enums/MetadataMode.md @@ -0,0 +1,47 @@ +--- +id: "MetadataMode" +title: "Enumeration: MetadataMode" +sidebar_label: "MetadataMode" +sidebar_position: 0 +custom_edit_url: null +--- + +## Enumeration Members + +### ALL + +• **ALL** = ``"ALL"`` + +#### Defined in + +[Node.ts:19](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L19) + +___ + +### EMBED + +• **EMBED** = ``"EMBED"`` + +#### Defined in + +[Node.ts:20](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L20) + +___ + +### LLM + +• **LLM** = ``"LLM"`` + +#### Defined in + +[Node.ts:21](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L21) + +___ + +### NONE + +• **NONE** = ``"NONE"`` + +#### Defined in + +[Node.ts:22](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L22) diff --git a/apps/docs/docs/api/enums/NodeRelationship.md b/apps/docs/docs/api/enums/NodeRelationship.md new file mode 100644 index 0000000000000000000000000000000000000000..d4794d5d159f8d08495e22f7b8052aaa19c7e146 --- /dev/null +++ b/apps/docs/docs/api/enums/NodeRelationship.md @@ -0,0 +1,57 @@ +--- +id: "NodeRelationship" +title: "Enumeration: NodeRelationship" +sidebar_label: "NodeRelationship" +sidebar_position: 0 +custom_edit_url: null +--- + +## Enumeration Members + +### CHILD + +• **CHILD** = ``"CHILD"`` + +#### Defined in + +[Node.ts:8](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L8) + +___ + +### NEXT + +• **NEXT** = ``"NEXT"`` + +#### Defined in + +[Node.ts:6](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L6) + +___ + +### PARENT + +• **PARENT** = ``"PARENT"`` + +#### Defined in + +[Node.ts:7](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L7) + +___ + +### PREVIOUS + +• **PREVIOUS** = ``"PREVIOUS"`` + +#### Defined in + +[Node.ts:5](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L5) + +___ + +### SOURCE + +• **SOURCE** = ``"SOURCE"`` + +#### Defined in + +[Node.ts:4](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L4) diff --git a/apps/docs/docs/api/enums/ObjectType.md b/apps/docs/docs/api/enums/ObjectType.md new file mode 100644 index 0000000000000000000000000000000000000000..493dda05cc084c82d166289f45b7304b80037711 --- /dev/null +++ b/apps/docs/docs/api/enums/ObjectType.md @@ -0,0 +1,47 @@ +--- +id: "ObjectType" +title: "Enumeration: ObjectType" +sidebar_label: "ObjectType" +sidebar_position: 0 +custom_edit_url: null +--- + +## Enumeration Members + +### DOCUMENT + +• **DOCUMENT** = ``"DOCUMENT"`` + +#### Defined in + +[Node.ts:15](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L15) + +___ + +### IMAGE + +• **IMAGE** = ``"IMAGE"`` + +#### Defined in + +[Node.ts:13](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L13) + +___ + +### INDEX + +• **INDEX** = ``"INDEX"`` + +#### Defined in + +[Node.ts:14](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L14) + +___ + +### TEXT + +• **TEXT** = ``"TEXT"`` + +#### Defined in + +[Node.ts:12](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L12) diff --git a/apps/docs/docs/api/enums/SimilarityType.md b/apps/docs/docs/api/enums/SimilarityType.md new file mode 100644 index 0000000000000000000000000000000000000000..7a0c74e0b6b12f1be448a364997d42025cb2dd9b --- /dev/null +++ b/apps/docs/docs/api/enums/SimilarityType.md @@ -0,0 +1,40 @@ +--- +id: "SimilarityType" +title: "Enumeration: SimilarityType" +sidebar_label: "SimilarityType" +sidebar_position: 0 +custom_edit_url: null +--- + +Similarity type +Default is cosine similarity. Dot product and negative Euclidean distance are also supported. + +## Enumeration Members + +### DEFAULT + +• **DEFAULT** = ``"cosine"`` + +#### Defined in + +[Embedding.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L10) + +___ + +### DOT\_PRODUCT + +• **DOT\_PRODUCT** = ``"dot_product"`` + +#### Defined in + +[Embedding.ts:11](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L11) + +___ + +### EUCLIDEAN + +• **EUCLIDEAN** = ``"euclidean"`` + +#### Defined in + +[Embedding.ts:12](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L12) diff --git a/apps/docs/docs/api/enums/_category_.yml b/apps/docs/docs/api/enums/_category_.yml new file mode 100644 index 0000000000000000000000000000000000000000..1687a9e03fd705b092a975c2bd86f8e76af69ea1 --- /dev/null +++ b/apps/docs/docs/api/enums/_category_.yml @@ -0,0 +1,2 @@ +label: "Enumerations" +position: 2 \ No newline at end of file diff --git a/apps/docs/docs/api/index.md b/apps/docs/docs/api/index.md new file mode 100644 index 0000000000000000000000000000000000000000..3b39b6eb26309bb4f8c869df779764eb36359514 --- /dev/null +++ b/apps/docs/docs/api/index.md @@ -0,0 +1,86 @@ +--- +id: "index" +title: "llamaindex" +sidebar_label: "Readme" +sidebar_position: 0 +custom_edit_url: null +--- + +# LlamaIndex.TS + +Use your own data with large language models (LLMs, OpenAI ChatGPT and others) in Typescript and Javascript. + +## What is LlamaIndex.TS? + +LlamaIndex.TS aims to be a lightweight, easy to use set of libraries to help you integrate large language models into your applications with your own data. + +## Getting started with an example: + +LlamaIndex.TS requries Node v18 or higher. You can download it from https://nodejs.org or use https://nvm.sh (our preferred option). + +In a new folder: + +```bash +export OPEN_AI_KEY="sk-......" # Replace with your key from https://platform.openai.com/account/api-keys +npx tsc –-init # if needed +pnpm install llamaindex +``` + +Create the file example.ts + +```ts +// example.ts +import fs from "fs/promises"; +import { Document, VectorStoreIndex } from "llamaindex"; + +async function main() { + // Load essay from abramov.txt in Node + const essay = await fs.readFile( + "node_modules/llamaindex/examples/abramov.txt", + "utf-8" + ); + + // Create Document object with essay + const document = new Document({ text: essay }); + + // Split text and create embeddings. Store them in a VectorStoreIndex + const index = await VectorStoreIndex.fromDocuments([document]); + + // Query the index + const queryEngine = index.asQueryEngine(); + const response = await queryEngine.aquery( + "What did the author do in college?" + ); + + // Output response + console.log(response.toString()); +} +``` + +Then you can run it using + +```bash +npx ts-node example.ts +``` + +## Core concepts: + +- [Document](packages/core/src/Node.ts): A document represents a text file, PDF file or other contiguous piece of data. + +- [Node](packages/core/src/Node.ts): The basic data building block. Most commonly, these are parts of the document split into manageable pieces that are small enough to be fed into an embedding model and LLM. + +- Indexes: indexes store the Nodes and the embeddings of those nodes. + +- [QueryEngine](packages/core/src/QueryEngine.ts): Query engines are what generate the query you put in and give you back the result. Query engines generally combine a pre-built prompt with selected nodes from your Index to give the LLM the context it needs to answer your query. + +- [ChatEngine](packages/core/src/ChatEngine.ts): A ChatEngine helps you build a chatbot that will interact with your Indexes. + +- [SimplePrompt](packages/core/src/Prompt.ts): A simple standardized function call definition that takes in inputs and puts them in a prebuilt template. + +## Contributing: + +We are in the very early days of LlamaIndex.TS. If you’re interested in hacking on it with us check out our [contributing guide](CONTRIBUTING.md) + +## Bugs? Questions? + +Please join our Discord! https://discord.com/invite/eN6D2HQ4aX diff --git a/apps/docs/docs/api/interfaces/BaseIndexInit.md b/apps/docs/docs/api/interfaces/BaseIndexInit.md new file mode 100644 index 0000000000000000000000000000000000000000..14f9c8b2fb261918613ccd006f972f0383cc1d16 --- /dev/null +++ b/apps/docs/docs/api/interfaces/BaseIndexInit.md @@ -0,0 +1,73 @@ +--- +id: "BaseIndexInit" +title: "Interface: BaseIndexInit<T>" +sidebar_label: "BaseIndexInit" +sidebar_position: 0 +custom_edit_url: null +--- + +## Type parameters + +| Name | +| :------ | +| `T` | + +## Properties + +### docStore + +• **docStore**: `BaseDocumentStore` + +#### Defined in + +[BaseIndex.ts:62](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L62) + +___ + +### indexStore + +• `Optional` **indexStore**: `BaseIndexStore` + +#### Defined in + +[BaseIndex.ts:64](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L64) + +___ + +### indexStruct + +• **indexStruct**: `T` + +#### Defined in + +[BaseIndex.ts:65](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L65) + +___ + +### serviceContext + +• **serviceContext**: [`ServiceContext`](ServiceContext.md) + +#### Defined in + +[BaseIndex.ts:60](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L60) + +___ + +### storageContext + +• **storageContext**: [`StorageContext`](StorageContext.md) + +#### Defined in + +[BaseIndex.ts:61](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L61) + +___ + +### vectorStore + +• `Optional` **vectorStore**: `VectorStore` + +#### Defined in + +[BaseIndex.ts:63](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L63) diff --git a/apps/docs/docs/api/interfaces/BaseLLMPredictor.md b/apps/docs/docs/api/interfaces/BaseLLMPredictor.md new file mode 100644 index 0000000000000000000000000000000000000000..023f8bc8d0bde1ff04e3adcf0ed623f1a6fbc0f4 --- /dev/null +++ b/apps/docs/docs/api/interfaces/BaseLLMPredictor.md @@ -0,0 +1,49 @@ +--- +id: "BaseLLMPredictor" +title: "Interface: BaseLLMPredictor" +sidebar_label: "BaseLLMPredictor" +sidebar_position: 0 +custom_edit_url: null +--- + +LLM Predictors are an abstraction to predict the response to a prompt. + +## Implemented by + +- [`ChatGPTLLMPredictor`](../classes/ChatGPTLLMPredictor.md) + +## Methods + +### apredict + +▸ **apredict**(`prompt`, `input?`, `parentEvent?`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `prompt` | `string` \| [`SimplePrompt`](../modules.md#simpleprompt) | +| `input?` | `Record`<`string`, `string`\> | +| `parentEvent?` | [`Event`](Event.md) | + +#### Returns + +`Promise`<`string`\> + +#### Defined in + +[LLMPredictor.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLMPredictor.ts#L10) + +___ + +### getLlmMetadata + +▸ **getLlmMetadata**(): `Promise`<`any`\> + +#### Returns + +`Promise`<`any`\> + +#### Defined in + +[LLMPredictor.ts:9](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLMPredictor.ts#L9) diff --git a/apps/docs/docs/api/interfaces/BaseOutputParser.md b/apps/docs/docs/api/interfaces/BaseOutputParser.md new file mode 100644 index 0000000000000000000000000000000000000000..b9dfdd42e5f7010b3461b988c8f5922ecec252c5 --- /dev/null +++ b/apps/docs/docs/api/interfaces/BaseOutputParser.md @@ -0,0 +1,59 @@ +--- +id: "BaseOutputParser" +title: "Interface: BaseOutputParser<T>" +sidebar_label: "BaseOutputParser" +sidebar_position: 0 +custom_edit_url: null +--- + +An OutputParser is used to extract structured data from the raw output of the LLM. + +## Type parameters + +| Name | +| :------ | +| `T` | + +## Implemented by + +- [`SubQuestionOutputParser`](../classes/SubQuestionOutputParser.md) + +## Methods + +### format + +▸ **format**(`output`): `string` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `output` | `string` | + +#### Returns + +`string` + +#### Defined in + +[OutputParser.ts:8](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/OutputParser.ts#L8) + +___ + +### parse + +▸ **parse**(`output`): `T` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `output` | `string` | + +#### Returns + +`T` + +#### Defined in + +[OutputParser.ts:7](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/OutputParser.ts#L7) diff --git a/apps/docs/docs/api/interfaces/BaseQueryEngine.md b/apps/docs/docs/api/interfaces/BaseQueryEngine.md new file mode 100644 index 0000000000000000000000000000000000000000..c7db8d48f54ff4e4bd6f3048611e3394604b6c63 --- /dev/null +++ b/apps/docs/docs/api/interfaces/BaseQueryEngine.md @@ -0,0 +1,35 @@ +--- +id: "BaseQueryEngine" +title: "Interface: BaseQueryEngine" +sidebar_label: "BaseQueryEngine" +sidebar_position: 0 +custom_edit_url: null +--- + +A query engine is a question answerer that can use one or more steps. + +## Implemented by + +- [`RetrieverQueryEngine`](../classes/RetrieverQueryEngine.md) +- [`SubQuestionQueryEngine`](../classes/SubQuestionQueryEngine.md) + +## Methods + +### aquery + +▸ **aquery**(`query`, `parentEvent?`): `Promise`<[`Response`](../classes/Response.md)\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `parentEvent?` | [`Event`](Event.md) | + +#### Returns + +`Promise`<[`Response`](../classes/Response.md)\> + +#### Defined in + +[QueryEngine.ts:19](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QueryEngine.ts#L19) diff --git a/apps/docs/docs/api/interfaces/BaseQuestionGenerator.md b/apps/docs/docs/api/interfaces/BaseQuestionGenerator.md new file mode 100644 index 0000000000000000000000000000000000000000..440e14657fc9b59292ae9926c47bb80abe77a8b0 --- /dev/null +++ b/apps/docs/docs/api/interfaces/BaseQuestionGenerator.md @@ -0,0 +1,34 @@ +--- +id: "BaseQuestionGenerator" +title: "Interface: BaseQuestionGenerator" +sidebar_label: "BaseQuestionGenerator" +sidebar_position: 0 +custom_edit_url: null +--- + +QuestionGenerators generate new questions for the LLM using tools and a user query. + +## Implemented by + +- [`LLMQuestionGenerator`](../classes/LLMQuestionGenerator.md) + +## Methods + +### agenerate + +▸ **agenerate**(`tools`, `query`): `Promise`<[`SubQuestion`](SubQuestion.md)[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `tools` | [`ToolMetadata`](ToolMetadata.md)[] | +| `query` | `string` | + +#### Returns + +`Promise`<[`SubQuestion`](SubQuestion.md)[]\> + +#### Defined in + +[QuestionGenerator.ts:23](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QuestionGenerator.ts#L23) diff --git a/apps/docs/docs/api/interfaces/BaseReader.md b/apps/docs/docs/api/interfaces/BaseReader.md new file mode 100644 index 0000000000000000000000000000000000000000..2e0230e25a37aac33c264418918a2064d7f6e476 --- /dev/null +++ b/apps/docs/docs/api/interfaces/BaseReader.md @@ -0,0 +1,33 @@ +--- +id: "BaseReader" +title: "Interface: BaseReader" +sidebar_label: "BaseReader" +sidebar_position: 0 +custom_edit_url: null +--- + +A reader takes imports data into Document objects. + +## Implemented by + +- [`TextFileReader`](../classes/TextFileReader.md) + +## Methods + +### loadData + +▸ **loadData**(`...args`): `Promise`<[`Document`](../classes/Document.md)[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `...args` | `any`[] | + +#### Returns + +`Promise`<[`Document`](../classes/Document.md)[]\> + +#### Defined in + +[readers/base.ts:7](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/readers/base.ts#L7) diff --git a/apps/docs/docs/api/interfaces/BaseRetriever.md b/apps/docs/docs/api/interfaces/BaseRetriever.md new file mode 100644 index 0000000000000000000000000000000000000000..d83242009a9da2daabe4ba74e2700e2389402080 --- /dev/null +++ b/apps/docs/docs/api/interfaces/BaseRetriever.md @@ -0,0 +1,50 @@ +--- +id: "BaseRetriever" +title: "Interface: BaseRetriever" +sidebar_label: "BaseRetriever" +sidebar_position: 0 +custom_edit_url: null +--- + +Retrievers retrieve the nodes that most closely match our query in similarity. + +## Implemented by + +- [`ListIndexLLMRetriever`](../classes/ListIndexLLMRetriever.md) +- [`ListIndexRetriever`](../classes/ListIndexRetriever.md) +- [`VectorIndexRetriever`](../classes/VectorIndexRetriever.md) + +## Methods + +### aretrieve + +▸ **aretrieve**(`query`, `parentEvent?`): `Promise`<[`NodeWithScore`](NodeWithScore.md)[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `query` | `string` | +| `parentEvent?` | [`Event`](Event.md) | + +#### Returns + +`Promise`<[`NodeWithScore`](NodeWithScore.md)[]\> + +#### Defined in + +[Retriever.ts:16](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Retriever.ts#L16) + +___ + +### getServiceContext + +▸ **getServiceContext**(): [`ServiceContext`](ServiceContext.md) + +#### Returns + +[`ServiceContext`](ServiceContext.md) + +#### Defined in + +[Retriever.ts:17](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Retriever.ts#L17) diff --git a/apps/docs/docs/api/interfaces/BaseTool.md b/apps/docs/docs/api/interfaces/BaseTool.md new file mode 100644 index 0000000000000000000000000000000000000000..3b68042f87931a67df872823985e085b5cbb0421 --- /dev/null +++ b/apps/docs/docs/api/interfaces/BaseTool.md @@ -0,0 +1,25 @@ +--- +id: "BaseTool" +title: "Interface: BaseTool" +sidebar_label: "BaseTool" +sidebar_position: 0 +custom_edit_url: null +--- + +Simple Tool interface. Likely to change. + +## Hierarchy + +- **`BaseTool`** + + ↳ [`QueryEngineTool`](QueryEngineTool.md) + +## Properties + +### metadata + +• **metadata**: [`ToolMetadata`](ToolMetadata.md) + +#### Defined in + +[Tool.ts:12](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Tool.ts#L12) diff --git a/apps/docs/docs/api/interfaces/ChatEngine.md b/apps/docs/docs/api/interfaces/ChatEngine.md new file mode 100644 index 0000000000000000000000000000000000000000..c43391689d01671de57da8daa32816ad321874c6 --- /dev/null +++ b/apps/docs/docs/api/interfaces/ChatEngine.md @@ -0,0 +1,54 @@ +--- +id: "ChatEngine" +title: "Interface: ChatEngine" +sidebar_label: "ChatEngine" +sidebar_position: 0 +custom_edit_url: null +--- + +A ChatEngine is used to handle back and forth chats between the application and the LLM. + +## Implemented by + +- [`CondenseQuestionChatEngine`](../classes/CondenseQuestionChatEngine.md) +- [`ContextChatEngine`](../classes/ContextChatEngine.md) +- [`SimpleChatEngine`](../classes/SimpleChatEngine.md) + +## Methods + +### achat + +▸ **achat**(`message`, `chatHistory?`): `Promise`<[`Response`](../classes/Response.md)\> + +Send message along with the class's current chat history to the LLM. + +#### Parameters + +| Name | Type | Description | +| :------ | :------ | :------ | +| `message` | `string` | | +| `chatHistory?` | [`ChatMessage`](ChatMessage.md)[] | optional chat history if you want to customize the chat history | + +#### Returns + +`Promise`<[`Response`](../classes/Response.md)\> + +#### Defined in + +[ChatEngine.ts:25](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L25) + +___ + +### reset + +▸ **reset**(): `void` + +Resets the chat history so that it's empty. + +#### Returns + +`void` + +#### Defined in + +[ChatEngine.ts:30](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ChatEngine.ts#L30) diff --git a/apps/docs/docs/api/interfaces/ChatMessage.md b/apps/docs/docs/api/interfaces/ChatMessage.md new file mode 100644 index 0000000000000000000000000000000000000000..336cb9bb626225a1bd1bd3f260321f730e4a4e12 --- /dev/null +++ b/apps/docs/docs/api/interfaces/ChatMessage.md @@ -0,0 +1,27 @@ +--- +id: "ChatMessage" +title: "Interface: ChatMessage" +sidebar_label: "ChatMessage" +sidebar_position: 0 +custom_edit_url: null +--- + +## Properties + +### content + +• **content**: `string` + +#### Defined in + +[LLM.ts:14](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L14) + +___ + +### role + +• **role**: `MessageType` + +#### Defined in + +[LLM.ts:15](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L15) diff --git a/apps/docs/docs/api/interfaces/ChatResponse.md b/apps/docs/docs/api/interfaces/ChatResponse.md new file mode 100644 index 0000000000000000000000000000000000000000..2ccfb4548c8fb819c155cacbe4adc69e3a85b2ca --- /dev/null +++ b/apps/docs/docs/api/interfaces/ChatResponse.md @@ -0,0 +1,37 @@ +--- +id: "ChatResponse" +title: "Interface: ChatResponse" +sidebar_label: "ChatResponse" +sidebar_position: 0 +custom_edit_url: null +--- + +## Properties + +### delta + +• `Optional` **delta**: `string` + +#### Defined in + +[LLM.ts:21](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L21) + +___ + +### message + +• **message**: [`ChatMessage`](ChatMessage.md) + +#### Defined in + +[LLM.ts:19](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L19) + +___ + +### raw + +• `Optional` **raw**: `Record`<`string`, `any`\> + +#### Defined in + +[LLM.ts:20](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L20) diff --git a/apps/docs/docs/api/interfaces/Event.md b/apps/docs/docs/api/interfaces/Event.md new file mode 100644 index 0000000000000000000000000000000000000000..b9383eb4fe7bd2d92acdae95c67af685d49a9fb3 --- /dev/null +++ b/apps/docs/docs/api/interfaces/Event.md @@ -0,0 +1,47 @@ +--- +id: "Event" +title: "Interface: Event" +sidebar_label: "Event" +sidebar_position: 0 +custom_edit_url: null +--- + +## Properties + +### id + +• **id**: `string` + +#### Defined in + +[callbacks/CallbackManager.ts:14](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L14) + +___ + +### parentId + +• `Optional` **parentId**: `string` + +#### Defined in + +[callbacks/CallbackManager.ts:17](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L17) + +___ + +### tags + +• `Optional` **tags**: [`EventTag`](../modules.md#eventtag)[] + +#### Defined in + +[callbacks/CallbackManager.ts:16](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L16) + +___ + +### type + +• **type**: [`EventType`](../modules.md#eventtype) + +#### Defined in + +[callbacks/CallbackManager.ts:15](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L15) diff --git a/apps/docs/docs/api/interfaces/GenericFileSystem.md b/apps/docs/docs/api/interfaces/GenericFileSystem.md new file mode 100644 index 0000000000000000000000000000000000000000..6047d41619d7e802a9f6a2e9550f91eac71c14a9 --- /dev/null +++ b/apps/docs/docs/api/interfaces/GenericFileSystem.md @@ -0,0 +1,100 @@ +--- +id: "GenericFileSystem" +title: "Interface: GenericFileSystem" +sidebar_label: "GenericFileSystem" +sidebar_position: 0 +custom_edit_url: null +--- + +A filesystem interface that is meant to be compatible with +the 'fs' module from Node.js. +Allows for the use of similar inteface implementation on +browsers. + +## Implemented by + +- [`InMemoryFileSystem`](../classes/InMemoryFileSystem.md) + +## Methods + +### access + +▸ **access**(`path`): `Promise`<`void`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `path` | `string` | + +#### Returns + +`Promise`<`void`\> + +#### Defined in + +[storage/FileSystem.ts:12](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L12) + +___ + +### mkdir + +▸ **mkdir**(`path`, `options?