diff --git a/.changeset/honest-schools-divide.md b/.changeset/honest-schools-divide.md new file mode 100644 index 0000000000000000000000000000000000000000..02c293a0b36672565f0df97fab055c573326d670 --- /dev/null +++ b/.changeset/honest-schools-divide.md @@ -0,0 +1,5 @@ +--- +"create-llama": patch +--- + +feat(create-llama) add option to select tools (google_search, wikipedia) diff --git a/.changeset/light-parents-repeat.md b/.changeset/light-parents-repeat.md new file mode 100644 index 0000000000000000000000000000000000000000..68e1b1a347952c5cfbd008462f8b8736c5f8c207 --- /dev/null +++ b/.changeset/light-parents-repeat.md @@ -0,0 +1,5 @@ +--- +"llamaindex": patch +--- + +feat(embedBatchSize): add batching for embeddings diff --git a/.changeset/smart-eels-design.md b/.changeset/smart-eels-design.md new file mode 100644 index 0000000000000000000000000000000000000000..4863ea4f705975a60eb2589a61c8d8d2b99453ee --- /dev/null +++ b/.changeset/smart-eels-design.md @@ -0,0 +1,5 @@ +--- +"llamaindex": patch +--- + +fix: update `VectorIndexRetriever` constructor parameters' type. diff --git a/.changeset/smart-ligers-occur.md b/.changeset/smart-ligers-occur.md new file mode 100644 index 0000000000000000000000000000000000000000..acce80359452196ddcd593a325e5206d0366feec --- /dev/null +++ b/.changeset/smart-ligers-occur.md @@ -0,0 +1,5 @@ +--- +"llamaindex": patch +--- + +feat(queryEngineTool): add query engine tool to agents diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index 7abfada378fbf73396dbe875d682a99846c97bcb..9a076928b58f1ccfc9c7837901cab00ed7c4da2b 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -38,6 +38,12 @@ jobs: - name: Run Circular Dependency Check run: pnpm run circular-check working-directory: ./packages/core + - uses: actions/upload-artifact@v3 + if: failure() + with: + name: typecheck-build-dist + path: ./packages/core/dist + if-no-files-found: error typecheck-examples: runs-on: ubuntu-latest diff --git a/apps/docs/docs/getting_started/concepts.md b/apps/docs/docs/getting_started/concepts.md index 6530ef77a816f93e06c8ecaa56cd7d8614d0c44d..1cd3e56411ef81ae7faad15979a34ac6e5f7c99e 100644 --- a/apps/docs/docs/getting_started/concepts.md +++ b/apps/docs/docs/getting_started/concepts.md @@ -35,7 +35,7 @@ LlamaIndex.TS help you prepare the knowledge base with a suite of data connector [**Data Loaders**](../modules/data_loader.md): A data connector (i.e. `Reader`) ingest data from different data sources and data formats into a simple `Document` representation (text and simple metadata). -[**Documents / Nodes**](../modules/documents_and_nodes.md): A `Document` is a generic container around any data source - for instance, a PDF, an API output, or retrieved data from a database. A `Node` is the atomic unit of data in LlamaIndex and represents a "chunk" of a source `Document`. It's a rich representation that includes metadata and relationships (to other nodes) to enable accurate and expressive retrieval operations. +[**Documents / Nodes**](../modules/documents_and_nodes/index.md): A `Document` is a generic container around any data source - for instance, a PDF, an API output, or retrieved data from a database. A `Node` is the atomic unit of data in LlamaIndex and represents a "chunk" of a source `Document`. It's a rich representation that includes metadata and relationships (to other nodes) to enable accurate and expressive retrieval operations. [**Data Indexes**](../modules/data_index.md): Once you've ingested your data, LlamaIndex helps you index data into a format that's easy to retrieve. @@ -69,7 +69,7 @@ A response synthesizer generates a response from an LLM, using a user query and #### Pipelines -[**Query