`): `Promise`<`void`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `path` | `string` | +| `options?` | `any` | + +#### Returns + +`Promise`<`void`\> + +#### Defined in + +[storage/FileSystem.ts:13](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L13) + +___ + +### readFile + +▸ **readFile**(`path`, `options?`): `Promise`<`string`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `path` | `string` | +| `options?` | `any` | + +#### Returns + +`Promise`<`string`\> + +#### Defined in + +[storage/FileSystem.ts:11](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L11) + +___ + +### writeFile + +▸ **writeFile**(`path`, `content`, `options?`): `Promise`<`void`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `path` | `string` | +| `content` | `string` | +| `options?` | `any` | + +#### Returns + +`Promise`<`void`\> + +#### Defined in + +[storage/FileSystem.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L10) diff --git a/apps/docs/docs/api/interfaces/LLM.md b/apps/docs/docs/api/interfaces/LLM.md new file mode 100644 index 0000000000000000000000000000000000000000..c95fcca90833b217fbc8231bbe661edf16ee6da2 --- /dev/null +++ b/apps/docs/docs/api/interfaces/LLM.md @@ -0,0 +1,57 @@ +--- +id: "LLM" +title: "Interface: LLM" +sidebar_label: "LLM" +sidebar_position: 0 +custom_edit_url: null +--- + +Unified language model interface + +## Implemented by + +- [`OpenAI`](../classes/OpenAI.md) + +## Methods + +### achat + +▸ **achat**(`messages`): `Promise`<[`ChatResponse`](ChatResponse.md)\> + +Get a chat response from the LLM + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `messages` | [`ChatMessage`](ChatMessage.md)[] | + +#### Returns + +`Promise`<[`ChatResponse`](ChatResponse.md)\> + +#### Defined in + +[LLM.ts:35](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L35) + +___ + +### acomplete + +▸ **acomplete**(`prompt`): `Promise`<[`ChatResponse`](ChatResponse.md)\> + +Get a prompt completion from the LLM + +#### Parameters + +| Name | Type | Description | +| :------ | :------ | :------ | +| `prompt` | `string` | the prompt to complete | + +#### Returns + +`Promise`<[`ChatResponse`](ChatResponse.md)\> + +#### Defined in + +[LLM.ts:41](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L41) diff --git a/apps/docs/docs/api/interfaces/NodeParser.md b/apps/docs/docs/api/interfaces/NodeParser.md new file mode 100644 index 0000000000000000000000000000000000000000..10df1b30bdc4ab3dd2dbae465e654224fca10f0a --- /dev/null +++ b/apps/docs/docs/api/interfaces/NodeParser.md @@ -0,0 +1,33 @@ +--- +id: "NodeParser" +title: "Interface: NodeParser" +sidebar_label: "NodeParser" +sidebar_position: 0 +custom_edit_url: null +--- + +A node parser generates TextNodes from Documents + +## Implemented by + +- [`SimpleNodeParser`](../classes/SimpleNodeParser.md) + +## Methods + +### getNodesFromDocuments + +▸ **getNodesFromDocuments**(`documents`): [`TextNode`](../classes/TextNode.md)[] + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `documents` | [`Document`](../classes/Document.md)[] | + +#### Returns + +[`TextNode`](../classes/TextNode.md)[] + +#### Defined in + +[NodeParser.ts:53](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/NodeParser.ts#L53) diff --git a/apps/docs/docs/api/interfaces/NodeWithEmbedding.md b/apps/docs/docs/api/interfaces/NodeWithEmbedding.md new file mode 100644 index 0000000000000000000000000000000000000000..e1d9167cce83ebce237a8fbba909f709a43ed9c7 --- /dev/null +++ b/apps/docs/docs/api/interfaces/NodeWithEmbedding.md @@ -0,0 +1,29 @@ +--- +id: "NodeWithEmbedding" +title: "Interface: NodeWithEmbedding" +sidebar_label: "NodeWithEmbedding" +sidebar_position: 0 +custom_edit_url: null +--- + +A node with an embedding + +## Properties + +### embedding + +• **embedding**: `number`[] + +#### Defined in + +[Node.ts:247](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L247) + +___ + +### node + +• **node**: [`BaseNode`](../classes/BaseNode.md) + +#### Defined in + +[Node.ts:246](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L246) diff --git a/apps/docs/docs/api/interfaces/NodeWithScore.md b/apps/docs/docs/api/interfaces/NodeWithScore.md new file mode 100644 index 0000000000000000000000000000000000000000..d80e434cede5cc6f94974cfddad465fbb1a5d48e --- /dev/null +++ b/apps/docs/docs/api/interfaces/NodeWithScore.md @@ -0,0 +1,29 @@ +--- +id: "NodeWithScore" +title: "Interface: NodeWithScore" +sidebar_label: "NodeWithScore" +sidebar_position: 0 +custom_edit_url: null +--- + +A node with a similarity score + +## Properties + +### node + +• **node**: [`BaseNode`](../classes/BaseNode.md) + +#### Defined in + +[Node.ts:238](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L238) + +___ + +### score + +• **score**: `number` + +#### Defined in + +[Node.ts:239](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L239) diff --git a/apps/docs/docs/api/interfaces/QueryEngineTool.md b/apps/docs/docs/api/interfaces/QueryEngineTool.md new file mode 100644 index 0000000000000000000000000000000000000000..df398064ed84e92669ba804e4e5b8ddf949fa79d --- /dev/null +++ b/apps/docs/docs/api/interfaces/QueryEngineTool.md @@ -0,0 +1,39 @@ +--- +id: "QueryEngineTool" +title: "Interface: QueryEngineTool" +sidebar_label: "QueryEngineTool" +sidebar_position: 0 +custom_edit_url: null +--- + +A Tool that uses a QueryEngine. + +## Hierarchy + +- [`BaseTool`](BaseTool.md) + + ↳ **`QueryEngineTool`** + +## Properties + +### metadata + +• **metadata**: [`ToolMetadata`](ToolMetadata.md) + +#### Inherited from + +[BaseTool](BaseTool.md).[metadata](BaseTool.md#metadata) + +#### Defined in + +[Tool.ts:12](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Tool.ts#L12) + +___ + +### queryEngine + +• **queryEngine**: [`BaseQueryEngine`](BaseQueryEngine.md) + +#### Defined in + +[Tool.ts:19](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Tool.ts#L19) diff --git a/apps/docs/docs/api/interfaces/RelatedNodeInfo.md b/apps/docs/docs/api/interfaces/RelatedNodeInfo.md new file mode 100644 index 0000000000000000000000000000000000000000..6a4251397d103be87cda1c533d79b09b59dcae76 --- /dev/null +++ b/apps/docs/docs/api/interfaces/RelatedNodeInfo.md @@ -0,0 +1,47 @@ +--- +id: "RelatedNodeInfo" +title: "Interface: RelatedNodeInfo" +sidebar_label: "RelatedNodeInfo" +sidebar_position: 0 +custom_edit_url: null +--- + +## Properties + +### hash + +• `Optional` **hash**: `string` + +#### Defined in + +[Node.ts:29](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L29) + +___ + +### metadata + +• **metadata**: `Record`<`string`, `any`\> + +#### Defined in + +[Node.ts:28](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L28) + +___ + +### nodeId + +• **nodeId**: `string` + +#### Defined in + +[Node.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L26) + +___ + +### nodeType + +• `Optional` **nodeType**: [`ObjectType`](../enums/ObjectType.md) + +#### Defined in + +[Node.ts:27](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L27) diff --git a/apps/docs/docs/api/interfaces/RetrievalCallbackResponse.md b/apps/docs/docs/api/interfaces/RetrievalCallbackResponse.md new file mode 100644 index 0000000000000000000000000000000000000000..e312cd96a16e94bc94be381a17c250711ce9f759 --- /dev/null +++ b/apps/docs/docs/api/interfaces/RetrievalCallbackResponse.md @@ -0,0 +1,47 @@ +--- +id: "RetrievalCallbackResponse" +title: "Interface: RetrievalCallbackResponse" +sidebar_label: "RetrievalCallbackResponse" +sidebar_position: 0 +custom_edit_url: null +--- + +## Hierarchy + +- `BaseCallbackResponse` + + ↳ **`RetrievalCallbackResponse`** + +## Properties + +### event + +• **event**: [`Event`](Event.md) + +#### Inherited from + +BaseCallbackResponse.event + +#### Defined in + +[callbacks/CallbackManager.ts:21](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L21) + +___ + +### nodes + +• **nodes**: [`NodeWithScore`](NodeWithScore.md)[] + +#### Defined in + +[callbacks/CallbackManager.ts:47](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L47) + +___ + +### query + +• **query**: `string` + +#### Defined in + +[callbacks/CallbackManager.ts:46](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L46) diff --git a/apps/docs/docs/api/interfaces/ServiceContext.md b/apps/docs/docs/api/interfaces/ServiceContext.md new file mode 100644 index 0000000000000000000000000000000000000000..7f89080b534bcb3f4e3f1b8a4dfea9c63cd4c741 --- /dev/null +++ b/apps/docs/docs/api/interfaces/ServiceContext.md @@ -0,0 +1,59 @@ +--- +id: "ServiceContext" +title: "Interface: ServiceContext" +sidebar_label: "ServiceContext" +sidebar_position: 0 +custom_edit_url: null +--- + +The ServiceContext is a collection of components that are used in different parts of the application. + +## Properties + +### callbackManager + +• **callbackManager**: [`CallbackManager`](../classes/CallbackManager.md) + +#### Defined in + +[ServiceContext.ts:16](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L16) + +___ + +### embedModel + +• **embedModel**: [`BaseEmbedding`](../classes/BaseEmbedding.md) + +#### Defined in + +[ServiceContext.ts:14](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L14) + +___ + +### llmPredictor + +• **llmPredictor**: [`BaseLLMPredictor`](BaseLLMPredictor.md) + +#### Defined in + +[ServiceContext.ts:12](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L12) + +___ + +### nodeParser + +• **nodeParser**: [`NodeParser`](NodeParser.md) + +#### Defined in + +[ServiceContext.ts:15](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L15) + +___ + +### promptHelper + +• **promptHelper**: `PromptHelper` + +#### Defined in + +[ServiceContext.ts:13](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L13) diff --git a/apps/docs/docs/api/interfaces/ServiceContextOptions.md b/apps/docs/docs/api/interfaces/ServiceContextOptions.md new file mode 100644 index 0000000000000000000000000000000000000000..4f874af8b9a282667c0142a290149cfa4c757b08 --- /dev/null +++ b/apps/docs/docs/api/interfaces/ServiceContextOptions.md @@ -0,0 +1,87 @@ +--- +id: "ServiceContextOptions" +title: "Interface: ServiceContextOptions" +sidebar_label: "ServiceContextOptions" +sidebar_position: 0 +custom_edit_url: null +--- + +## Properties + +### callbackManager + +• `Optional` **callbackManager**: [`CallbackManager`](../classes/CallbackManager.md) + +#### Defined in + +[ServiceContext.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L26) + +___ + +### chunkOverlap + +• `Optional` **chunkOverlap**: `number` + +#### Defined in + +[ServiceContext.ts:29](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L29) + +___ + +### chunkSize + +• `Optional` **chunkSize**: `number` + +#### Defined in + +[ServiceContext.ts:28](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L28) + +___ + +### embedModel + +• `Optional` **embedModel**: [`BaseEmbedding`](../classes/BaseEmbedding.md) + +#### Defined in + +[ServiceContext.ts:24](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L24) + +___ + +### llm + +• `Optional` **llm**: [`OpenAI`](../classes/OpenAI.md) + +#### Defined in + +[ServiceContext.ts:22](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L22) + +___ + +### llmPredictor + +• `Optional` **llmPredictor**: [`BaseLLMPredictor`](BaseLLMPredictor.md) + +#### Defined in + +[ServiceContext.ts:21](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L21) + +___ + +### nodeParser + +• `Optional` **nodeParser**: [`NodeParser`](NodeParser.md) + +#### Defined in + +[ServiceContext.ts:25](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L25) + +___ + +### promptHelper + +• `Optional` **promptHelper**: `PromptHelper` + +#### Defined in + +[ServiceContext.ts:23](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L23) diff --git a/apps/docs/docs/api/interfaces/StorageContext.md b/apps/docs/docs/api/interfaces/StorageContext.md new file mode 100644 index 0000000000000000000000000000000000000000..21d2dbadc2e0a060aa7beb1e3d8580820ed34403 --- /dev/null +++ b/apps/docs/docs/api/interfaces/StorageContext.md @@ -0,0 +1,37 @@ +--- +id: "StorageContext" +title: "Interface: StorageContext" +sidebar_label: "StorageContext" +sidebar_position: 0 +custom_edit_url: null +--- + +## Properties + +### docStore + +• **docStore**: `BaseDocumentStore` + +#### Defined in + +[storage/StorageContext.ts:15](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/StorageContext.ts#L15) + +___ + +### indexStore + +• **indexStore**: `BaseIndexStore` + +#### Defined in + +[storage/StorageContext.ts:16](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/StorageContext.ts#L16) + +___ + +### vectorStore + +• **vectorStore**: `VectorStore` + +#### Defined in + +[storage/StorageContext.ts:17](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/StorageContext.ts#L17) diff --git a/apps/docs/docs/api/interfaces/StreamCallbackResponse.md b/apps/docs/docs/api/interfaces/StreamCallbackResponse.md new file mode 100644 index 0000000000000000000000000000000000000000..69403bbae02db086759c3c36562177ed8ffacedc --- /dev/null +++ b/apps/docs/docs/api/interfaces/StreamCallbackResponse.md @@ -0,0 +1,57 @@ +--- +id: "StreamCallbackResponse" +title: "Interface: StreamCallbackResponse" +sidebar_label: "StreamCallbackResponse" +sidebar_position: 0 +custom_edit_url: null +--- + +## Hierarchy + +- `BaseCallbackResponse` + + ↳ **`StreamCallbackResponse`** + +## Properties + +### event + +• **event**: [`Event`](Event.md) + +#### Inherited from + +BaseCallbackResponse.event + +#### Defined in + +[callbacks/CallbackManager.ts:21](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L21) + +___ + +### index + +• **index**: `number` + +#### Defined in + +[callbacks/CallbackManager.ts:40](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L40) + +___ + +### isDone + +• `Optional` **isDone**: `boolean` + +#### Defined in + +[callbacks/CallbackManager.ts:41](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L41) + +___ + +### token + +• `Optional` **token**: [`StreamToken`](StreamToken.md) + +#### Defined in + +[callbacks/CallbackManager.ts:42](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L42) diff --git a/apps/docs/docs/api/interfaces/StreamToken.md b/apps/docs/docs/api/interfaces/StreamToken.md new file mode 100644 index 0000000000000000000000000000000000000000..478ceb2f616708cebaa611938cf16b5b877e96a5 --- /dev/null +++ b/apps/docs/docs/api/interfaces/StreamToken.md @@ -0,0 +1,57 @@ +--- +id: "StreamToken" +title: "Interface: StreamToken" +sidebar_label: "StreamToken" +sidebar_position: 0 +custom_edit_url: null +--- + +## Properties + +### choices + +• **choices**: { `delta`: { `content?`: `string` ; `role?`: `ChatCompletionResponseMessageRoleEnum` } ; `finish_reason`: ``null`` \| `string` ; `index`: `number` }[] + +#### Defined in + +[callbacks/CallbackManager.ts:29](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L29) + +___ + +### created + +• **created**: `number` + +#### Defined in + +[callbacks/CallbackManager.ts:27](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L27) + +___ + +### id + +• **id**: `string` + +#### Defined in + +[callbacks/CallbackManager.ts:25](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L25) + +___ + +### model + +• **model**: `string` + +#### Defined in + +[callbacks/CallbackManager.ts:28](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L28) + +___ + +### object + +• **object**: `string` + +#### Defined in + +[callbacks/CallbackManager.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L26) diff --git a/apps/docs/docs/api/interfaces/StructuredOutput.md b/apps/docs/docs/api/interfaces/StructuredOutput.md new file mode 100644 index 0000000000000000000000000000000000000000..346f5f3ed890b1376ffbee191dc46d20d05ec997 --- /dev/null +++ b/apps/docs/docs/api/interfaces/StructuredOutput.md @@ -0,0 +1,35 @@ +--- +id: "StructuredOutput" +title: "Interface: StructuredOutput<T>" +sidebar_label: "StructuredOutput" +sidebar_position: 0 +custom_edit_url: null +--- + +StructuredOutput is just a combo of the raw output and the parsed output. + +## Type parameters + +| Name | +| :------ | +| `T` | + +## Properties + +### parsedOutput + +• **parsedOutput**: `T` + +#### Defined in + +[OutputParser.ts:16](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/OutputParser.ts#L16) + +___ + +### rawOutput + +• **rawOutput**: `string` + +#### Defined in + +[OutputParser.ts:15](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/OutputParser.ts#L15) diff --git a/apps/docs/docs/api/interfaces/SubQuestion.md b/apps/docs/docs/api/interfaces/SubQuestion.md new file mode 100644 index 0000000000000000000000000000000000000000..9b281c135354ca83746f633a44f4eb8a5ed13b55 --- /dev/null +++ b/apps/docs/docs/api/interfaces/SubQuestion.md @@ -0,0 +1,27 @@ +--- +id: "SubQuestion" +title: "Interface: SubQuestion" +sidebar_label: "SubQuestion" +sidebar_position: 0 +custom_edit_url: null +--- + +## Properties + +### subQuestion + +• **subQuestion**: `string` + +#### Defined in + +[QuestionGenerator.ts:15](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QuestionGenerator.ts#L15) + +___ + +### toolName + +• **toolName**: `string` + +#### Defined in + +[QuestionGenerator.ts:16](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/QuestionGenerator.ts#L16) diff --git a/apps/docs/docs/api/interfaces/ToolMetadata.md b/apps/docs/docs/api/interfaces/ToolMetadata.md new file mode 100644 index 0000000000000000000000000000000000000000..0434e7f3f3e98b5ff3f940a956e0b8118a10b353 --- /dev/null +++ b/apps/docs/docs/api/interfaces/ToolMetadata.md @@ -0,0 +1,27 @@ +--- +id: "ToolMetadata" +title: "Interface: ToolMetadata" +sidebar_label: "ToolMetadata" +sidebar_position: 0 +custom_edit_url: null +--- + +## Properties + +### description + +• **description**: `string` + +#### Defined in + +[Tool.ts:4](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Tool.ts#L4) + +___ + +### name + +• **name**: `string` + +#### Defined in + +[Tool.ts:5](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Tool.ts#L5) diff --git a/apps/docs/docs/api/interfaces/VectorIndexOptions.md b/apps/docs/docs/api/interfaces/VectorIndexOptions.md new file mode 100644 index 0000000000000000000000000000000000000000..95f3c4bbdf47890188a4d690bcb41b2a7920ee8e --- /dev/null +++ b/apps/docs/docs/api/interfaces/VectorIndexOptions.md @@ -0,0 +1,47 @@ +--- +id: "VectorIndexOptions" +title: "Interface: VectorIndexOptions" +sidebar_label: "VectorIndexOptions" +sidebar_position: 0 +custom_edit_url: null +--- + +## Properties + +### indexStruct + +• `Optional` **indexStruct**: [`IndexDict`](../classes/IndexDict.md) + +#### Defined in + +[BaseIndex.ts:94](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L94) + +___ + +### nodes + +• `Optional` **nodes**: [`BaseNode`](../classes/BaseNode.md)[] + +#### Defined in + +[BaseIndex.ts:93](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L93) + +___ + +### serviceContext + +• `Optional` **serviceContext**: [`ServiceContext`](ServiceContext.md) + +#### Defined in + +[BaseIndex.ts:95](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L95) + +___ + +### storageContext + +• `Optional` **storageContext**: [`StorageContext`](StorageContext.md) + +#### Defined in + +[BaseIndex.ts:96](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/BaseIndex.ts#L96) diff --git a/apps/docs/docs/api/interfaces/WalkableFileSystem.md b/apps/docs/docs/api/interfaces/WalkableFileSystem.md new file mode 100644 index 0000000000000000000000000000000000000000..da18b12f9c9098a14a2f0daa235da9b9fd7375ad --- /dev/null +++ b/apps/docs/docs/api/interfaces/WalkableFileSystem.md @@ -0,0 +1,47 @@ +--- +id: "WalkableFileSystem" +title: "Interface: WalkableFileSystem" +sidebar_label: "WalkableFileSystem" +sidebar_position: 0 +custom_edit_url: null +--- + +## Methods + +### readdir + +▸ **readdir**(`path`): `Promise`<`string`[]\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `path` | `string` | + +#### Returns + +`Promise`<`string`[]\> + +#### Defined in + +[storage/FileSystem.ts:17](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L17) + +___ + +### stat + +▸ **stat**(`path`): `Promise`<`any`\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `path` | `string` | + +#### Returns + +`Promise`<`any`\> + +#### Defined in + +[storage/FileSystem.ts:18](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L18) diff --git a/apps/docs/docs/api/interfaces/_category_.yml b/apps/docs/docs/api/interfaces/_category_.yml new file mode 100644 index 0000000000000000000000000000000000000000..43bec88cfa0aadb0e46f28701aad493dec3f2097 --- /dev/null +++ b/apps/docs/docs/api/interfaces/_category_.yml @@ -0,0 +1,2 @@ +label: "Interfaces" +position: 4 \ No newline at end of file diff --git a/apps/docs/docs/api/modules.md b/apps/docs/docs/api/modules.md new file mode 100644 index 0000000000000000000000000000000000000000..e2a31e6b55b539c6261ac7a555dc03ab4090254a --- /dev/null +++ b/apps/docs/docs/api/modules.md @@ -0,0 +1,914 @@ +--- +id: "modules" +title: "llamaindex" +sidebar_label: "Exports" +sidebar_position: 0.5 +custom_edit_url: null +--- + +## Enumerations + +- [ListRetrieverMode](enums/ListRetrieverMode.md) +- [MetadataMode](enums/MetadataMode.md) +- [NodeRelationship](enums/NodeRelationship.md) +- [ObjectType](enums/ObjectType.md) +- [SimilarityType](enums/SimilarityType.md) + +## Classes + +- [BaseEmbedding](classes/BaseEmbedding.md) +- [BaseIndex](classes/BaseIndex.md) +- [BaseNode](classes/BaseNode.md) +- [CallbackManager](classes/CallbackManager.md) +- [ChatGPTLLMPredictor](classes/ChatGPTLLMPredictor.md) +- [CompactAndRefine](classes/CompactAndRefine.md) +- [CondenseQuestionChatEngine](classes/CondenseQuestionChatEngine.md) +- [ContextChatEngine](classes/ContextChatEngine.md) +- [Document](classes/Document.md) +- [InMemoryFileSystem](classes/InMemoryFileSystem.md) +- [IndexDict](classes/IndexDict.md) +- [IndexList](classes/IndexList.md) +- [IndexNode](classes/IndexNode.md) +- [IndexStruct](classes/IndexStruct.md) +- [LLMQuestionGenerator](classes/LLMQuestionGenerator.md) +- [ListIndex](classes/ListIndex.md) +- [ListIndexLLMRetriever](classes/ListIndexLLMRetriever.md) +- [ListIndexRetriever](classes/ListIndexRetriever.md) +- [OpenAI](classes/OpenAI.md) +- [OpenAIEmbedding](classes/OpenAIEmbedding.md) +- [Refine](classes/Refine.md) +- [Response](classes/Response.md) +- [ResponseSynthesizer](classes/ResponseSynthesizer.md) +- [RetrieverQueryEngine](classes/RetrieverQueryEngine.md) +- [SentenceSplitter](classes/SentenceSplitter.md) +- [SimpleChatEngine](classes/SimpleChatEngine.md) +- [SimpleNodeParser](classes/SimpleNodeParser.md) +- [SimpleResponseBuilder](classes/SimpleResponseBuilder.md) +- [SubQuestionOutputParser](classes/SubQuestionOutputParser.md) +- [SubQuestionQueryEngine](classes/SubQuestionQueryEngine.md) +- [TextFileReader](classes/TextFileReader.md) +- [TextNode](classes/TextNode.md) +- [TreeSummarize](classes/TreeSummarize.md) +- [VectorIndexRetriever](classes/VectorIndexRetriever.md) +- [VectorStoreIndex](classes/VectorStoreIndex.md) + +## Interfaces + +- [BaseIndexInit](interfaces/BaseIndexInit.md) +- [BaseLLMPredictor](interfaces/BaseLLMPredictor.md) +- [BaseOutputParser](interfaces/BaseOutputParser.md) +- [BaseQueryEngine](interfaces/BaseQueryEngine.md) +- [BaseQuestionGenerator](interfaces/BaseQuestionGenerator.md) +- [BaseReader](interfaces/BaseReader.md) +- [BaseRetriever](interfaces/BaseRetriever.md) +- [BaseTool](interfaces/BaseTool.md) +- [ChatEngine](interfaces/ChatEngine.md) +- [ChatMessage](interfaces/ChatMessage.md) +- [ChatResponse](interfaces/ChatResponse.md) +- [Event](interfaces/Event.md) +- [GenericFileSystem](interfaces/GenericFileSystem.md) +- [LLM](interfaces/LLM.md) +- [NodeParser](interfaces/NodeParser.md) +- [NodeWithEmbedding](interfaces/NodeWithEmbedding.md) +- [NodeWithScore](interfaces/NodeWithScore.md) +- [QueryEngineTool](interfaces/QueryEngineTool.md) +- [RelatedNodeInfo](interfaces/RelatedNodeInfo.md) +- [RetrievalCallbackResponse](interfaces/RetrievalCallbackResponse.md) +- [ServiceContext](interfaces/ServiceContext.md) +- [ServiceContextOptions](interfaces/ServiceContextOptions.md) +- [StorageContext](interfaces/StorageContext.md) +- [StreamCallbackResponse](interfaces/StreamCallbackResponse.md) +- [StreamToken](interfaces/StreamToken.md) +- [StructuredOutput](interfaces/StructuredOutput.md) +- [SubQuestion](interfaces/SubQuestion.md) +- [ToolMetadata](interfaces/ToolMetadata.md) +- [VectorIndexOptions](interfaces/VectorIndexOptions.md) +- [WalkableFileSystem](interfaces/WalkableFileSystem.md) + +## Type Aliases + +### CompleteFileSystem + +Ƭ **CompleteFileSystem**: [`GenericFileSystem`](interfaces/GenericFileSystem.md) & [`WalkableFileSystem`](interfaces/WalkableFileSystem.md) + +#### Defined in + +[storage/FileSystem.ts:49](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L49) + +___ + +### CompletionResponse + +Ƭ **CompletionResponse**: [`ChatResponse`](interfaces/ChatResponse.md) + +#### Defined in + +[LLM.ts:25](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L25) + +___ + +### EventTag + +Ƭ **EventTag**: ``"intermediate"`` \| ``"final"`` + +#### Defined in + +[callbacks/CallbackManager.ts:11](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L11) + +___ + +### EventType + +Ƭ **EventType**: ``"retrieve"`` \| ``"llmPredict"`` \| ``"wrapper"`` + +#### Defined in + +[callbacks/CallbackManager.ts:12](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/callbacks/CallbackManager.ts#L12) + +___ + +### RelatedNodeType + +Ƭ **RelatedNodeType**: [`RelatedNodeInfo`](interfaces/RelatedNodeInfo.md) \| [`RelatedNodeInfo`](interfaces/RelatedNodeInfo.md)[] + +#### Defined in + +[Node.ts:32](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Node.ts#L32) + +___ + +### SimpleDirectoryReaderLoadDataProps + +Ƭ **SimpleDirectoryReaderLoadDataProps**: `Object` + +#### Type declaration + +| Name | Type | +| :------ | :------ | +| `defaultReader?` | [`BaseReader`](interfaces/BaseReader.md) \| ``null`` | +| `directoryPath` | `string` | +| `fileExtToReader?` | `Record`<`string`, [`BaseReader`](interfaces/BaseReader.md)\> | +| `fs?` | [`CompleteFileSystem`](modules.md#completefilesystem) | + +#### Defined in + +[readers/SimpleDirectoryReader.ts:26](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/readers/SimpleDirectoryReader.ts#L26) + +___ + +### SimplePrompt + +Ƭ **SimplePrompt**: (`input`: `Record`<`string`, `string`\>) => `string` + +#### Type declaration + +▸ (`input`): `string` + +A SimplePrompt is a function that takes a dictionary of inputs and returns a string. +NOTE this is a different interface compared to LlamaIndex Python +NOTE 2: we default to empty string to make it easy to calculate prompt sizes + +##### Parameters + +| Name | Type | +| :------ | :------ | +| `input` | `Record`<`string`, `string`\> | + +##### Returns + +`string` + +#### Defined in + +[Prompt.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Prompt.ts#L10) + +## Variables + +### ALL\_AVAILABLE\_MODELS + +• `Const` **ALL\_AVAILABLE\_MODELS**: `Object` + +We currently support GPT-3.5 and GPT-4 models + +#### Type declaration + +| Name | Type | +| :------ | :------ | +| `gpt-3.5-turbo` | `number` | +| `gpt-3.5-turbo-16k` | `number` | +| `gpt-4` | `number` | +| `gpt-4-32k` | `number` | + +#### Defined in + +[LLM.ts:57](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L57) + +___ + +### DEFAULT\_CHUNK\_OVERLAP + +• `Const` **DEFAULT\_CHUNK\_OVERLAP**: ``20`` + +#### Defined in + +[constants.ts:5](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/constants.ts#L5) + +___ + +### DEFAULT\_CHUNK\_OVERLAP\_RATIO + +• `Const` **DEFAULT\_CHUNK\_OVERLAP\_RATIO**: ``0.1`` + +#### Defined in + +[constants.ts:6](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/constants.ts#L6) + +___ + +### DEFAULT\_CHUNK\_SIZE + +• `Const` **DEFAULT\_CHUNK\_SIZE**: ``1024`` + +#### Defined in + +[constants.ts:4](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/constants.ts#L4) + +___ + +### DEFAULT\_COLLECTION + +• `Const` **DEFAULT\_COLLECTION**: ``"data"`` + +#### Defined in + +[storage/constants.ts:1](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/constants.ts#L1) + +___ + +### DEFAULT\_CONTEXT\_WINDOW + +• `Const` **DEFAULT\_CONTEXT\_WINDOW**: ``3900`` + +#### Defined in + +[constants.ts:1](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/constants.ts#L1) + +___ + +### DEFAULT\_DOC\_STORE\_PERSIST\_FILENAME + +• `Const` **DEFAULT\_DOC\_STORE\_PERSIST\_FILENAME**: ``"docstore.json"`` + +#### Defined in + +[storage/constants.ts:4](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/constants.ts#L4) + +___ + +### DEFAULT\_EMBEDDING\_DIM + +• `Const` **DEFAULT\_EMBEDDING\_DIM**: ``1536`` + +#### Defined in + +[constants.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/constants.ts#L10) + +___ + +### DEFAULT\_FS + +• `Const` **DEFAULT\_FS**: [`GenericFileSystem`](interfaces/GenericFileSystem.md) \| [`CompleteFileSystem`](modules.md#completefilesystem) + +#### Defined in + +[storage/FileSystem.ts:62](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L62) + +___ + +### DEFAULT\_GRAPH\_STORE\_PERSIST\_FILENAME + +• `Const` **DEFAULT\_GRAPH\_STORE\_PERSIST\_FILENAME**: ``"graph_store.json"`` + +#### Defined in + +[storage/constants.ts:6](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/constants.ts#L6) + +___ + +### DEFAULT\_INDEX\_STORE\_PERSIST\_FILENAME + +• `Const` **DEFAULT\_INDEX\_STORE\_PERSIST\_FILENAME**: ``"index_store.json"`` + +#### Defined in + +[storage/constants.ts:3](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/constants.ts#L3) + +___ + +### DEFAULT\_NAMESPACE + +• `Const` **DEFAULT\_NAMESPACE**: ``"docstore"`` + +#### Defined in + +[storage/constants.ts:7](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/constants.ts#L7) + +___ + +### DEFAULT\_NUM\_OUTPUTS + +• `Const` **DEFAULT\_NUM\_OUTPUTS**: ``256`` + +#### Defined in + +[constants.ts:2](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/constants.ts#L2) + +___ + +### DEFAULT\_PADDING + +• `Const` **DEFAULT\_PADDING**: ``5`` + +#### Defined in + +[constants.ts:11](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/constants.ts#L11) + +___ + +### DEFAULT\_PERSIST\_DIR + +• `Const` **DEFAULT\_PERSIST\_DIR**: ``"./storage"`` + +#### Defined in + +[storage/constants.ts:2](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/constants.ts#L2) + +___ + +### DEFAULT\_SIMILARITY\_TOP\_K + +• `Const` **DEFAULT\_SIMILARITY\_TOP\_K**: ``2`` + +#### Defined in + +[constants.ts:7](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/constants.ts#L7) + +___ + +### DEFAULT\_VECTOR\_STORE\_PERSIST\_FILENAME + +• `Const` **DEFAULT\_VECTOR\_STORE\_PERSIST\_FILENAME**: ``"vector_store.json"`` + +#### Defined in + +[storage/constants.ts:5](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/constants.ts#L5) + +___ + +### GPT4\_MODELS + +• `Const` **GPT4\_MODELS**: `Object` + +#### Type declaration + +| Name | Type | +| :------ | :------ | +| `gpt-4` | `number` | +| `gpt-4-32k` | `number` | + +#### Defined in + +[LLM.ts:44](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L44) + +___ + +### TURBO\_MODELS + +• `Const` **TURBO\_MODELS**: `Object` + +#### Type declaration + +| Name | Type | +| :------ | :------ | +| `gpt-3.5-turbo` | `number` | +| `gpt-3.5-turbo-16k` | `number` | + +#### Defined in + +[LLM.ts:49](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/LLM.ts#L49) + +___ + +### globalsHelper + +• `Const` **globalsHelper**: `GlobalsHelper` + +#### Defined in + +[GlobalsHelper.ts:42](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/GlobalsHelper.ts#L42) + +## Functions + +### buildToolsText + +▸ **buildToolsText**(`tools`): `string` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `tools` | [`ToolMetadata`](interfaces/ToolMetadata.md)[] | + +#### Returns + +`string` + +#### Defined in + +[Prompt.ts:198](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Prompt.ts#L198) + +___ + +### contextSystemPrompt + +▸ **contextSystemPrompt**(`input`): `string` + +A SimplePrompt is a function that takes a dictionary of inputs and returns a string. +NOTE this is a different interface compared to LlamaIndex Python +NOTE 2: we default to empty string to make it easy to calculate prompt sizes + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `input` | `Record`<`string`, `string`\> | + +#### Returns + +`string` + +#### Defined in + +[Prompt.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Prompt.ts#L10) + +___ + +### defaultChoiceSelectPrompt + +▸ **defaultChoiceSelectPrompt**(`input`): `string` + +A SimplePrompt is a function that takes a dictionary of inputs and returns a string. +NOTE this is a different interface compared to LlamaIndex Python +NOTE 2: we default to empty string to make it easy to calculate prompt sizes + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `input` | `Record`<`string`, `string`\> | + +#### Returns + +`string` + +#### Defined in + +[Prompt.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Prompt.ts#L10) + +___ + +### defaultCondenseQuestionPrompt + +▸ **defaultCondenseQuestionPrompt**(`input`): `string` + +A SimplePrompt is a function that takes a dictionary of inputs and returns a string. +NOTE this is a different interface compared to LlamaIndex Python +NOTE 2: we default to empty string to make it easy to calculate prompt sizes + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `input` | `Record`<`string`, `string`\> | + +#### Returns + +`string` + +#### Defined in + +[Prompt.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Prompt.ts#L10) + +___ + +### defaultRefinePrompt + +▸ **defaultRefinePrompt**(`input`): `string` + +A SimplePrompt is a function that takes a dictionary of inputs and returns a string. +NOTE this is a different interface compared to LlamaIndex Python +NOTE 2: we default to empty string to make it easy to calculate prompt sizes + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `input` | `Record`<`string`, `string`\> | + +#### Returns + +`string` + +#### Defined in + +[Prompt.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Prompt.ts#L10) + +___ + +### defaultSubQuestionPrompt + +▸ **defaultSubQuestionPrompt**(`input`): `string` + +A SimplePrompt is a function that takes a dictionary of inputs and returns a string. +NOTE this is a different interface compared to LlamaIndex Python +NOTE 2: we default to empty string to make it easy to calculate prompt sizes + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `input` | `Record`<`string`, `string`\> | + +#### Returns + +`string` + +#### Defined in + +[Prompt.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Prompt.ts#L10) + +___ + +### defaultSummaryPrompt + +▸ **defaultSummaryPrompt**(`input`): `string` + +A SimplePrompt is a function that takes a dictionary of inputs and returns a string. +NOTE this is a different interface compared to LlamaIndex Python +NOTE 2: we default to empty string to make it easy to calculate prompt sizes + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `input` | `Record`<`string`, `string`\> | + +#### Returns + +`string` + +#### Defined in + +[Prompt.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Prompt.ts#L10) + +___ + +### defaultTextQaPrompt + +▸ **defaultTextQaPrompt**(`input`): `string` + +A SimplePrompt is a function that takes a dictionary of inputs and returns a string. +NOTE this is a different interface compared to LlamaIndex Python +NOTE 2: we default to empty string to make it easy to calculate prompt sizes + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `input` | `Record`<`string`, `string`\> | + +#### Returns + +`string` + +#### Defined in + +[Prompt.ts:10](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Prompt.ts#L10) + +___ + +### exists + +▸ **exists**(`fs`, `path`): `Promise`<`boolean`\> + +Checks if a file exists. +Analogous to the os.path.exists function from Python. + +#### Parameters + +| Name | Type | Description | +| :------ | :------ | :------ | +| `fs` | [`GenericFileSystem`](interfaces/GenericFileSystem.md) | The filesystem to use. | +| `path` | `string` | The path to the file to check. | + +#### Returns + +`Promise`<`boolean`\> + +A promise that resolves to true if the file exists, false otherwise. + +#### Defined in + +[storage/FileSystem.ts:74](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L74) + +___ + +### getNodeFS + +▸ **getNodeFS**(): [`CompleteFileSystem`](modules.md#completefilesystem) + +#### Returns + +[`CompleteFileSystem`](modules.md#completefilesystem) + +#### Defined in + +[storage/FileSystem.ts:51](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L51) + +___ + +### getNodesFromDocument + +▸ **getNodesFromDocument**(`document`, `textSplitter`, `includeMetadata?`, `includePrevNextRel?`): [`TextNode`](classes/TextNode.md)[] + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `document` | [`Document`](classes/Document.md) | `undefined` | +| `textSplitter` | [`SentenceSplitter`](classes/SentenceSplitter.md) | `undefined` | +| `includeMetadata` | `boolean` | `true` | +| `includePrevNextRel` | `boolean` | `true` | + +#### Returns + +[`TextNode`](classes/TextNode.md)[] + +#### Defined in + +[NodeParser.ts:15](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/NodeParser.ts#L15) + +___ + +### getResponseBuilder + +▸ **getResponseBuilder**(`serviceContext?`): [`SimpleResponseBuilder`](classes/SimpleResponseBuilder.md) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `serviceContext?` | [`ServiceContext`](interfaces/ServiceContext.md) | + +#### Returns + +[`SimpleResponseBuilder`](classes/SimpleResponseBuilder.md) + +#### Defined in + +[ResponseSynthesizer.ts:212](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ResponseSynthesizer.ts#L212) + +___ + +### getTextSplitsFromDocument + +▸ **getTextSplitsFromDocument**(`document`, `textSplitter`): `string`[] + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `document` | [`Document`](classes/Document.md) | +| `textSplitter` | [`SentenceSplitter`](classes/SentenceSplitter.md) | + +#### Returns + +`string`[] + +#### Defined in + +[NodeParser.ts:5](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/NodeParser.ts#L5) + +___ + +### getTopKEmbeddings + +▸ **getTopKEmbeddings**(`queryEmbedding`, `embeddings`, `similarityTopK?`, `embeddingIds?`, `similarityCutoff?`): [`number`[], `any`[]] + +Get the top K embeddings from a list of embeddings ordered by similarity to the query. + +#### Parameters + +| Name | Type | Default value | Description | +| :------ | :------ | :------ | :------ | +| `queryEmbedding` | `number`[] | `undefined` | | +| `embeddings` | `number`[][] | `undefined` | list of embeddings to consider | +| `similarityTopK` | `number` | `DEFAULT_SIMILARITY_TOP_K` | max number of embeddings to return, default 2 | +| `embeddingIds` | ``null`` \| `any`[] | `null` | ids of embeddings in the embeddings list | +| `similarityCutoff` | ``null`` \| `number` | `null` | minimum similarity score | + +#### Returns + +[`number`[], `any`[]] + +#### Defined in + +[Embedding.ts:77](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L77) + +___ + +### getTopKEmbeddingsLearner + +▸ **getTopKEmbeddingsLearner**(`queryEmbedding`, `embeddings`, `similarityTopK?`, `embeddingsIds?`, `queryMode?`): [`number`[], `any`[]] + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `queryEmbedding` | `number`[] | `undefined` | +| `embeddings` | `number`[][] | `undefined` | +| `similarityTopK?` | `number` | `undefined` | +| `embeddingsIds?` | `any`[] | `undefined` | +| `queryMode` | `VectorStoreQueryMode` | `VectorStoreQueryMode.SVM` | + +#### Returns + +[`number`[], `any`[]] + +#### Defined in + +[Embedding.ts:119](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L119) + +___ + +### getTopKMMREmbeddings + +▸ **getTopKMMREmbeddings**(`queryEmbedding`, `embeddings`, `similarityFn?`, `similarityTopK?`, `embeddingIds?`, `_similarityCutoff?`, `mmrThreshold?`): [`number`[], `any`[]] + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `queryEmbedding` | `number`[] | `undefined` | +| `embeddings` | `number`[][] | `undefined` | +| `similarityFn` | ``null`` \| (...`args`: `any`[]) => `number` | `null` | +| `similarityTopK` | ``null`` \| `number` | `null` | +| `embeddingIds` | ``null`` \| `any`[] | `null` | +| `_similarityCutoff` | ``null`` \| `number` | `null` | +| `mmrThreshold` | ``null`` \| `number` | `null` | + +#### Returns + +[`number`[], `any`[]] + +#### Defined in + +[Embedding.ts:131](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L131) + +___ + +### messagesToHistoryStr + +▸ **messagesToHistoryStr**(`messages`): `string` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `messages` | [`ChatMessage`](interfaces/ChatMessage.md)[] | + +#### Returns + +`string` + +#### Defined in + +[Prompt.ts:300](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Prompt.ts#L300) + +___ + +### serviceContextFromDefaults + +▸ **serviceContextFromDefaults**(`options?`): [`ServiceContext`](interfaces/ServiceContext.md) + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `options?` | [`ServiceContextOptions`](interfaces/ServiceContextOptions.md) | + +#### Returns + +[`ServiceContext`](interfaces/ServiceContext.md) + +#### Defined in + +[ServiceContext.ts:32](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L32) + +___ + +### serviceContextFromServiceContext + +▸ **serviceContextFromServiceContext**(`serviceContext`, `options`): `Object` + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `serviceContext` | [`ServiceContext`](interfaces/ServiceContext.md) | +| `options` | [`ServiceContextOptions`](interfaces/ServiceContextOptions.md) | + +#### Returns + +`Object` + +| Name | Type | +| :------ | :------ | +| `callbackManager` | [`CallbackManager`](classes/CallbackManager.md) | +| `embedModel` | [`BaseEmbedding`](classes/BaseEmbedding.md) | +| `llmPredictor` | [`BaseLLMPredictor`](interfaces/BaseLLMPredictor.md) | +| `nodeParser` | [`NodeParser`](interfaces/NodeParser.md) | +| `promptHelper` | `PromptHelper` | + +#### Defined in + +[ServiceContext.ts:52](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/ServiceContext.ts#L52) + +___ + +### similarity + +▸ **similarity**(`embedding1`, `embedding2`, `mode?`): `number` + +The similarity between two embeddings. + +#### Parameters + +| Name | Type | Default value | +| :------ | :------ | :------ | +| `embedding1` | `number`[] | `undefined` | +| `embedding2` | `number`[] | `undefined` | +| `mode` | [`SimilarityType`](enums/SimilarityType.md) | `SimilarityType.DEFAULT` | + +#### Returns + +`number` + +similartiy score with higher numbers meaning the two embeddings are more similar + +#### Defined in + +[Embedding.ts:22](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/Embedding.ts#L22) + +___ + +### storageContextFromDefaults + +▸ **storageContextFromDefaults**(`«destructured»`): `Promise`<[`StorageContext`](interfaces/StorageContext.md)\> + +#### Parameters + +| Name | Type | +| :------ | :------ | +| `«destructured»` | `BuilderParams` | + +#### Returns + +`Promise`<[`StorageContext`](interfaces/StorageContext.md)\> + +#### Defined in + +[storage/StorageContext.ts:28](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/StorageContext.ts#L28) + +___ + +### walk + +▸ **walk**(`fs`, `dirPath`): `AsyncIterable`<`string`\> + +Recursively traverses a directory and yields all the paths to the files in it. + +#### Parameters + +| Name | Type | Description | +| :------ | :------ | :------ | +| `fs` | [`WalkableFileSystem`](interfaces/WalkableFileSystem.md) | The filesystem to use. | +| `dirPath` | `string` | The path to the directory to traverse. | + +#### Returns + +`AsyncIterable`<`string`\> + +#### Defined in + +[storage/FileSystem.ts:91](https://github.com/run-llama/llamascript/blob/6ea89db/packages/core/src/storage/FileSystem.ts#L91) diff --git a/apps/docs/docs/concepts.md b/apps/docs/docs/concepts.md new file mode 100644 index 0000000000000000000000000000000000000000..5c4adfece14bc7f7bccd24a6a019ef0e48fbc15b --- /dev/null +++ b/apps/docs/docs/concepts.md @@ -0,0 +1,33 @@ +--- +sidebar_position: 2 +--- + +# Concepts + +## High Level API + +- Document: A document represents a text file, PDF file or other contiguous piece of data. + +- Node: The basic data building block. Most commonly, these are parts of the document split into manageable pieces that are small enough to be fed into an embedding model and LLM. + +- Indexes: indexes store the Nodes and the embeddings of those nodes. + +- QueryEngine: Query engines are what generate the query you put in and give you back the result. Query engines generally combine a pre-built prompt with selected nodes from your Index to give the LLM the context it needs to answer your query. + +- ChatEngine: A ChatEngine helps you build a chatbot that will interact with your Indexes. + +## Low Level API + +- SimplePrompt: A simple standardized function call definition that takes in inputs and puts them in a prebuilt template. + +- LLM: The LLM class is a unified interface over a large language model provider such as OpenAI GPT-4, Anthropic Claude, or Meta LLaMA. You can subclass it to write a connector to your own large language model. + +- Embedding: An embedding is represented as a vector of floating point numbers. OpenAI's text-embedding-ada-002 is our default embedding model and each embedding it generates consists of 1,536 floating point numbers. Another popular embedding model is BERT which uses 768 floating point numbers to represent each Node. We provide a number of utilities to work with embeddings including 3 similarity calculation options and Maximum Marginal Relevance + +- Reader/Loader: A reader or loader is something that takes in a document in the real world and transforms into a Document class that can then be used in your Index and queries. We currently support plain text files and PDFs with many many more to come. + +- TextSplitter: Text splitting strategies are incredibly important to the overall efficacy of the embedding search. Currently, while we do have a default, there's no one size fits all solution. Depending on the source documents, you may want to use different splitting sizes and strategies. Currently we support spliltting by fixed size, splitting by fixed size with overlapping sections, splitting by sentence, and splitting by paragraph. + +- Retriever: The Retriever is what actually chooses the Nodes to retrieve from the index. Here, you may wish to try retrieving more or fewer Nodes per query, changing your similarity function, or creating your own retriever for each individual use case in your application. For example, you may wish to have a separate retriever for code content vs. text content. + +- Storage: At some point you're going to want to store your indexes, data and vectors instead of re-running the embedding models every time. IndexStore, DocStore, VectorStore, and KVStore are abstractions that let you do that. Combined, they form the StorageContext. Currently, we allow you to persist your embeddings in files on the filesystem (or a virtual in memory file system), but we are also actively adding integrations to Vector Databases. diff --git a/apps/docs/docs/installation.md b/apps/docs/docs/installation.md new file mode 100644 index 0000000000000000000000000000000000000000..4a1756bcfaada3c80b3b20496a26d233775feaf2 --- /dev/null +++ b/apps/docs/docs/installation.md @@ -0,0 +1,25 @@ +--- +sidebar_position: 0 +--- + +# Installation and Setup + +## Installation from NPM + +Make sure you have NodeJS v18 or higher. + +```bash npm2yarn +npm install llamaindex +``` + +## Environment variables + +Our examples use OpenAI by default. You'll need to set up your Open AI key like so: + +```bash +export OPENAI_API_KEY="sk-......" # Replace with your key from https://platform.openai.com/account/api-keys +``` + +If you want to have it automatically loaded every time, add it to your .zshrc/.bashrc. + +WARNING: do not check in your OpenAI key into version control. diff --git a/apps/docs/docs/starter.md b/apps/docs/docs/starter.md new file mode 100644 index 0000000000000000000000000000000000000000..6599b02e7ca09ec9ffcee0be9ee8c917d15a0d76 --- /dev/null +++ b/apps/docs/docs/starter.md @@ -0,0 +1,50 @@ +--- +sidebar_position: 1 +--- + +# Starter Tutorial + +Once you have installed LlamaIndex.TS using NPM and set up your OpenAI key, you're ready to start your first app: + +In a new folder: + +```bash +npx tsc –-init # if needed +``` + +Create the file example.ts + +```ts +// example.ts +import fs from "fs/promises"; +import { Document, VectorStoreIndex } from "llamaindex"; + +async function main() { + // Load essay from abramov.txt in Node + const essay = await fs.readFile( + "node_modules/llamaindex/examples/abramov.txt", + "utf-8" + ); + + // Create Document object with essay + const document = new Document({ text: essay }); + + // Split text and create embeddings. Store them in a VectorStoreIndex + const index = await VectorStoreIndex.fromDocuments([document]); + + // Query the index + const queryEngine = index.asQueryEngine(); + const response = await queryEngine.aquery( + "What did the author do in college?" + ); + + // Output response + console.log(response.toString()); +} +``` + +Then you can run it using + +```bash +npx ts-node example.ts +``` diff --git a/apps/docs/docusaurus.config.js b/apps/docs/docusaurus.config.js new file mode 100644 index 0000000000000000000000000000000000000000..daa0dea9d98992aceda3de5b22283b5ec0f926e0 --- /dev/null +++ b/apps/docs/docusaurus.config.js @@ -0,0 +1,135 @@ +// @ts-check +// Note: type annotations allow type checking and IDEs autocompletion + +const lightCodeTheme = require("prism-react-renderer/themes/github"); +const darkCodeTheme = require("prism-react-renderer/themes/dracula"); + +/** @type {import('@docusaurus/types').Config} */ +const config = { + title: "LlamaIndex.TS", + tagline: "Unleash the power of LLMs over your data in TypeScript", + favicon: "img/favicon.png", + + // Set the production url of your site here + url: "https://your-docusaurus-test-site.com", + // Set the /<baseUrl>/ pathname under which your site is served + // For GitHub pages deployment, it is often '/<projectName>/' + baseUrl: "/", + + // GitHub pages deployment config. + // If you aren't using GitHub pages, you don't need these. + organizationName: "run-llama", // Usually your GitHub org/user name. + projectName: "LlamaIndex.TS", // Usually your repo name. + + onBrokenLinks: "throw", + onBrokenMarkdownLinks: "warn", + + // Even if you don't use internalization, you can use this field to set useful + // metadata like html lang. For example, if your site is Chinese, you may want + // to replace "en" with "zh-Hans". + i18n: { + defaultLocale: "en", + locales: ["en"], + }, + + presets: [ + [ + "classic", + /** @type {import('@docusaurus/preset-classic').Options} */ + ({ + docs: { + sidebarPath: require.resolve("./sidebars.js"), + // Please change this to your repo. + // Remove this to remove the "edit this page" links. + // editUrl: + // "https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/", + remarkPlugins: [ + [require("@docusaurus/remark-plugin-npm2yarn"), { sync: true }], + ], + }, + }), + ], + ], + + themeConfig: + /** @type {import('@docusaurus/preset-classic').ThemeConfig} */ + ({ + // Replace with your project's social card + image: "img/favicon.png", // TODO change this + navbar: { + title: "LlamaIndex.TS", + logo: { + alt: "LlamaIndex.TS", + src: "img/favicon.png", + }, + items: [ + { + type: "docSidebar", + sidebarId: "mySidebar", + position: "left", + label: "Docs", + }, + { + href: "https://github.com/run-llama/LlamaIndexTS", + label: "GitHub", + position: "right", + }, + ], + }, + footer: { + style: "dark", + links: [ + { + title: "Docs", + items: [ + { + label: "API", + to: "/docs/api", + }, + ], + }, + { + title: "Community", + items: [ + { + label: "Discord", + href: "https://discord.com/invite/eN6D2HQ4aX", + }, + { + label: "Twitter", + href: "https://twitter.com/LlamaIndex", + }, + ], + }, + { + title: "More", + items: [ + { + label: "GitHub", + href: "https://github.com/run-llama/LlamaIndexTS", + }, + ], + }, + ], + copyright: `Copyright © ${new Date().getFullYear()} LlamaIndex. Built with Docusaurus.`, + }, + prism: { + theme: lightCodeTheme, + darkTheme: darkCodeTheme, + }, + }), + plugins: [ + [ + "docusaurus-plugin-typedoc", + { + entryPoints: ["../../packages/core/src/index.ts"], + tsconfig: "../../packages/core/tsconfig.json", + sidebar: { + position: 4, + }, + }, + ], + ], +}; + +module.exports = config; diff --git a/apps/docs/next-env.d.ts b/apps/docs/next-env.d.ts deleted file mode 100644 index 4f11a03dc6cc37f2b5105c08f2e7b24c603ab2f4..0000000000000000000000000000000000000000 --- a/apps/docs/next-env.d.ts +++ /dev/null @@ -1,5 +0,0 @@ -/// <reference types="next" /> -/// <reference types="next/image-types/global" /> - -// NOTE: This file should not be edited -// see https://nextjs.org/docs/basic-features/typescript for more information. diff --git a/apps/docs/next.config.js b/apps/docs/next.config.js deleted file mode 100644 index fdda6aa12cdb0b6ccd4e29e9db243e21d446a7b5..0000000000000000000000000000000000000000 --- a/apps/docs/next.config.js +++ 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- "next": "^13.4.1", - "react": "^18.2.0", - "react-dom": "^18.2.0", - "ui": "workspace:*" + "@docusaurus/core": "2.4.1", + "@docusaurus/preset-classic": "2.4.1", + "@docusaurus/remark-plugin-npm2yarn": "^2.4.1", + "@mdx-js/react": "^1.6.22", + "clsx": "^1.2.1", + "postcss": "^8.4.25", + "prism-react-renderer": "^1.3.5", + "react": "^17.0.2", + "react-dom": "^17.0.2" }, "devDependencies": { - "@types/node": "^17.0.12", - "@types/react": "^18.0.22", - "@types/react-dom": "^18.0.7", - "eslint-config-custom": "workspace:*", - "tsconfig": "workspace:*", - "typescript": "^4.5.3" + "@docusaurus/module-type-aliases": "2.4.1", + "@docusaurus/types": "^2.4.1", + "@tsconfig/docusaurus": "^1.0.5", + "docusaurus-plugin-typedoc": "^0.19.2", + "typedoc": "^0.24.8", + "typedoc-plugin-markdown": "^3.15.3", + "typescript": "^4.7.4" + }, + "browserslist": { + "production": [ + ">0.5%", + "not dead", + "not op_mini all" + ], + "development": [ + "last 1 chrome version", + "last 1 firefox version", + "last 1 safari version" + ] + }, + "engines": { + "node": ">=16.14" } } diff --git a/apps/docs/sidebars.js b/apps/docs/sidebars.js new file mode 100644 index 0000000000000000000000000000000000000000..c26b52c85baef19b358c203086a1c7466c9afa2c --- /dev/null +++ b/apps/docs/sidebars.js @@ -0,0 +1,33 @@ +/** + * Creating a sidebar enables you to: + - create an ordered group of docs + - render a sidebar for each doc of that group + - provide next/previous navigation + + The sidebars can be generated from the filesystem, or explicitly defined here. + + Create as many sidebars as you want. + */ + +// @ts-check + +/** @type {import('@docusaurus/plugin-content-docs').SidebarsConfig} */ +const sidebars = { + // By default, Docusaurus generates a sidebar from the docs folder structure + mySidebar: [{ type: "autogenerated", dirName: "." }], + + // But you can create a sidebar manually + /* + tutorialSidebar: [ + 'intro', + 'hello', + { + type: 'category', + label: 'Tutorial', + items: ['tutorial-basics/create-a-document'], + }, + ], + */ +}; + +module.exports = sidebars; diff --git a/apps/docs/src/components/HomepageFeatures/index.tsx b/apps/docs/src/components/HomepageFeatures/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..1eecf8ddaf831c7d467542a9f208e28110c792a0 --- /dev/null +++ b/apps/docs/src/components/HomepageFeatures/index.tsx @@ -0,0 +1,59 @@ +import React from "react"; +import clsx from "clsx"; +import styles from "./styles.module.css"; + +type FeatureItem = { + title: string; + Svg: React.ComponentType<React.ComponentProps<"svg">>; + description: JSX.Element; +}; + +const FeatureList: FeatureItem[] = [ + { + title: "Data Driven", + Svg: require("@site/static/img/undraw_docusaurus_mountain.svg").default, + description: <>LlamaIndex.TS is all about using your data with LLMs.</>, + }, + { + title: "Typescript Native", + Svg: require("@site/static/img/undraw_docusaurus_tree.svg").default, + description: <>We ❤️ Typescript, and so do our users.</>, + }, + { + title: "Built by the Community", + Svg: require("@site/static/img/undraw_docusaurus_react.svg").default, + description: ( + <> + LlamaIndex.TS is a community project, and we welcome your contributions! + </> + ), + }, +]; + +function Feature({ title, Svg, description }: FeatureItem) { + return ( + <div className={clsx("col col--4")}> + <div className="text--center"> + <Svg className={styles.featureSvg} role="img" /> + </div> + <div className="text--center padding-horiz--md"> + <h3>{title}</h3> + <p>{description}</p> + </div> + </div> + ); +} + +export default function HomepageFeatures(): JSX.Element { + return ( + <section className={styles.features}> + <div className="container"> + <div className="row"> + {FeatureList.map((props, idx) => ( + <Feature key={idx} {...props} /> + ))} + </div> + </div> + </section> + ); +} diff --git a/apps/docs/src/components/HomepageFeatures/styles.module.css b/apps/docs/src/components/HomepageFeatures/styles.module.css new file mode 100644 index 0000000000000000000000000000000000000000..b248eb2e5dee2c37f58ab867ab87be47ef804386 --- /dev/null +++ b/apps/docs/src/components/HomepageFeatures/styles.module.css @@ -0,0 +1,11 @@ +.features { + display: flex; + align-items: center; + padding: 2rem 0; + width: 100%; +} + +.featureSvg { + height: 200px; + width: 200px; +} diff --git a/apps/docs/src/css/custom.css b/apps/docs/src/css/custom.css new file mode 100644 index 0000000000000000000000000000000000000000..2bc6a4cfdef4e06006b9a2501525889aa5e597c9 --- /dev/null +++ b/apps/docs/src/css/custom.css @@ -0,0 +1,30 @@ +/** + * Any CSS included here will be global. The classic template + * bundles Infima by default. Infima is a CSS framework designed to + * work well for content-centric websites. + */ + +/* You can override the default Infima variables here. */ +:root { + --ifm-color-primary: #2e8555; + --ifm-color-primary-dark: #29784c; + --ifm-color-primary-darker: #277148; + --ifm-color-primary-darkest: #205d3b; + --ifm-color-primary-light: #33925d; + --ifm-color-primary-lighter: #359962; + --ifm-color-primary-lightest: #3cad6e; + --ifm-code-font-size: 95%; + --docusaurus-highlighted-code-line-bg: rgba(0, 0, 0, 0.1); +} + +/* For readability concerns, you should choose a lighter palette in dark mode. */ +[data-theme='dark'] { + --ifm-color-primary: #25c2a0; + --ifm-color-primary-dark: #21af90; + --ifm-color-primary-darker: #1fa588; + --ifm-color-primary-darkest: #1a8870; + --ifm-color-primary-light: #29d5b0; + --ifm-color-primary-lighter: #32d8b4; + --ifm-color-primary-lightest: #4fddbf; + --docusaurus-highlighted-code-line-bg: rgba(0, 0, 0, 0.3); +} diff --git a/apps/docs/src/pages/index.module.css b/apps/docs/src/pages/index.module.css new file mode 100644 index 0000000000000000000000000000000000000000..9f71a5da775bd99379fa5c4d5bb73dc816d78bdd --- /dev/null +++ b/apps/docs/src/pages/index.module.css @@ -0,0 +1,23 @@ +/** + * CSS files with the .module.css suffix will be treated as CSS modules + * and scoped locally. + */ + +.heroBanner { + padding: 4rem 0; + text-align: center; + position: relative; + overflow: hidden; +} + +@media screen and (max-width: 996px) { + .heroBanner { + padding: 2rem; + } +} + +.buttons { + display: flex; + align-items: center; + justify-content: center; +} diff --git a/apps/docs/src/pages/index.tsx b/apps/docs/src/pages/index.tsx new file mode 100644 index 0000000000000000000000000000000000000000..6613236da5b1f02810cab35006cd86f007cf7c0f --- /dev/null +++ b/apps/docs/src/pages/index.tsx @@ -0,0 +1,36 @@ +import React from "react"; +import clsx from "clsx"; +import Link from "@docusaurus/Link"; +import useDocusaurusContext from "@docusaurus/useDocusaurusContext"; +import Layout from "@theme/Layout"; +import HomepageFeatures from "@site/src/components/HomepageFeatures"; + +import styles from "./index.module.css"; + +function HomepageHeader() { + const { siteConfig } = useDocusaurusContext(); + return ( + <header className={clsx("hero hero--primary", styles.heroBanner)}> + <div className="container"> + <h1 className="hero__title">{siteConfig.title}</h1> + <p className="hero__subtitle">{siteConfig.tagline}</p> + <div className={styles.buttons}>Welcome to LlamaIndex.TS!</div> + </div> + </header> + ); +} + +export default function Home(): JSX.Element { + const { siteConfig } = useDocusaurusContext(); + return ( + <Layout + title={`Hello from ${siteConfig.title}`} + description="Description will go into a meta tag in <head />" + > + <HomepageHeader /> + <main> + <HomepageFeatures /> + </main> + </Layout> + ); +} diff --git a/apps/docs/src/pages/markdown-page.md b/apps/docs/src/pages/markdown-page.md new file mode 100644 index 0000000000000000000000000000000000000000..9756c5b6685a7fa67f41e11bc2cb6b990c2b12b2 --- /dev/null +++ b/apps/docs/src/pages/markdown-page.md @@ -0,0 +1,7 @@ +--- +title: Markdown page example +--- + +# Markdown page example + +You don't need React to write simple standalone pages. diff --git a/apps/docs/static/.nojekyll b/apps/docs/static/.nojekyll new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/apps/docs/static/img/docusaurus-social-card.jpg b/apps/docs/static/img/docusaurus-social-card.jpg new file mode 100644 index 0000000000000000000000000000000000000000..ffcb448210e1a456cb3588ae8b396a597501f187 Binary files /dev/null and b/apps/docs/static/img/docusaurus-social-card.jpg differ diff --git a/apps/docs/static/img/docusaurus.png b/apps/docs/static/img/docusaurus.png new file mode 100644 index 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transform="translate(-35.5 -118.5)" fill-rule="evenodd" /> +</svg> diff --git a/apps/docs/tsconfig.json b/apps/docs/tsconfig.json index 644ee04f6c751ffa0878ad7798bcb1dcced1e19d..6f4756980d4d2193c3e844a2e914f24974c06382 100644 --- a/apps/docs/tsconfig.json +++ b/apps/docs/tsconfig.json @@ -1,8 +1,7 @@ { - "extends": "tsconfig/nextjs.json", + // This file is not used in compilation. It is here just for a nice editor experience. + "extends": "@tsconfig/docusaurus/tsconfig.json", "compilerOptions": { - "plugins": [{ "name": "next" }] - }, - "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"], - "exclude": ["node_modules"] + "baseUrl": "." + } } diff --git a/apps/simple/chatEngine.ts b/apps/simple/chatEngine.ts index 9b31847d9327547e09cf5cec64e23ab3e8a78a76..ca1d51c552de1e7c81be6ebdc717d7a42e1e9fc9 100644 --- a/apps/simple/chatEngine.ts +++ b/apps/simple/chatEngine.ts @@ -2,11 +2,13 @@ import * as readline from "node:readline/promises"; // @ts-ignore import { stdin as input, stdout as output } from "node:process"; -import { Document } from "@llamaindex/core/src/Node"; -import { VectorStoreIndex } from "@llamaindex/core/src/BaseIndex"; -import { ContextChatEngine } from "@llamaindex/core/src/ChatEngine"; +import { + Document, + VectorStoreIndex, + ContextChatEngine, + serviceContextFromDefaults, +} from "llamaindex"; import essay from "./essay"; -import { serviceContextFromDefaults } from "@llamaindex/core/src/ServiceContext"; async function main() { const document = new Document({ text: essay }); diff --git a/apps/simple/listIndex.ts b/apps/simple/listIndex.ts index 8ada0b32d06e6d91af370163ad1f74652ae73975..db8e30fc8aee45fdcdffa4776c29beeaf5e34321 100644 --- a/apps/simple/listIndex.ts +++ b/apps/simple/listIndex.ts @@ -1,5 +1,4 @@ -import { Document } from "@llamaindex/core/src/Node"; -import { ListIndex, ListRetrieverMode } from "@llamaindex/core/src/index/list"; +import { Document, ListIndex, ListRetrieverMode } from "llamaindex"; import essay from "./essay"; async function main() { diff --git a/apps/simple/lowlevel.ts b/apps/simple/lowlevel.ts index ebfdb076a51751183af42487e0570c6891f8bdab..23927ac6c259e6029639d7eaea32f42146d525d1 100644 --- a/apps/simple/lowlevel.ts +++ b/apps/simple/lowlevel.ts @@ -1,6 +1,10 @@ -import { Document, TextNode, NodeWithScore } from "@llamaindex/core/src/Node"; -import { ResponseSynthesizer } from "@llamaindex/core/src/ResponseSynthesizer"; -import { SimpleNodeParser } from "@llamaindex/core/src/NodeParser"; +import { + Document, + TextNode, + NodeWithScore, + ResponseSynthesizer, + SimpleNodeParser, +} from "llamaindex"; (async () => { const nodeParser = new SimpleNodeParser(); diff --git a/apps/simple/openai.ts b/apps/simple/openai.ts index 200ed8ea39539614633613b65191970527b1a3a4..3019deacf1f645ce2dee6014227aff995c78561f 100644 --- a/apps/simple/openai.ts +++ b/apps/simple/openai.ts @@ -1,6 +1,6 @@ // @ts-ignore import process from "node:process"; -import { Configuration, OpenAIWrapper } from "@llamaindex/core/src/openai"; +import { Configuration, OpenAIWrapper } from "llamaindex/src/openai"; (async () => { const configuration = new Configuration({ diff --git a/apps/simple/package.json b/apps/simple/package.json index 57bc9065ea80dc6a1a5bd62c554ccd212f8fc5b9..c1e777384ce68cd92452a75197eb33c366e28cfb 100644 --- a/apps/simple/package.json +++ b/apps/simple/package.json @@ -1,7 +1,7 @@ { "name": "simple", "dependencies": { - "@llamaindex/core": "workspace:*" + "llamaindex": "workspace:*" }, "devDependencies": { "@types/node": "^18" diff --git a/apps/simple/subquestion.ts b/apps/simple/subquestion.ts index a3a85273dd4ef8e812ef92fdf1756607324d4a92..adcb93ab45df0c8b1a77181b9b8e1a588be2a461 100644 --- a/apps/simple/subquestion.ts +++ b/apps/simple/subquestion.ts @@ -1,38 +1,4 @@ -// from llama_index import SimpleDirectoryReader, VectorStoreIndex -// from llama_index.query_engine import SubQuestionQueryEngine -// from llama_index.tools import QueryEngineTool, ToolMetadata - -// # load data -// pg_essay = SimpleDirectoryReader( -// input_dir="docs/examples/data/paul_graham/" -// ).load_data() - -// # build index and query engine -// query_engine = VectorStoreIndex.from_documents(pg_essay).as_query_engine() - -// # setup base query engine as tool -// query_engine_tools = [ -// QueryEngineTool( -// query_engine=query_engine, -// metadata=ToolMetadata( -// name="pg_essay", description="Paul Graham essay on What I Worked On" -// ), -// ) -// ] - -// query_engine = SubQuestionQueryEngine.from_defaults( -// query_engine_tools=query_engine_tools -// ) - -// response = query_engine.query( -// "How was Paul Grahams life different before and after YC?" -// ) - -// print(response) - -import { Document } from "@llamaindex/core/src/Node"; -import { VectorStoreIndex } from "@llamaindex/core/src/BaseIndex"; -import { SubQuestionQueryEngine } from "@llamaindex/core/src/QueryEngine"; +import { Document, VectorStoreIndex, SubQuestionQueryEngine } from "llamaindex"; import essay from "./essay"; diff --git a/apps/simple/vectorIndex.ts b/apps/simple/vectorIndex.ts index d05b5874984e3846ee2de6a55ceb1c29875a827a..9ec57cdc9a9415718211be175d512db5a0dd258e 100644 --- a/apps/simple/vectorIndex.ts +++ b/apps/simple/vectorIndex.ts @@ -1,14 +1,26 @@ -import { Document } from "@llamaindex/core/src/Node"; -import { VectorStoreIndex } from "@llamaindex/core/src/BaseIndex"; -import essay from "./essay"; +import fs from "fs/promises"; +import { Document, VectorStoreIndex } from "llamaindex"; async function main() { + // Load essay from abramov.txt in Node + const essay = await fs.readFile( + "node_modules/llamaindex/examples/abramov.txt", + "utf-8" + ); + + // Create Document object with essay const document = new Document({ text: essay }); + + // Split text and create embeddings. Store them in a VectorStoreIndex const index = await VectorStoreIndex.fromDocuments([document]); + + // Query the index const queryEngine = index.asQueryEngine(); const response = await queryEngine.aquery( - "What did the author do growing up?" + "What did the author do in college?" ); + + // Output response console.log(response.toString()); } diff --git a/apps/web/.eslintrc.js b/apps/web/.eslintrc.js deleted file mode 100644 index c8df607506ccb33469c4a1bd896f561aa590cd0d..0000000000000000000000000000000000000000 --- a/apps/web/.eslintrc.js +++ /dev/null @@ -1,4 +0,0 @@ -module.exports = { - root: true, - extends: ["custom"], -}; diff --git a/apps/web/.gitignore b/apps/web/.gitignore deleted file mode 100644 index 1437c53f70bc211ec65739ec4a8c2a4db5874c73..0000000000000000000000000000000000000000 --- a/apps/web/.gitignore +++ /dev/null @@ -1,34 +0,0 @@ -# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. - -# dependencies -/node_modules -/.pnp -.pnp.js - -# testing -/coverage - -# next.js -/.next/ -/out/ - -# production -/build - -# misc -.DS_Store -*.pem - -# debug -npm-debug.log* -yarn-debug.log* -yarn-error.log* - -# local env files -.env.local -.env.development.local -.env.test.local -.env.production.local - -# vercel -.vercel diff --git a/apps/web/README.md b/apps/web/README.md deleted file mode 100644 index 4fae62aff62525225d3c4daec8a751e43daf68c2..0000000000000000000000000000000000000000 --- a/apps/web/README.md +++ /dev/null @@ -1,30 +0,0 @@ -## Getting Started - -First, run the development server: - -```bash -yarn dev -``` - -Open [http://localhost:3000](http://localhost:3000) with your browser to see the result. - -You can start editing the page by modifying `pages/index.js`. The page auto-updates as you edit the file. - -[API routes](https://nextjs.org/docs/api-routes/introduction) can be accessed on [http://localhost:3000/api/hello](http://localhost:3000/api/hello). This endpoint can be edited in `pages/api/hello.js`. - -The `pages/api` directory is mapped to `/api/*`. Files in this directory are treated as [API routes](https://nextjs.org/docs/api-routes/introduction) instead of React pages. - -## Learn More - -To learn more about Next.js, take a look at the following resources: - -- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API. -- [Learn Next.js](https://nextjs.org/learn/foundations/about-nextjs) - an interactive Next.js tutorial. - -You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js/) - your feedback and contributions are welcome! - -## Deploy on Vercel - -The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_source=github.com&utm_medium=referral&utm_campaign=turborepo-readme) from the creators of Next.js. - -Check out our [Next.js deployment documentation](https://nextjs.org/docs/deployment) for more details. diff --git a/apps/web/app/layout.tsx b/apps/web/app/layout.tsx deleted file mode 100644 index 225b6038d7fbf06c3826e698e858a74fdd525560..0000000000000000000000000000000000000000 --- a/apps/web/app/layout.tsx +++ /dev/null @@ -1,11 +0,0 @@ -export default function RootLayout({ - children, -}: { - children: React.ReactNode; -}) { - return ( - <html lang="en"> - <body>{children}</body> - </html> - ); -} diff --git a/apps/web/app/page.tsx b/apps/web/app/page.tsx deleted file mode 100644 index 0e3cce1569ff6c8635db678c552009565e0f4688..0000000000000000000000000000000000000000 --- a/apps/web/app/page.tsx +++ /dev/null @@ -1,10 +0,0 @@ -import { Button, Header } from "ui"; - -export default function Page() { - return ( - <> - <Header text="Web" /> - <Button /> - </> - ); -} diff --git a/apps/web/next-env.d.ts b/apps/web/next-env.d.ts deleted file mode 100644 index 4f11a03dc6cc37f2b5105c08f2e7b24c603ab2f4..0000000000000000000000000000000000000000 --- a/apps/web/next-env.d.ts +++ /dev/null @@ -1,5 +0,0 @@ -/// <reference types="next" /> -/// <reference types="next/image-types/global" /> - -// NOTE: This file should not be edited -// see https://nextjs.org/docs/basic-features/typescript for more information. diff --git a/apps/web/next.config.js b/apps/web/next.config.js deleted file mode 100644 index fdda6aa12cdb0b6ccd4e29e9db243e21d446a7b5..0000000000000000000000000000000000000000 --- a/apps/web/next.config.js +++ /dev/null @@ -1,4 +0,0 @@ -module.exports = { - reactStrictMode: true, - transpilePackages: ["ui"], -}; diff --git a/apps/web/package.json b/apps/web/package.json deleted file mode 100644 index 4f9164ed12309859b22d0f4c6514c17f42a371f8..0000000000000000000000000000000000000000 --- a/apps/web/package.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "name": "web", - "version": "1.0.0", - "private": true, - "scripts": { - "dev": "next dev", - "build": "next build", - "start": "next start", - "lint": "next lint" - }, - "dependencies": { - "next": "^13.4.1", - "react": "^18.2.0", - "react-dom": "^18.2.0", - "ui": "workspace:*" - }, - "devDependencies": { - "@types/node": "^17.0.12", - "@types/react": "^18.0.22", - "@types/react-dom": "^18.0.7", - "eslint-config-custom": "workspace:*", - "tsconfig": "workspace:*", - "typescript": "^4.5.3" - } -} diff --git a/apps/web/tsconfig.json b/apps/web/tsconfig.json deleted file mode 100644 index 644ee04f6c751ffa0878ad7798bcb1dcced1e19d..0000000000000000000000000000000000000000 --- a/apps/web/tsconfig.json +++ /dev/null @@ -1,8 +0,0 @@ -{ - "extends": "tsconfig/nextjs.json", - "compilerOptions": { - "plugins": [{ "name": "next" }] - }, - "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"], - "exclude": ["node_modules"] -} diff --git a/assets/tslogo.svg b/assets/tslogo.svg new file mode 100644 index 0000000000000000000000000000000000000000..4635873240304c49c4263043fddbdefdfda35909 --- /dev/null +++ b/assets/tslogo.svg @@ -0,0 +1,7 @@ +<svg fill="none" height="50" viewBox="0 0 512 512" width="50" xmlns="http://www.w3.org/2000/svg"> + <rect fill="#3178c6" height="512" rx="50" width="512" /> + <rect fill="#3178c6" height="512" rx="50" width="512" /> + <path clip-rule="evenodd" + d="m316.939 407.424v50.061c8.138 4.172 17.763 7.3 28.875 9.386s22.823 3.129 35.135 3.129c11.999 0 23.397-1.147 34.196-3.442 10.799-2.294 20.268-6.075 28.406-11.342 8.138-5.266 14.581-12.15 19.328-20.65s7.121-19.007 7.121-31.522c0-9.074-1.356-17.026-4.069-23.857s-6.625-12.906-11.738-18.225c-5.112-5.319-11.242-10.091-18.389-14.315s-15.207-8.213-24.18-11.967c-6.573-2.712-12.468-5.345-17.685-7.9-5.217-2.556-9.651-5.163-13.303-7.822-3.652-2.66-6.469-5.476-8.451-8.448-1.982-2.973-2.974-6.336-2.974-10.091 0-3.441.887-6.544 2.661-9.308s4.278-5.136 7.512-7.118c3.235-1.981 7.199-3.52 11.894-4.615 4.696-1.095 9.912-1.642 15.651-1.642 4.173 0 8.581.313 13.224.938 4.643.626 9.312 1.591 14.008 2.894 4.695 1.304 9.259 2.947 13.694 4.928 4.434 1.982 8.529 4.276 12.285 6.884v-46.776c-7.616-2.92-15.937-5.084-24.962-6.492s-19.381-2.112-31.066-2.112c-11.895 0-23.163 1.278-33.805 3.833s-20.006 6.544-28.093 11.967c-8.086 5.424-14.476 12.333-19.171 20.729-4.695 8.395-7.043 18.433-7.043 30.114 0 14.914 4.304 27.638 12.912 38.172 8.607 10.533 21.675 19.45 39.204 26.751 6.886 2.816 13.303 5.579 19.25 8.291s11.086 5.528 15.415 8.448c4.33 2.92 7.747 6.101 10.252 9.543 2.504 3.441 3.756 7.352 3.756 11.733 0 3.233-.783 6.231-2.348 8.995s-3.939 5.162-7.121 7.196-7.147 3.624-11.894 4.771c-4.748 1.148-10.303 1.721-16.668 1.721-10.851 0-21.597-1.903-32.24-5.71-10.642-3.806-20.502-9.516-29.579-17.13zm-84.159-123.342h64.22v-41.082h-179v41.082h63.906v182.918h50.874z" + fill="#fff" fill-rule="evenodd" /> +</svg> \ No newline at end of file diff --git a/package.json b/package.json index ff79321eb97d42fed707446280bec596be9c379a..77dc1b43a9019d0d27dc4af79cc11cdabc7619c1 100644 --- a/package.json +++ b/package.json @@ -9,16 +9,16 @@ "prepare": "husky install" }, "devDependencies": { - "@turbo/gen": "^1.10.5", - "@types/jest": "^29.5.2", + "@turbo/gen": "^1.10.7", + "@types/jest": "^29.5.3", "eslint": "^7.32.0", "eslint-config-custom": "workspace:*", "husky": "^8.0.3", - "jest": "^29.5.0", + "jest": "^29.6.1", "prettier": "^2.8.8", "prettier-plugin-tailwindcss": "^0.3.0", - "ts-jest": "^29.1.0", - "turbo": "^1.10.6" + "ts-jest": "^29.1.1", + "turbo": "^1.10.7" }, "packageManager": "pnpm@7.15.0", "name": "llamascript" diff --git a/packages/core/examples/abramov.txt b/packages/core/examples/abramov.txt new file mode 100644 index 0000000000000000000000000000000000000000..11b2c18569ab3fe234705c4e6e8a2ea427a13544 --- /dev/null +++ b/packages/core/examples/abramov.txt @@ -0,0 +1,120 @@ +export default `I started this decade as a first-year college student fresh out of high school. I was 17, didn’t have a job, didn’t have any industry connections, and really didn’t know shit. And now you’re reading my blog! I would have been proud. +I’ve told bits and pieces of my story on different podcasts. Now feels like an appropriate time to write down the parts that were most memorable to me. +Every person’s story is unique and not directly reproducible. I’ve benefited immensely from the privilege of being born in an upper middle class family and looking like a typical coder stereotype. People took chances on me. Still, I hope that sharing my story can be helpful to compare our experiences. Even if our circumstances are too different, at least you might find some of it entertaining. +2010 +I was born in Russia and I finished the high school there in 2009. In Russia, higher education is free if you do well enough at tests. I tried my chances with a few colleges. I was particularly hoping to get into one college whose students often won programming competitions (which I thought was cool at the time). +However, it turned out my math exam scores weren’t good enough. So there were not many options I could choose from that had to do with programming. From the remaining options, I picked a college that gave Macbooks to students. (Remember the white plastic ones with GarageBand? They were the best.) +By the summer of 2010, I had just finished my first year there. It turned out that there wasn’t going to be much programming in the curriculum for two more years. But there was a lot of linear algebra, physics, and other subjects I didn’t find particularly interesting. Everything was well in the beginning, but I started slacking off and skipping lectures that I had to wake up early for. My gaps in knowledge gradually snowballed, and most of what I remember from my first year in the university is the anxiety associated with feeling like a total failure. +Even for subjects I knew well, things didn’t quite go as I planned. Our English classes were very rudimentary, and I got a verbal approval from the teacher to skip most of them. But when I came for the final test, I wasn’t allowed to turn it in unless I pay money for hours of “catch up training” with the same teacher. This experience left me resentful and suspicious of higher education. +Aside from being a lousy student, I was also in my first serious relationship — and it wasn’t going very well either. I was unhappy, but I thought that you can solve this by continuing to be unhappy and “fixing” it. Unfortunately, I didn’t have the wisdom to get out of a non-working relationship for a few more years. +Now onto the bright side. Professionally, 2010 was an exciting year for me. I got my first job as a software developer! Here’s how that happened. +There was a small venue close to my college that hosted different events. This venue was a “business incubator” — mind you, not a Silicon Valley kind of business incubator — but a tiny Russian one. I have no idea what businesses they “incubated”. However, they hosted a talk about software development, and I decided to check it out because I was starving for that kind of content. I didn’t know any programmers in real life, and I didn’t know meetups existed! +I don’t remember what the talk was about now. But I knew the person who gave it was an executive in a Russian-American outsourcing company. I’ve been programming since 12, so I approached him and asked if they’re hiring. He gave me an email, I went through their test exercises, and in a few weeks got the job. +I started at my first job during the summer of 2010. My salary was $18k/year (yes that’s 18 and not 180). This is peanuts in the developed world, but again, this was Russia — so the rent was cheap too. I immediately moved out of my mom’s apartment and started renting a room for $150 a month. I was excited. With my first salary, I bought an iPhone and marvelled at how good the UI was. +Summer came and went, and then the second college year started. But it started without me. Now that I was doing actual work and people payed me for it, I lost my last bits of motivation for sitting at lectures and doing exercises. I stopped going there and didn’t show up for the midterm exams. I returned my Macbook. The only time I went there again was five years later, to pick up my papers. +A short digression. I’m not saying colleges are worthless, or that you should drop out. It was the right decision for me, but I knew I could fall back on my family (more on that later) when things are tough. I also already had a job. +I had the privilege to be seen as knowledgeable by default due to my background (a guy who started coding early). People who don’t fit this stereotype often get a degree just to gain access to that assumed competence. So there’s that. +2011 +Most of my job was fixing up poor code after cheaper outsourcing companies. Having no industry experience myself, I overengineered every project to try every cool technology I could get my hands on. I even put random Microsoft Research projects in production. Sorry about that. I did some good work too. +My first interesting work project involved a trip. Our client was an investment group in New York. I still don’t know anything about investments, but basically they had an email system that received orders, and those orders needed to go through different levels of approval. They had a service that manages that, but the service was extremely flaky, and nobody could figure out how it works. My job was to go onsite, work from New York for a month, and fix the service. +The service was written by a contractor from a cheaper outsourcing company. Nine years later, I still remember his name. The most memorable part of that code was a single thirty thousand line function. To figure out what it does, I had to print it on paper, lay out the sheets on my desk, and annotate them with a pencil. It turned out that it was the same block of code, repeated fifty times with different conditions. I guess someone was paid by the number of lines of code. +I spent that month adding a shitton of logging to figure out what the service does in production, and then rebuilding it from scratch to be less flaky. Working with a non-tech company was a perplexing experience. For example, I couldn’t push a bugfix without writing a Word document describing my changes and getting the IT department head to sign off on it. Now that’s some code review. +Close to the end of my trip, I went to see a concert at a bar late at night. The next morning I was supposed to present my month of work to the client. My meeting was scheduled for 9am. Unfortunately, I overslept and only woke up at 1pm that day. My manager apologized for me, and I went home bitterly embarrassed. +There were no repercussions at work. The project was a success overall, and the client knew I’m some weird Russian dude who doesn’t know how to groom his hair. But I knew I made a fool of myself. I also wasn’t particularly looking forward to more “enterprise projects”. Work became a chore. +I was back in Saint Petersburg in Russia. In the summer, the sky there doesn’t go dark. During one night of soul-searching, I hopped from a bar to another with a vague sense of unease. Around 7am, a lightbulb went off in my head. I ate a shawarma, took a subway to the office, waited for HR, and quit my job. +My friend was planning a trip to Crimea (before it got annexed) and asked if I would like to join. I packed up a tent and an old Nokia phone that held battery for a week. We camped for two weeks, mostly naked, in a fog of alternative mind states. I barely remember anything from that trip except two episodes. +Once, somebody threatened me with a knife. That person said he would kill me, but he was gone the next day, and everything went on as normal. Another time, I foolishly tried to swim around the cliff alone and almost drowned. I was saved by a rock in the sea that I climbed and passed out on for what felt like an hour. +This trip acted like a hardware reset. My burnout was cured, and I was ready to write code again. (But don’t say I told you to almost die to cure a burnout.) +The only problem was… my skills were irrelevant! Yikes. +You see, I was mostly writing desktop software. Has anyone even heard of desktop software? That’s not a thing anymore. Either you do backend, or you do mobile, or you do front-end. I didn’t know anything about either of them. And I didn’t have a job. So I had to move back to live with my Mom. (Thanks, Mom!) +Soon, I saw a post on a social network. It was written by a Russian guy who came back from the Silicon Valley to Russia. He was looking for people who would volunteer to work on his projects for free, in return for him teaching us web development for free. At the time, that sounded like a good deal to me. +I joined this program. I found out quickly enough that there was no real teaching involved: we were given a few tutorials from the web, and we mostly learned from helping each other. Luckily, I could afford to do that for some time while I lived at my Mom’s place. I learned Git, basics of Python, Django, a bit of CSS and JavaScript, and some Bash to deploy my changes. Hello Web, here I go. +Nine years later, I’m still unsure how I feel about this program. On the one hand, we were working on his projects for free. On the other hand, we were given full root access, and it was really exciting to be able to push our changes in production and learn from our mistakes. It gave us a structure for learning. It didn’t cost us anything, and you could drop out any time. The projects had some social utility due to being around education. This reminded me of open source. +I still feel grateful to this person for setting up this ad hoc “bootcamp” and being my mentor. But I don’t want to imply that working for free is a good way to practice in general. I’m not offering advice here — I am only telling my story. +I built a dashboard where we could track our own learning achievements. My mentor suggested that I pitch it as a product to companies that run courses. My brief foray into playing “startups” was awkward. I didn’t know what product I was building, and I pitched different things to different people. Essentially, I ended up making several completely different websites for different clients with a single engine, and earned about $200 in the process. I wasted months of my time on it, as well as the time of friends who offered to help. I was ashamed of it, and shut it down. The silver lining was that I became a web developer. +But I still didn’t have a job. +2012 +As a 20 year old web developer, there was only one place I wanted to work at. It was a Russian social media company. Everybody in Russia used their product. That product was very polished. And the team was considered cool. Almost elite. +Their executives often posted about how well-paid their engineers are. The small team of engineers seemed happy with the technical challenges and how the company treated them. In the Russian tech circles, many knew their names. +My mentor introduced me to their CTO, and I got a takehome exercise in JavaScript. It involved building a clone of their typeahead where you could select friends to message. I spent two weeks building it. It was pixel perfect in all browsers. I took care to replicate a similar caching and debouncing behavior. +The onsite interview was a disaster. Clearly, I didn’t have the experience at their scale. However, they said they’re willing to give me a try if I “understand their product”. They gave me a take-home exercise of designing a logged out state for that social media website. They wanted it to show a picture of a feature phone — many people didn’t know the mobile website works on cheap phones. +I spent a week designing that page. I did a lot of tiny details and even hid some Easter eggs in it. I was proud of myself. However, I couldn’t find any decent designs of a feature phone that wouldn’t look ugly. Instead, I put a beautiful iPhone design there. So aesthetically pleasing, I thought. +Of course, I got rejected. I ignored literally the only hard requirement — why was I so dense? I cried for a few hours because I didn’t really want to work anywhere else. I was still living with my Mom and was making no money. +At the time, I was seriously doubting my skills. Many things seemed “magic” to me. I started having doubts about whether dropping out was a good idea, after all. I signed up for an iOS development course on iTunes U. I also signed up for two courses on Coursera: Compilers and Machine Learning. Maybe they would make me a “real programmer”. +It was lonely to go through these courses on my own. I organized a tiny meetup with a few people from our web development “bootcamp”. We would gather and watch different online courses together at my mentor’s coworking space. +A month into it, I got an email. Someone was looking to hire a developer, and he heard about me from a person who went to my meetup. I was sick with mono and ignored the email, but this guy kept emailing me. He wanted to skype. +Roman Mazurenko was not a typical startup founder. Roman was interested in DIY publishing. Together with a couple of friends, for a few years, he somehow made Moscow cool. He organized parties and posed for fashion magazines. I didn’t know what to expect. But Roman was very down-to-earth and fun to talk to. His dream was to build a DIY publishing platform like in this concept video. I would have to move to Moscow and learn iOS development on the go. (By the way, the video guy is not Roman but a friend, and the app in the video is a fake animation made with Flash. Roman was great at crafting smoke and mirrors.) +I said yes. +I didn’t finish my Compilers and Machine Learning courses. I learned enough to know these topics aren’t magic. After that, I lost most of my interest in them. +2013 +By 2013, my salary was $30k/year — almost twice what I made at my previous job. While low by US standards, it was pretty decent in Russia. I also negotiated some stock at Stampsy (spoiler alert: it ended up completely worthless). +Our team had five developers and two designers. We started by developing an iPad app, but neither of us had any real knowledge of iOS. I remember my relief when a teammate figured out how to implement the animation we needed for the first time. Until then, I thought we were doomed. +For a few months, I literally lived in our office. Looking back at this period, I’m not proud of my life-work balance, and it was not healthy. However, I learned more during these months than in two years before, and I don’t regret them. +Eventually, I moved out of the office. I’ve started to live in the same flat as Roman. My room cost me $1k/month. It was a spacious flat in the only area of Moscow that I enjoyed, and it was only five minutes of walk from the office. +We thought that some of the code we wrote might be useful to others. So we started publishing those pieces on GitHub. We didn’t expect anything grand, and even getting a couple of contributions was really nice. The most popular project I worked on during that period has 30 stars. To us, that was a lot. +A designer on our team introduced me to Bret Victor’s talks — particularly, to Inventing on Principle. I thought it was a very good talk. A very good one. +In April, we released the iPad app we’ve been working on. Apple reached out to our team and asked for assets to feature it in the App Store. We were over the moon. It stayed featured for weeks, and people started using it. +Our excitement quickly wore down as we realized there was no product market fit. The app was designed to create beautiful magazine-like layouts, but nobody had any beautiful content on an iPad. Also, the iPad camera had a horrible quality. The product didn’t make any sense. How could we not realize this? +My personal relationship was falling apart too. We weren’t a good fit, and mostly clung to each other out of fear of being alone. We finally broke up. +For a few months, I didn’t talk to people from our shared mutual circle and focused on work. But I realized that I missed one particular friend. I wrote to her, and she said she missed me too. I arranged a plan for a trip together. +I caught a cold. As the day of our would-be trip got closer, I felt worse, but I was hoping that maybe I’d be okay. When my train from Moscow to St. Petersburg had arrived, I clearly had a temperature. She said to come to her place anyway. She made me some hot tea, gave me warm socks, and we kissed. I moved in. +2014 +For me, 2014 was the year of React. +After a brief existential crisis, we abandoned the iPad app and decided to pivot to a webapp. That meant I had to learn JavaScript, this time for reals. We built a decent prototype with Backbone, but interactive parts were a pain to code. +My colleague saw React but initially dismissed it. But a few months later, he told me React wasn’t actually that bad. I decided to give React a try. Ironically, the first component I converted from Backbone to React was a Like button. +And it worked well. Really well. It felt unlike anything I’ve seen. +React wasn’t a hard sell for the team. Over the next year we gradually converted all of our UI to React while shipping new features. React and the principle of unidirectional data flow allowed us to develop faster and with fewer bugs. +We started a private beta, and some photographers enjoyed creating visual stories with it. It was something between Medium, Pinterest, and Tumblr. There wasn’t a lot of traction, but it wasn’t a complete failure like the iPad app. +The only problem with using React was that there was virtually no ecosystem. When we just started, there was only one router (which was not React Router), and we couldn’t figure out how to use it. So we made our own. After React Router came out, we adopted it and added a feature we needed for our product. +There was no drag and drop solution for our use cases, so I ported my colleague’s library to React. I made a helper to manage document titles. Wrote another library to normalize API responses. Jing Chen from the React IRC channel suggested the core idea, and it worked! Little did I know that in a few years, Twitter would build their new website with this library and maintain it. +I wanted to contribute to React itself, too. I reached out to Paul O’Shannessy and asked if there were any pull requests I could work on. I finished my first task in a few days, but it didn’t get merged until a few months later. Big project release cycles, and all that. I was frustrated by the slowness in response so I put effort into the ecosystem instead. In retrospect, that was a lot more impactful. +In 2014, I did some of my first public speaking. I gave sort of a lecture about React at our office. It ended up going for two hours, and I’m still surprised that most of the people who showed up were polite enough to stay to the end. +Later, I signed up to give a talk at the BerlinJS meetup. My topic was “React and Flux”. I didn’t practice my talk, and I only went through the first half when my time ran out. People rolled their eyes, and I finally learned my lesson. From that point on, I would rehearse every talk from three up to fifteen times. +In 2014, I got my first email from a Facebook recruiter. I missed it in my inbox and only found it many months later. We still chatted eventually, but it turned out that hiring me in USA wouldn’t be easy because I didn’t have enough years of experience and I dropped out of college. Oops. +There was one project I started in 2014 that was particularly dear to me. Like most important things in my life, it happened randomly. I was converting our app from require.js to webpack to enable code splitting. I read about a bizarre webpack feature called “hot module replacement” that allowed you to edit CSS without reloading the page. But in webpack, it could work for JavaScript too. +I was really confused by this feature so I asked about it on StackOverflow. Webpack was still very new, and its creator noticed my question and left a response. It gave me enough information to see I could tie this feature with React, in the spirit of the first demo from Bret Victor’s talk I mentioned earlier. +I wrote an extremely hacky proof of concept by editing React source code and adding a bunch of global variables. I decided I won’t go to sleep until it works, and by 7am I had a demo I could tweet. Nobody cared about my Twitter before that, but this received some likes and retweets, and those 20 retweets were hugely validating. I knew then I’m not the only one who thinks this is exciting. This proof of concept was a throwaway effort and I didn’t have time to keep working on it at my job. I took a vacation, and finished off the prototype there. +Quick disclaimer: again, I’m not saying you “need to” work nights or vacations. I’m not glorifying hustle, and there are plenty of people with great careers who did none of that. In fact, if I were better at time management, I could probably find a way to squeeze those non-interrupted hours in my regular day, or to learn to make progress with interruptions. I am sharing this because I’m telling my story, and it would be a lie to pretend I did everything in a 40 hour week. +2015 +Our product went out of a private beta. It was growing, but slowly and linearly. The company was running out of funding and struggled to raise more money. And I wanted to spend more and more time on my open source projects. +I also wanted to give my first conference talk. Naturally, I wanted to talk about hot reloading, but I knew somebody already mentioned it at ReactConf, and I thought people wouldn’t be excited about it. I decided to add some spice to my talk proposal by adding “with time travel” — again, inspired by Bret’s demo. The proposal got accepted, and for a few months I didn’t think much about it. +In April, my salary got delayed by several weeks. It went through eventually, but I realized it’s time to look for a new job. I found some company using one of my projects, and they agreed to sponsor my work on it for a few months. +My girlfriend asked if I wanted to get married. I said I thought I’d get married late in my 30s. She asked: “Why?” I couldn’t really find any justification for waiting so we soon bought rings and got married. Our wedding has cost us $100. +The deadline for my talk was approaching. But I had no idea how to implement “time travel”. I knew that Elm had something similar, but I was scared to look at it because I worried I’d find out time travel can’t be implemented well in JS. +At the time, there were many Flux libraries. I’ve tried a few of those, notably Flummox by Andrew Clark, and I had a vague sense that making hot reloading work with Flux would also let me implement time travel. Sunil’s gist led me to an idea: a variant of Flux pattern with a reducer function instead of a store. I had a neat name in mind for it already. And I really needed it for my talk! +I implemented Redux just in time for my demo of time travel. My first talk rehearsal was on Skype. I was sweating, mumbling, and running over it too fast. At the end of my rehearsal, I asked the organizer if my talk was any good. He said “well… people like you” which I took as an euphemism for horrible. +I asked a designer friend from the startup I just quit to help make my slides pretty. I added animations and transitions. The more polished my talk looked, the calmer and more confident I felt. I practiced it a dozen times. +I flew to Paris for my first technical conference. This was probably the happiest day of my life. For the first time, I put faces next to avatars. There were UI nerds and my personal heroes around me. It felt like going to Hogwarts. +My talk almost didn’t happen. In the morning, I found that my laptop refused to connect to the projector. I only had a few hours left. Christopher Chedeau was kind enough to lend me his laptop, and I transferred my live demo setup to his computer (except for the Sublime license, as you may know if you watched it). +At first, my demo didn’t run on Christopher’s laptop because we had different Node versions. The conference WiFi was so bad that downloading another Node version was a non-starter. Luckily, I found an npm command that rebuilds the binaries. It saved my demo. I gave my talk with his computer, and it went well. +I met many people in the audience who I already knew from Twitter. One of them was Jing Chen. I remembered her from our IRC chat on the React channel, and came to say hi. She asked whether FB recruiters contacted me before, and I said I couldn’t get a US visa. Jing asked whether I’m interested in working at the London office, and I had no idea there even was a London office! I called my wife and asked if she’s up for moving to London. I thought she’d hate the idea, but she immediately said yes. So I said yes to an interview. +There were four people from FB at the conference, so Jing arranged a full interview right at the conference hotel. It was a regular interview process, except it was in Paris and everyone was sweaty because it was so hot outside. +Everything happened so spontaneously that I neither had time to prepare, nor to get nervous. At one point I freaked out and panicked because I couldn’t write three lines of code that swap two items in an array. I asked Jing to look away for a few seconds. She said “I know you can swap two items”, and that gave me the confidence to finish the answer and make it through the interview. I probably didn’t pass with flying colors, but I got the offer. +My talk got really popular. Andrew Clark has already deprecated Flummox — the most popular Flux library — in favor of Redux, which he co-wrote with me. People started putting Redux in production. New learners were confused by the README, which was written for early adopters who had all the existing context. I didn’t have a job, and it would take me several more months to get a UK visa. +I started a Patreon to sustain my projects for a few months — and specifically to write Redux documentation, create small example apps, and record some free videos about it. I raised about $5k/month on Patreon which was more than any salary I made by that point in my life. Folks from Egghead sent me some mic gear, and I recorded my “Getting Started with Redux” course. I can’t watch it without cringing today, but it has been very popular and made me good money (around $3k/month in royalties) for quite a while — even though it was free. +FB took care of handling most of the immigration process. My wife and I only had to fill some papers, and I had to take an English exam and do some health checks. FB did most of the work to relocate us, including moving our cat from Russia to UK (which cost around $5k). I was hired at engineering level 4, with initial base salary of $100k/year and an initial restricted stock unit grant of $125k vesting over four years. I also had a signing bonus of $18k which helped a lot as we were settling in. (By the way, tech salaries are lower in UK than in US.) +We arrived to London at the end of November 2015. We’ve never been to London before. We took a black cab from the airport. We couldn’t figure out how to turn off the heating in the cab for ten minutes so we got very sweaty and couldn’t see anything through the window. When we turned off the fan and the window cleared up, our eyes were wide like saucers. London was beautiful. +The next day, Roman Mazurenko got hit to death by a careless driver. He just got his US visa approved, and he came to Moscow to pick up his documents. He once told me that there’s something devilish about Moscow. It doesn’t just let you go. I would not see my friend again. Not in 2015, not ever. +Roman has had a sort of a digital afterlife, courtesy of his friends. I know for a fact he would’ve loved the irony of having a two point five star App Store rating. +2016 +New job. New city. New country. Different language. Unfamiliar accent. Big company. Orientation. Meeting rooms. Projects. Teams. Documents. Forms. Shit. Fuck. Fuck. Fuckety Fuck, Shit, Oh Dear, Blimey! +I barely remember the first few months. I was in a constant state of stress from trying to understand what people are saying without subtitles. What the hell is my manager telling me? Is it rude to ask to repeat again? Spell it for me? +What, I need to call a lady in Scotland to get a national insurance number by phone? I don’t get a word she’s saying. What even is the national insurance? Why do I have a “zero” tax code and why is my salary less than I expected? Wait, people actually pay taxes here? What do I do when I’m sick? What’s NHS? +During my first trip to US in 2016 (part of onboarding), I forgot to eat the whole day, drank a lot of coffee, and had a full-fledged panic attack trying to explain how hot reloading works to a colleague. We called an ambulance, and I got a $800 bill (thankfully, paid by FB — or at least I don’t recall paying it myself). +Relocation was nerve-wracking even though the company handled most of the difficulties. I thought I did everything in the onboarding instructions, but I forgot to register with the police. (I confused this with registering at the post office, which we also had to do.) I only found out that we screwed up months later, and we were told it might affect our visas. Luckily, it didn’t so far. +Originally, I was supposed to join the React Native team in London. Usually, we hire people to go through Bootcamp and pick a team, but I didn’t have that freedom. I was preallocated. However, I wasn’t very excited about React Native in particular. I talked to Tom Occhino (he managed the React team at that time), and he suggested that I can join the React Core team (based in US) as the only UK member. I was already used to remote work from open source, so I agreed. +In 2016, there was a React boom, but everybody made their own “boilerplate” with a bundler, watcher, compiler, and so on. React became synonymous with modular JavaScript, ES6, and all the tooling complexity. Christopher Chedeau suggested to prototype a command-line interface for getting started with React. We made the first version in a few weeks and released Create React App. +2017 +Egghead courses continued to bring steady side income with royalties. I didn’t think twice before spending them on food delivery or nice clothes. +It’s only in 2017 that I came to realize that these royalties are taxable as foreign income, and that I owe Her Majesty something like $30k. Oops. Like an adult, I got an accountant. Fixing this mess depleted all my savings again. +At work, we spent most of 2017 rewriting React from scratch. You know the result of it as React 16. Sophie tells the story of how we did it here. +Aside from taxes, there wasn’t a lot happening in my personal life. I was still settling in. I got less shy dealing with bureaucracies. I could make and take phone calls without freaking out. I watched movies without subtitles. I learned how to deal with NHS and with private insurance. I stopped doing side projects. +2018–2019 +The last two years have been a blur. I’m still too close to them to have a clear perspective on what was important. +Professionally, our projects are as demanding as ever. If you follow React, you know about some things we have been working on. I’ve grown as an engineer, and still have much to learn. Our London team has grown — I’m not alone now. +People occasionally recognize me. This is humbling. Someone once recognized me in a sauna and started complaining about React. Please don’t be that person. +I got promoted. I started this blog as a side project. I have another side project coming, which I’ve been musing about for the better part of these two years. I met more people from the internet and put more faces to avatars. This is fun. +I always knew that I liked building UIs. I got hooked on Visual Basic. I spent this decade building UIs, and then building a way to build UIs. And then talking about it and explaining it. But I realize now that my drive to explain things is just as important to me as my drive to build. Perhaps, even more important. +I look forward to doing more of that in the next decade. +Or, should I say, this decade? +Welcome to the twenties.` diff --git a/packages/core/package.json b/packages/core/package.json index f0f5c71ed1cb4a98cf735be3502ae5aae9923e56..31d488a77cdbee88bf1351046e2e0c863c35b1f7 100644 --- a/packages/core/package.json +++ b/packages/core/package.json @@ -1,5 +1,6 @@ { - "name": "@llamaindex/core", + "name": "llamaindex", + "version": "0.0.1", "dependencies": { "axios": "^0.26.1", "js-tiktoken": "^1.0.7", diff --git a/packages/core/src/BaseIndex.ts b/packages/core/src/BaseIndex.ts index 0889be7585703289580c1e6b4921e9f1e8eee6e9..ef0acc169956a81388c52a30f3c3fc270ba09b4a 100644 --- a/packages/core/src/BaseIndex.ts +++ b/packages/core/src/BaseIndex.ts @@ -11,6 +11,9 @@ import { BaseDocumentStore } from "./storage/docStore/types"; import { VectorStore } from "./storage/vectorStore/types"; import { BaseIndexStore } from "./storage/indexStore/types"; +/** + * The underlying structure of each index. + */ export abstract class IndexStruct { indexId: string; summary?: string; @@ -61,6 +64,11 @@ export interface BaseIndexInit<T> { indexStore?: BaseIndexStore; indexStruct: T; } + +/** + * Indexes are the data structure that we store our nodes and embeddings in so + * they can be retrieved for our queries. + */ export abstract class BaseIndex<T> { serviceContext: ServiceContext; storageContext: StorageContext; @@ -92,6 +100,9 @@ interface VectorIndexConstructorProps extends BaseIndexInit<IndexDict> { vectorStore: VectorStore; } +/** + * The VectorStoreIndex, an index that stores the nodes only according to their vector embedings. + */ export class VectorStoreIndex extends BaseIndex<IndexDict> { vectorStore: VectorStore; @@ -138,6 +149,13 @@ export class VectorStoreIndex extends BaseIndex<IndexDict> { }); } + /** + * Get the embeddings for nodes. + * @param nodes + * @param serviceContext + * @param logProgress log progress to console (useful for debugging) + * @returns + */ static async agetNodeEmbeddingResults( nodes: BaseNode[], serviceContext: ServiceContext, @@ -159,6 +177,13 @@ export class VectorStoreIndex extends BaseIndex<IndexDict> { return nodesWithEmbeddings; } + /** + * Get embeddings for nodes and place them into the index. + * @param nodes + * @param serviceContext + * @param vectorStore + * @returns + */ static async buildIndexFromNodes( nodes: BaseNode[], serviceContext: ServiceContext, @@ -179,6 +204,13 @@ export class VectorStoreIndex extends BaseIndex<IndexDict> { return indexDict; } + /** + * High level API: split documents, get embeddings, and build index. + * @param documents + * @param storageContext + * @param serviceContext + * @returns + */ static async fromDocuments( documents: Document[], storageContext?: StorageContext, @@ -201,10 +233,22 @@ export class VectorStoreIndex extends BaseIndex<IndexDict> { return index; } + /** + * Get a VectorIndexRetriever for this index. + * + * NOTE: if you want to use a custom retriever you don't have to use this method. + * @returns retriever for the index + */ asRetriever(): VectorIndexRetriever { return new VectorIndexRetriever(this); } + /** + * Get a retriever query engine for this index. + * + * NOTE: if you are using a custom query engine you don't have to use this method. + * @returns + */ asQueryEngine(): BaseQueryEngine { return new RetrieverQueryEngine(this.asRetriever()); } diff --git a/packages/core/src/ChatEngine.ts b/packages/core/src/ChatEngine.ts index 00b73e6a8f02a5c2a059210d23b77f27e315fb35..2f9a36de4bfac29f209a3782cdb952bb8eb4618d 100644 --- a/packages/core/src/ChatEngine.ts +++ b/packages/core/src/ChatEngine.ts @@ -13,14 +13,26 @@ import { ServiceContext, serviceContextFromDefaults } from "./ServiceContext"; import { v4 as uuidv4 } from "uuid"; import { Event } from "./callbacks/CallbackManager"; -interface ChatEngine { - chatRepl(): void; - +/** + * A ChatEngine is used to handle back and forth chats between the application and the LLM. + */ +export interface ChatEngine { + /** + * Send message along with the class's current chat history to the LLM. + * @param message + * @param chatHistory optional chat history if you want to customize the chat history + */ achat(message: string, chatHistory?: ChatMessage[]): Promise<Response>; + /** + * Resets the chat history so that it's empty. + */ reset(): void; } +/** + * SimpleChatEngine is the simplest possible chat engine. Useful for using your own custom prompts. + */ export class SimpleChatEngine implements ChatEngine { chatHistory: ChatMessage[]; llm: LLM; @@ -30,10 +42,6 @@ export class SimpleChatEngine implements ChatEngine { this.llm = init?.llm ?? new OpenAI(); } - chatRepl() { - throw new Error("Method not implemented."); - } - async achat(message: string, chatHistory?: ChatMessage[]): Promise<Response> { chatHistory = chatHistory ?? this.chatHistory; chatHistory.push({ content: message, role: "user" }); @@ -48,6 +56,16 @@ export class SimpleChatEngine implements ChatEngine { } } +/** + * CondenseQuestionChatEngine is used in conjunction with a Index (for example VectorIndex). + * It does two steps on taking a user's chat message: first, it condenses the chat message + * with the previous chat history into a question with more context. + * Then, it queries the underlying Index using the new question with context and returns + * the response. + * CondenseQuestionChatEngine performs well when the input is primarily questions about the + * underlying data. It performs less well when the chat messages are not questions about the + * data, or are very referential to previous context. + */ export class CondenseQuestionChatEngine implements ChatEngine { queryEngine: BaseQueryEngine; chatHistory: ChatMessage[]; @@ -102,15 +120,16 @@ export class CondenseQuestionChatEngine implements ChatEngine { return response; } - chatRepl() { - throw new Error("Method not implemented."); - } - reset() { this.chatHistory = []; } } +/** + * ContextChatEngine uses the Index to get the appropriate context for each query. + * The context is stored in the system prompt, and the chat history is preserved, + * ideally allowing the appropriate context to be surfaced for each query. + */ export class ContextChatEngine implements ChatEngine { retriever: BaseRetriever; chatModel: OpenAI; diff --git a/packages/core/src/Embedding.ts b/packages/core/src/Embedding.ts index bb824bc0efe5a929b922bf035601ae97a22e03db..d5719ac026418ed3c7c073cf5d0912cfdf46959b 100644 --- a/packages/core/src/Embedding.ts +++ b/packages/core/src/Embedding.ts @@ -2,12 +2,23 @@ import { DEFAULT_SIMILARITY_TOP_K } from "./constants"; import { OpenAISession, getOpenAISession } from "./openai"; import { VectorStoreQueryMode } from "./storage/vectorStore/types"; +/** + * Similarity type + * Default is cosine similarity. Dot product and negative Euclidean distance are also supported. + */ export enum SimilarityType { DEFAULT = "cosine", DOT_PRODUCT = "dot_product", EUCLIDEAN = "euclidean", } +/** + * The similarity between two embeddings. + * @param embedding1 + * @param embedding2 + * @param mode + * @returns similartiy score with higher numbers meaning the two embeddings are more similar + */ export function similarity( embedding1: number[], embedding2: number[], @@ -54,6 +65,15 @@ export function similarity( } } +/** + * Get the top K embeddings from a list of embeddings ordered by similarity to the query. + * @param queryEmbedding + * @param embeddings list of embeddings to consider + * @param similarityTopK max number of embeddings to return, default 2 + * @param embeddingIds ids of embeddings in the embeddings list + * @param similarityCutoff minimum similarity score + * @returns + */ export function getTopKEmbeddings( queryEmbedding: number[], embeddings: number[][], diff --git a/packages/core/src/GlobalsHelper.ts b/packages/core/src/GlobalsHelper.ts index 58a154d33a598cbffa0b39c8d55cba21684e8ea4..32b76b643ad1b2268e810fe7240f809d7560405b 100644 --- a/packages/core/src/GlobalsHelper.ts +++ b/packages/core/src/GlobalsHelper.ts @@ -1,6 +1,9 @@ import { Event, EventTag, EventType } from "./callbacks/CallbackManager"; import { v4 as uuidv4 } from "uuid"; +/** + * Helper class singleton + */ class GlobalsHelper { defaultTokenizer: ((text: string) => string[]) | null = null; diff --git a/packages/core/src/LLM.ts b/packages/core/src/LLM.ts index 56d1d19354443f4094de2121d2bc5edbf508e4fa..f2ea0a11e182483acb6fef910a1ac3b05a7f9f8e 100644 --- a/packages/core/src/LLM.ts +++ b/packages/core/src/LLM.ts @@ -24,8 +24,20 @@ export interface ChatResponse { // NOTE in case we need CompletionResponse to diverge from ChatResponse in the future export type CompletionResponse = ChatResponse; +/** + * Unified language model interface + */ export interface LLM { + /** + * Get a chat response from the LLM + * @param messages + */ achat(messages: ChatMessage[]): Promise<ChatResponse>; + + /** + * Get a prompt completion from the LLM + * @param prompt the prompt to complete + */ acomplete(prompt: string): Promise<CompletionResponse>; } @@ -39,11 +51,17 @@ export const TURBO_MODELS = { "gpt-3.5-turbo-16k": 16384, }; +/** + * We currently support GPT-3.5 and GPT-4 models + */ export const ALL_AVAILABLE_MODELS = { ...GPT4_MODELS, ...TURBO_MODELS, }; +/** + * OpenAI LLM implementation + */ export class OpenAI implements LLM { model: keyof typeof ALL_AVAILABLE_MODELS; temperature: number; diff --git a/packages/core/src/LLMPredictor.ts b/packages/core/src/LLMPredictor.ts index bb7d555737c1a6c3a5af6be878592d598cb75504..69a6aa5055290e398b179a62985ed676aa5d9d61 100644 --- a/packages/core/src/LLMPredictor.ts +++ b/packages/core/src/LLMPredictor.ts @@ -2,7 +2,9 @@ import { ALL_AVAILABLE_MODELS, OpenAI } from "./LLM"; import { SimplePrompt } from "./Prompt"; import { CallbackManager, Event } from "./callbacks/CallbackManager"; -// TODO change this to LLM class +/** + * LLM Predictors are an abstraction to predict the response to a prompt. + */ export interface BaseLLMPredictor { getLlmMetadata(): Promise<any>; apredict( @@ -12,7 +14,9 @@ export interface BaseLLMPredictor { ): Promise<string>; } -// TODO change this to LLM class +/** + * ChatGPTLLMPredictor is a predictor that uses GPT. + */ export class ChatGPTLLMPredictor implements BaseLLMPredictor { model: keyof typeof ALL_AVAILABLE_MODELS; retryOnThrottling: boolean; diff --git a/packages/core/src/Node.ts b/packages/core/src/Node.ts index 95d3081c8a7158d85e6207d37d075181fdc45951..f47b9d158d0b96caee9f5a2469afbdf70b471983 100644 --- a/packages/core/src/Node.ts +++ b/packages/core/src/Node.ts @@ -130,6 +130,9 @@ export abstract class BaseNode { } } +/** + * TextNode is the default node type for text. Most common node type in LlamaIndex.TS + */ export class TextNode extends BaseNode { text: string = ""; startCharIdx?: number; @@ -190,13 +193,13 @@ export class TextNode extends BaseNode { } } -export class ImageNode extends TextNode { - image: string = ""; +// export class ImageNode extends TextNode { +// image: string = ""; - getType(): ObjectType { - return ObjectType.IMAGE; - } -} +// getType(): ObjectType { +// return ObjectType.IMAGE; +// } +// } export class IndexNode extends TextNode { indexId: string = ""; @@ -206,6 +209,9 @@ export class IndexNode extends TextNode { } } +/** + * A document is just a special text node with a docId. + */ export class Document extends TextNode { constructor(init?: Partial<Document>) { super(init); @@ -221,15 +227,21 @@ export class Document extends TextNode { } } -export class ImageDocument extends Document { - image?: string; -} +// export class ImageDocument extends Document { +// image?: string; +// } +/** + * A node with a similarity score + */ export interface NodeWithScore { node: BaseNode; score: number; } +/** + * A node with an embedding + */ export interface NodeWithEmbedding { node: BaseNode; embedding: number[]; diff --git a/packages/core/src/NodeParser.ts b/packages/core/src/NodeParser.ts index f3e173f94b2449695177c005dce1b671a73923ee..99f9daba6b577159829d4a10ff102f0e56959b81 100644 --- a/packages/core/src/NodeParser.ts +++ b/packages/core/src/NodeParser.ts @@ -46,10 +46,16 @@ export function getNodesFromDocument( return nodes; } - +/** + * A node parser generates TextNodes from Documents + */ export interface NodeParser { getNodesFromDocuments(documents: Document[]): TextNode[]; } + +/** + * SimpleNodeParser is the default NodeParser. It splits documents into TextNodes using a splitter, by default SentenceSplitter + */ export class SimpleNodeParser implements NodeParser { textSplitter: SentenceSplitter; includeMetadata: boolean; diff --git a/packages/core/src/OutputParser.ts b/packages/core/src/OutputParser.ts index a5e0dded714507b64b8ff61de5d168673fd0fbd4..6d9b6600a282d53f5f18109c511608db36a5351a 100644 --- a/packages/core/src/OutputParser.ts +++ b/packages/core/src/OutputParser.ts @@ -1,15 +1,27 @@ import { SubQuestion } from "./QuestionGenerator"; +/** + * An OutputParser is used to extract structured data from the raw output of the LLM. + */ export interface BaseOutputParser<T> { parse(output: string): T; format(output: string): string; } +/** + * StructuredOutput is just a combo of the raw output and the parsed output. + */ export interface StructuredOutput<T> { rawOutput: string; parsedOutput: T; } +/** + * Error class for output parsing. Due to the nature of LLMs, anytime we use LLM + * to generate structured output, it's possible that it will hallucinate something + * that doesn't match the expected output format. So make sure to catch these + * errors in production. + */ class OutputParserError extends Error { cause: Error | undefined; output: string | undefined; @@ -36,6 +48,11 @@ class OutputParserError extends Error { } } +/** + * + * @param text A markdown block with JSON + * @returns parsed JSON object + */ function parseJsonMarkdown(text: string) { text = text.trim(); @@ -63,6 +80,9 @@ function parseJsonMarkdown(text: string) { } } +/** + * SubQuestionOutputParser is used to parse the output of the SubQuestionGenerator. + */ export class SubQuestionOutputParser implements BaseOutputParser<StructuredOutput<SubQuestion[]>> { diff --git a/packages/core/src/PromptHelper.ts b/packages/core/src/PromptHelper.ts index e7ecd71246eb43aef8158485f48edfb4c40a8630..3ead2e09094d9bdb92288895c8504b4c70a282dc 100644 --- a/packages/core/src/PromptHelper.ts +++ b/packages/core/src/PromptHelper.ts @@ -13,6 +13,12 @@ export function getEmptyPromptTxt(prompt: SimplePrompt) { return prompt({}); } +/** + * Get biggest empty prompt size from a list of prompts. + * Used to calculate the maximum size of inputs to the LLM. + * @param prompts + * @returns + */ export function getBiggestPrompt(prompts: SimplePrompt[]) { const emptyPromptTexts = prompts.map(getEmptyPromptTxt); const emptyPromptLengths = emptyPromptTexts.map((text) => text.length); @@ -21,6 +27,9 @@ export function getBiggestPrompt(prompts: SimplePrompt[]) { return prompts[maxEmptyPromptIndex]; } +/** + * A collection of helper functions for working with prompts. + */ export class PromptHelper { contextWindow = DEFAULT_CONTEXT_WINDOW; numOutput = DEFAULT_NUM_OUTPUTS; @@ -45,6 +54,11 @@ export class PromptHelper { this.separator = separator; } + /** + * Given a prompt, return the maximum size of the inputs to the prompt. + * @param prompt + * @returns + */ private getAvailableContextSize(prompt: SimplePrompt) { const emptyPromptText = getEmptyPromptTxt(prompt); const promptTokens = this.tokenizer(emptyPromptText); @@ -53,6 +67,13 @@ export class PromptHelper { return this.contextWindow - numPromptTokens - this.numOutput; } + /** + * Find the maximum size of each chunk given a prompt. + * @param prompt + * @param numChunks + * @param padding + * @returns + */ private getAvailableChunkSize( prompt: SimplePrompt, numChunks = 1, @@ -69,6 +90,13 @@ export class PromptHelper { } } + /** + * Creates a text splitter with the correct chunk sizes and overlaps given a prompt. + * @param prompt + * @param numChunks + * @param padding + * @returns + */ getTextSplitterGivenPrompt( prompt: SimplePrompt, numChunks = 1, @@ -83,14 +111,13 @@ export class PromptHelper { return textSplitter; } - truncate( - prompt: SimplePrompt, - textChunks: string[], - padding = DEFAULT_PADDING - ) { - throw new Error("Not implemented yet"); - } - + /** + * Repack resplits the strings based on the optimal text splitter. + * @param prompt + * @param textChunks + * @param padding + * @returns + */ repack( prompt: SimplePrompt, textChunks: string[], diff --git a/packages/core/src/QueryEngine.ts b/packages/core/src/QueryEngine.ts index 543305cadf8c244fb1b326e37f4d694e070c3331..8ea7378b35d9c6be6c18df4c88a9becc2bbc0c5d 100644 --- a/packages/core/src/QueryEngine.ts +++ b/packages/core/src/QueryEngine.ts @@ -12,10 +12,16 @@ import { Event } from "./callbacks/CallbackManager"; import { ServiceContext, serviceContextFromDefaults } from "./ServiceContext"; import { QueryEngineTool, ToolMetadata } from "./Tool"; +/** + * A query engine is a question answerer that can use one or more steps. + */ export interface BaseQueryEngine { aquery(query: string, parentEvent?: Event): Promise<Response>; } +/** + * A query engine that uses a retriever to query an index and then synthesizes the response. + */ export class RetrieverQueryEngine implements BaseQueryEngine { retriever: BaseRetriever; responseSynthesizer: ResponseSynthesizer; @@ -38,6 +44,9 @@ export class RetrieverQueryEngine implements BaseQueryEngine { } } +/** + * SubQuestionQueryEngine decomposes a question into subquestions and then + */ export class SubQuestionQueryEngine implements BaseQueryEngine { responseSynthesizer: ResponseSynthesizer; questionGen: BaseQuestionGenerator; diff --git a/packages/core/src/QuestionGenerator.ts b/packages/core/src/QuestionGenerator.ts index fad1f9732c952095034e7b07ba22ea6e03b2ebf0..bf014e9f98f0a1f2c5e8726c68ba5924591a5e26 100644 --- a/packages/core/src/QuestionGenerator.ts +++ b/packages/core/src/QuestionGenerator.ts @@ -16,10 +16,16 @@ export interface SubQuestion { toolName: string; } +/** + * QuestionGenerators generate new questions for the LLM using tools and a user query. + */ export interface BaseQuestionGenerator { agenerate(tools: ToolMetadata[], query: string): Promise<SubQuestion[]>; } +/** + * LLMQuestionGenerator uses the LLM to generate new questions for the LLM using tools and a user query. + */ export class LLMQuestionGenerator implements BaseQuestionGenerator { llmPredictor: BaseLLMPredictor; prompt: SimplePrompt; diff --git a/packages/core/src/Response.ts b/packages/core/src/Response.ts index 6351ac90fe89ed72aea12158958118054b23e0a0..c5be11b89c78b979c010755081452f3d2893648a 100644 --- a/packages/core/src/Response.ts +++ b/packages/core/src/Response.ts @@ -1,5 +1,8 @@ import { BaseNode } from "./Node"; +/** + * Respone is the output of a LLM + */ export class Response { response: string; sourceNodes?: BaseNode[]; diff --git a/packages/core/src/ResponseSynthesizer.ts b/packages/core/src/ResponseSynthesizer.ts index 4aeedb55e7ed19e8e4cd3eab0fa850e089aad3fd..beb97adf7c0a38410beabdeba851cb17ee8ec1c8 100644 --- a/packages/core/src/ResponseSynthesizer.ts +++ b/packages/core/src/ResponseSynthesizer.ts @@ -10,7 +10,16 @@ import { Response } from "./Response"; import { ServiceContext } from "./ServiceContext"; import { Event } from "./callbacks/CallbackManager"; +/** + * A ResponseBuilder is used in a response synthesizer to generate a response from multiple response chunks. + */ interface BaseResponseBuilder { + /** + * Get the response from a query and a list of text chunks. + * @param query + * @param textChunks + * @param parentEvent + */ agetResponse( query: string, textChunks: string[], @@ -18,6 +27,9 @@ interface BaseResponseBuilder { ): Promise<string>; } +/** + * A response builder that just concatenates responses. + */ export class SimpleResponseBuilder implements BaseResponseBuilder { llmPredictor: BaseLLMPredictor; textQATemplate: SimplePrompt; @@ -43,6 +55,9 @@ export class SimpleResponseBuilder implements BaseResponseBuilder { } } +/** + * A response builder that uses the query to ask the LLM generate a better response using multiple text chunks. + */ export class Refine implements BaseResponseBuilder { serviceContext: ServiceContext; textQATemplate: SimplePrompt; @@ -129,6 +144,10 @@ export class Refine implements BaseResponseBuilder { return response; } } + +/** + * CompactAndRefine is a slight variation of Refine that first compacts the text chunks into the smallest possible number of chunks. + */ export class CompactAndRefine extends Refine { async agetResponse( query: string, @@ -149,7 +168,9 @@ export class CompactAndRefine extends Refine { return response; } } - +/** + * TreeSummarize repacks the text chunks into the smallest possible number of chunks and then summarizes them, then recursively does so until there's one chunk left. + */ export class TreeSummarize implements BaseResponseBuilder { serviceContext: ServiceContext; @@ -194,7 +215,9 @@ export function getResponseBuilder( return new SimpleResponseBuilder(serviceContext); } -// TODO replace with Logan's new response_sythesizers/factory.py +/** + * A ResponseSynthesizer is used to generate a response from a query and a list of nodes. + */ export class ResponseSynthesizer { responseBuilder: BaseResponseBuilder; serviceContext?: ServiceContext; diff --git a/packages/core/src/Retriever.ts b/packages/core/src/Retriever.ts index 428be6bb68e36dee6d02c44d0f733a82a5ec364b..60fcf7d70574af41d1c6d2c67f3cc9881c09757a 100644 --- a/packages/core/src/Retriever.ts +++ b/packages/core/src/Retriever.ts @@ -9,11 +9,17 @@ import { VectorStoreQueryMode, } from "./storage/vectorStore/types"; +/** + * Retrievers retrieve the nodes that most closely match our query in similarity. + */ export interface BaseRetriever { aretrieve(query: string, parentEvent?: Event): Promise<NodeWithScore[]>; getServiceContext(): ServiceContext; } +/** + * VectorIndexRetriever retrieves nodes from a VectorIndex. + */ export class VectorIndexRetriever implements BaseRetriever { index: VectorStoreIndex; similarityTopK = DEFAULT_SIMILARITY_TOP_K; diff --git a/packages/core/src/ServiceContext.ts b/packages/core/src/ServiceContext.ts index 931e5118cd3678b2f31049b93b6540e96651a928..01e13e9633217c51574a8dd109d5653e72a8e1f9 100644 --- a/packages/core/src/ServiceContext.ts +++ b/packages/core/src/ServiceContext.ts @@ -5,6 +5,9 @@ import { NodeParser, SimpleNodeParser } from "./NodeParser"; import { PromptHelper } from "./PromptHelper"; import { CallbackManager } from "./callbacks/CallbackManager"; +/** + * The ServiceContext is a collection of components that are used in different parts of the application. + */ export interface ServiceContext { llmPredictor: BaseLLMPredictor; promptHelper: PromptHelper; diff --git a/packages/core/src/TextSplitter.ts b/packages/core/src/TextSplitter.ts index 3ec20da63082cf31bfa49d7465ee9e80bea5e1e7..706506a10f031afcb5f1f998000463e18556cd72 100644 --- a/packages/core/src/TextSplitter.ts +++ b/packages/core/src/TextSplitter.ts @@ -18,6 +18,9 @@ class TextSplit { type SplitRep = [text: string, numTokens: number]; +/** + * SentenceSplitter is our default text splitter that supports splitting into sentences, paragraphs, or fixed length chunks with overlap. + */ export class SentenceSplitter { private chunkSize: number; private chunkOverlap: number; diff --git a/packages/core/src/Tool.ts b/packages/core/src/Tool.ts index 5eaecb125cacd0e45848607229eadbdb9d4ed48b..9474f358c2b98e0085fafc86b290727cd9d0da32 100644 --- a/packages/core/src/Tool.ts +++ b/packages/core/src/Tool.ts @@ -5,10 +5,16 @@ export interface ToolMetadata { name: string; } +/** + * Simple Tool interface. Likely to change. + */ export interface BaseTool { metadata: ToolMetadata; } +/** + * A Tool that uses a QueryEngine. + */ export interface QueryEngineTool extends BaseTool { queryEngine: BaseQueryEngine; } diff --git a/packages/core/src/index.ts b/packages/core/src/index.ts index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..7bf8c8264fdd0db27acdf83458913f9afc33dc6a 100644 --- a/packages/core/src/index.ts +++ b/packages/core/src/index.ts @@ -0,0 +1,32 @@ +export * from "./BaseIndex"; +export * from "./ChatEngine"; +export * from "./constants"; +export * from "./Embedding"; +export * from "./GlobalsHelper"; +export * from "./LLM"; +export * from "./LLMPredictor"; +export * from "./Node"; +export * from "./NodeParser"; +// export * from "./openai"; Don't export OpenAIWrapper +export * from "./OutputParser"; +export * from "./Prompt"; +export * from "./QuestionGenerator"; +export * from "./QueryEngine"; +export * from "./Response"; +export * from "./ResponseSynthesizer"; +export * from "./Retriever"; +export * from "./ServiceContext"; +export * from "./TextSplitter"; +export * from "./Tool"; + +export * from "./index/list"; + +export * from "./callbacks/CallbackManager"; + +export * from "./readers/base"; +export * from "./readers/PDFReader"; +export * from "./readers/SimpleDirectoryReader"; + +export * from "./storage/constants"; +export * from "./storage/FileSystem"; +export * from "./storage/StorageContext"; diff --git a/packages/core/src/index/list/ListIndex.ts b/packages/core/src/index/list/ListIndex.ts index 1b9026b9db21cf1a4d31b840b474bb1542b6183d..7b2aff279d0bd8a1b76c2e0c275f09a905534412 100644 --- a/packages/core/src/index/list/ListIndex.ts +++ b/packages/core/src/index/list/ListIndex.ts @@ -30,6 +30,9 @@ export interface ListIndexOptions { storageContext?: StorageContext; } +/** + * A ListIndex keeps nodes in a sequential list structure + */ export class ListIndex extends BaseIndex<IndexList> { constructor(init: BaseIndexInit<IndexList>) { super(init); diff --git a/packages/core/src/openai.ts b/packages/core/src/openai.ts index a97ed2b273de9aaf0d38762229c3df8cc406c89f..d94422d3e56e8c1aa19017fb79c19428fc01bcbc 100644 --- a/packages/core/src/openai.ts +++ b/packages/core/src/openai.ts @@ -15,6 +15,9 @@ import { import { AxiosRequestConfig, AxiosResponse } from "axios"; import fetchAdapter from "./fetchAdapter"; +/** + * OpenAIWrapper is a wrapper around the OpenAI API that uses fetch instead of axios + */ export class OpenAIWrapper extends OpenAIApi { createCompletion( createCompletionRequest: CreateCompletionRequest, diff --git a/packages/core/src/readers/PDFReader.ts b/packages/core/src/readers/PDFReader.ts index 066043471af9b79ba64ebe4c3575c0755431b020..4c0d977b9ad0a47c879fd62d99f30f4078615830 100644 --- a/packages/core/src/readers/PDFReader.ts +++ b/packages/core/src/readers/PDFReader.ts @@ -5,6 +5,9 @@ import { DEFAULT_FS } from "../storage/constants"; import { default as pdfParse } from "pdf-parse"; import _ from "lodash"; +/** + * Read the text of a PDF + */ export default class PDFReader implements BaseReader { async loadData( file: string, diff --git a/packages/core/src/readers/SimpleDirectoryReader.ts b/packages/core/src/readers/SimpleDirectoryReader.ts index ef5b2d8ec77da1a298da53b475e69f9ba8f8b784..99d1c4f9974be1b2b9334b4fb344e1319640551f 100644 --- a/packages/core/src/readers/SimpleDirectoryReader.ts +++ b/packages/core/src/readers/SimpleDirectoryReader.ts @@ -5,6 +5,9 @@ import { CompleteFileSystem, walk } from "../storage/FileSystem"; import { DEFAULT_FS } from "../storage/constants"; import PDFReader from "./PDFReader"; +/** + * Read a .txt file + */ export class TextFileReader implements BaseReader { async loadData( file: string, @@ -27,6 +30,9 @@ export type SimpleDirectoryReaderLoadDataProps = { fileExtToReader?: Record<string, BaseReader>; }; +/** + * Read all of the documents in a directory. Currently supports PDF and TXT files. + */ export default class SimpleDirectoryReader implements BaseReader { async loadData({ directoryPath, diff --git a/packages/core/src/readers/base.ts b/packages/core/src/readers/base.ts index 87fc1d4f2f61187083b1671d2054ce70ac51a279..35501d6dc5b2cb0b53a0e643b39153aef0354c8a 100644 --- a/packages/core/src/readers/base.ts +++ b/packages/core/src/readers/base.ts @@ -1,5 +1,8 @@ -import { Document } from "../Document"; +import { Document } from "../Node"; +/** + * A reader takes imports data into Document objects. + */ export interface BaseReader { loadData(...args: any[]): Promise<Document[]>; } diff --git a/packages/ui/Button.tsx b/packages/ui/Button.tsx deleted file mode 100644 index ff7e99d4a1add36c33222f958b1640775c55aec6..0000000000000000000000000000000000000000 --- a/packages/ui/Button.tsx +++ /dev/null @@ -1,7 +0,0 @@ -"use client"; - -import * as React from "react"; - -export const Button = () => { - return <button onClick={() => alert("boop")}>Boop</button>; -}; diff --git a/packages/ui/Header.tsx b/packages/ui/Header.tsx deleted file mode 100644 index 3a96ae800d12a8b3cbdcdc8d64e26f3b138e0fe3..0000000000000000000000000000000000000000 --- a/packages/ui/Header.tsx +++ /dev/null @@ -1,5 +0,0 @@ -import * as React from "react"; - -export const Header = ({ text }: { text: string }) => { - return <h1>{text}</h1>; -}; diff --git a/packages/ui/index.tsx b/packages/ui/index.tsx deleted file mode 100644 index 93afd50b4a7b89b29282e0195b51603903da9850..0000000000000000000000000000000000000000 --- a/packages/ui/index.tsx +++ /dev/null @@ -1,5 +0,0 @@ -import * as React from "react"; - -// component exports -export * from "./Button"; -export * from "./Header"; diff --git a/packages/ui/package.json b/packages/ui/package.json deleted file mode 100644 index 1c85c2c4eb1c75b460775b2e5f8072d34e7f2e5d..0000000000000000000000000000000000000000 --- a/packages/ui/package.json +++ /dev/null @@ -1,20 +0,0 @@ -{ - "name": "ui", - "version": "0.0.0", - "main": "./index.tsx", - "types": "./index.tsx", - "license": "MIT", - "scripts": { - "lint": "eslint \"**/*.ts*\"", - "generate:component": "turbo gen react-component" - }, - "devDependencies": { - "@types/react": "^18.2.0", - "@types/react-dom": "^18.2.0", - "eslint": "^7.32.0", - "eslint-config-custom": "workspace:*", - "react": "^17.0.2", - "tsconfig": "workspace:*", - "typescript": "^4.5.2" - } -} diff --git a/packages/ui/tsconfig.json b/packages/ui/tsconfig.json deleted file mode 100644 index cd6c94d6e8b0c3b34c21ef652ef4d56c64b4a5df..0000000000000000000000000000000000000000 --- a/packages/ui/tsconfig.json +++ /dev/null @@ -1,5 +0,0 @@ -{ - "extends": "tsconfig/react-library.json", - "include": ["."], - "exclude": ["dist", "build", "node_modules"] -} diff --git a/packages/ui/turbo/generators/config.ts b/packages/ui/turbo/generators/config.ts deleted file mode 100644 index 730d424fb52b4f54988c7a235ec8c985950186a7..0000000000000000000000000000000000000000 --- a/packages/ui/turbo/generators/config.ts +++ /dev/null @@ -1,30 +0,0 @@ -import { PlopTypes } from "@turbo/gen"; - -// Learn more about Turborepo Generators at https://turbo.build/repo/docs/core-concepts/monorepos/code-generation - -export default function generator(plop: PlopTypes.NodePlopAPI): void { - // A simple generator to add a new React component to the internal UI library - plop.setGenerator("react-component", { - description: "Adds a new react component", - prompts: [ - { - type: "input", - name: "name", - message: "What is the name of the component?", - }, - ], - actions: [ - { - type: "add", - path: "{{pascalCase name}}.tsx", - templateFile: "templates/component.hbs", - }, - { - type: "append", - path: "index.tsx", - pattern: /(\/\/ component exports)/g, - template: 'export * from "./{{pascalCase name}}";', - }, - ], - }); -} diff --git a/packages/ui/turbo/generators/templates/component.hbs b/packages/ui/turbo/generators/templates/component.hbs deleted file mode 100644 index cf7b6369c80a7bcb32deef6dc4638a394ff570ea..0000000000000000000000000000000000000000 --- a/packages/ui/turbo/generators/templates/component.hbs +++ /dev/null @@ -1,14 +0,0 @@ -import * as React from "react"; - -interface Props { - children?: React.ReactNode; -} - -export const {{ pascalCase name }} = ({ children }: Props) => { - return ( - <div> - <h1>{{ name }}</h1> - {children} - </div> - ); -}; diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 7fc78117e78169194e1bb93deb0978c58986021c..e9ffee310e8da4fa82a7e91c29a91469fcb6d38d 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -9,11 +9,11 @@ importers: .: devDependencies: '@turbo/gen': - specifier: ^1.10.5 - version: 1.10.5(@types/node@18.6.0)(typescript@4.9.5) + specifier: ^1.10.7 + version: 1.10.7(@types/node@20.4.2)(typescript@5.1.6) '@types/jest': - specifier: ^29.5.2 - version: 29.5.2 + specifier: ^29.5.3 + version: 29.5.3 eslint: specifier: ^7.32.0 version: 7.32.0 @@ -24,8 +24,8 @@ importers: specifier: ^8.0.3 version: 8.0.3 jest: - specifier: ^29.5.0 - version: 29.5.0(@types/node@18.6.0) + specifier: ^29.6.1 + version: 29.6.1(@types/node@20.4.2) prettier: specifier: ^2.8.8 version: 2.8.8 @@ -33,49 +33,67 @@ importers: specifier: ^0.3.0 version: 0.3.0(prettier@2.8.8) ts-jest: - specifier: ^29.1.0 - version: 29.1.0(@babel/core@7.22.5)(jest@29.5.0)(typescript@4.9.5) + specifier: ^29.1.1 + version: 29.1.1(@babel/core@7.22.9)(jest@29.6.1)(typescript@5.1.6) turbo: - specifier: ^1.10.6 + specifier: ^1.10.7 version: 1.10.7 apps/docs: dependencies: - next: - specifier: ^13.4.1 - version: 13.4.1(@babel/core@7.22.5)(react-dom@18.2.0)(react@18.2.0) + '@docusaurus/core': + specifier: 2.4.1 + version: 2.4.1(@docusaurus/types@2.4.1)(eslint@7.32.0)(react-dom@17.0.2)(react@17.0.2)(typescript@4.9.5) + '@docusaurus/preset-classic': + specifier: 2.4.1 + version: 2.4.1(@algolia/client-search@4.18.0)(eslint@7.32.0)(react-dom@17.0.2)(react@17.0.2)(search-insights@2.7.0)(typescript@4.9.5) + '@docusaurus/remark-plugin-npm2yarn': + specifier: ^2.4.1 + version: 2.4.1 + '@mdx-js/react': + specifier: ^1.6.22 + version: 1.6.22(react@17.0.2) + clsx: + specifier: ^1.2.1 + version: 1.2.1 + postcss: + specifier: ^8.4.25 + version: 8.4.25 + prism-react-renderer: + specifier: ^1.3.5 + version: 1.3.5(react@17.0.2) react: - specifier: ^18.2.0 - version: 18.2.0 + specifier: ^17.0.2 + version: 17.0.2 react-dom: - specifier: ^18.2.0 - version: 18.2.0(react@18.2.0) - ui: - specifier: workspace:* - version: link:../../packages/ui + specifier: ^17.0.2 + version: 17.0.2(react@17.0.2) devDependencies: - '@types/node': - specifier: ^17.0.12 - version: 17.0.45 - '@types/react': - specifier: ^18.0.22 - version: 18.2.5 - '@types/react-dom': - specifier: ^18.0.7 - version: 18.2.3 - eslint-config-custom: - specifier: workspace:* - version: link:../../packages/eslint-config-custom - tsconfig: - specifier: workspace:* - version: link:../../packages/tsconfig + '@docusaurus/module-type-aliases': + specifier: 2.4.1 + version: 2.4.1(react-dom@17.0.2)(react@17.0.2) + '@docusaurus/types': + specifier: ^2.4.1 + version: 2.4.1(react-dom@17.0.2)(react@17.0.2) + '@tsconfig/docusaurus': + specifier: ^1.0.5 + version: 1.0.5 + docusaurus-plugin-typedoc: + specifier: ^0.19.2 + version: 0.19.2(typedoc-plugin-markdown@3.15.3)(typedoc@0.24.8) + typedoc: + specifier: ^0.24.8 + version: 0.24.8(typescript@4.9.5) + typedoc-plugin-markdown: + specifier: ^3.15.3 + version: 3.15.3(typedoc@0.24.8) typescript: - specifier: ^4.5.3 + specifier: ^4.7.4 version: 4.9.5 apps/simple: dependencies: - '@llamaindex/core': + llamaindex: specifier: workspace:* version: link:../../packages/core devDependencies: @@ -83,40 +101,6 @@ importers: specifier: ^18 version: 18.6.0 - apps/web: - dependencies: - next: - specifier: ^13.4.1 - version: 13.4.1(@babel/core@7.22.5)(react-dom@18.2.0)(react@18.2.0) - react: - specifier: ^18.2.0 - version: 18.2.0 - react-dom: - specifier: ^18.2.0 - version: 18.2.0(react@18.2.0) - ui: - specifier: workspace:* - version: link:../../packages/ui - devDependencies: - '@types/node': - specifier: ^17.0.12 - version: 17.0.45 - '@types/react': - specifier: ^18.0.22 - version: 18.2.5 - '@types/react-dom': - specifier: ^18.0.7 - version: 18.2.3 - eslint-config-custom: - specifier: workspace:* - version: link:../../packages/eslint-config-custom - tsconfig: - specifier: workspace:* - version: link:../../packages/tsconfig - typescript: - specifier: ^4.5.3 - version: 4.9.5 - packages/core: dependencies: axios: @@ -164,16 +148,16 @@ importers: dependencies: eslint-config-next: specifier: ^13.4.1 - version: 13.4.1(eslint@7.32.0)(typescript@4.9.5) + version: 13.4.1(eslint@8.45.0)(typescript@5.1.6) eslint-config-prettier: specifier: ^8.3.0 - version: 8.8.0(eslint@7.32.0) + version: 8.8.0(eslint@8.45.0) eslint-config-turbo: specifier: ^1.9.3 - version: 1.9.3(eslint@7.32.0) + version: 1.9.3(eslint@8.45.0) eslint-plugin-react: specifier: 7.28.0 - version: 7.28.0(eslint@7.32.0) + version: 7.28.0(eslint@8.45.0) packages/tsconfig: {} @@ -203,6 +187,149 @@ importers: packages: + /@aashutoshrathi/word-wrap@1.2.6: + resolution: {integrity: sha512-1Yjs2SvM8TflER/OD3cOjhWWOZb58A2t7wpE2S9XfBYTiIl+XFhQG2bjy4Pu1I+EAlCNUzRDYDdFwFYUKvXcIA==} + engines: {node: '>=0.10.0'} + dev: false + + /@algolia/autocomplete-core@1.9.3(@algolia/client-search@4.18.0)(algoliasearch@4.18.0)(search-insights@2.7.0): + resolution: {integrity: sha512-009HdfugtGCdC4JdXUbVJClA0q0zh24yyePn+KUGk3rP7j8FEe/m5Yo/z65gn6nP/cM39PxpzqKrL7A6fP6PPw==} + dependencies: + '@algolia/autocomplete-plugin-algolia-insights': 1.9.3(@algolia/client-search@4.18.0)(algoliasearch@4.18.0)(search-insights@2.7.0) + '@algolia/autocomplete-shared': 1.9.3(@algolia/client-search@4.18.0)(algoliasearch@4.18.0) + transitivePeerDependencies: + - '@algolia/client-search' + - algoliasearch + - search-insights + dev: false + + 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