Engines**](../modules/query_engine.md): +[**Query Engines**](../modules/query_engines): A query engine is an end-to-end pipeline that allow you to ask question over your data. It takes in a natural language query, and returns a response, along with reference context retrieved and passed to the LLM. diff --git a/apps/docs/docs/getting_started/installation.mdx b/apps/docs/docs/getting_started/installation.mdx index 6975b5392072df7c9814aa7453a01f09bfae9980..65e20ee5835a2bce3b6d3a2e5c6d9fd3ef372949 100644 --- a/apps/docs/docs/getting_started/installation.mdx +++ b/apps/docs/docs/getting_started/installation.mdx @@ -58,6 +58,6 @@ Our examples use OpenAI by default. You'll need to set up your Open AI key like 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. +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/getting_started/starter.md b/apps/docs/docs/getting_started/starter.md index 1aec62cbec2f388ecbe1344b7530b6af7a89504a..84710153c201e1e29856f74e172bb4b191681490 100644 --- a/apps/docs/docs/getting_started/starter.md +++ b/apps/docs/docs/getting_started/starter.md @@ -36,9 +36,9 @@ async function main() { // Query the index const queryEngine = index.asQueryEngine(); - const response = await queryEngine.query( - "What did the author do in college?", - ); + const response = await queryEngine.query({ + query: "What did the author do in college?", + }); // Output response console.log(response.toString()); diff --git a/apps/docs/docs/introduction.md b/apps/docs/docs/introduction.md index 6a3630e58b57c0702d794330b2695daba5017b66..68297710b30a91931c2effce7061eb1e2912cbd7 100644 --- a/apps/docs/docs/introduction.md +++ b/apps/docs/docs/introduction.md @@ -37,9 +37,9 @@ For more complex applications, our lower-level APIs allow advanced users to cust `npm install llamaindex` -Our documentation includes [Installation Instructions](./installation.mdx) and a [Starter Tutorial](./starter.md) to build your first application. +Our documentation includes [Installation Instructions](./getting_started/installation.mdx) and a [Starter Tutorial](./getting_started/starter.md) to build your first application. -Once you're up and running, [High-Level Concepts](./getting_started/concepts.md) has an overview of LlamaIndex's modular architecture. For more hands-on practical examples, look through our [End-to-End Tutorials](./end_to_end.md). +Once you're up and running, [High-Level Concepts](./getting_started/concepts.md) has an overview of LlamaIndex's modular architecture. For more hands-on practical examples, look through our Examples section on the sidebar. ## 🗺️ Ecosystem diff --git a/apps/docs/docs/modules/agent/index.md b/apps/docs/docs/modules/agent/index.md index 28d9ff27b556689e41c16f5e8d3bbc9e1b7a4b5d..99e2d1f4ab5fa04e9898b4906c4d746a2207de2c 100644 --- a/apps/docs/docs/modules/agent/index.md +++ b/apps/docs/docs/modules/agent/index.md @@ -11,4 +11,4 @@ An “agent” is an automated reasoning and decision engine. It takes in a user LlamaIndex.TS comes with a few built-in agents, but you can also create your own. The built-in agents include: -- [OpenAI Agent](./openai.md) +- [OpenAI Agent](./openai.mdx) diff --git a/apps/docs/docs/modules/agent/query_engine_tool.mdx b/apps/docs/docs/modules/agent/query_engine_tool.mdx new file mode 100644 index 0000000000000000000000000000000000000000..83ce66f929ea168c26a1aceaa308fd56bdb77bb8 --- /dev/null +++ b/apps/docs/docs/modules/agent/query_engine_tool.mdx @@ -0,0 +1,128 @@ +# OpenAI Agent + QueryEngineTool + +QueryEngineTool is a tool that allows you to query a vector index. In this example, we will create a vector index from a set of documents and then create a QueryEngineTool from the vector index. We will then create an OpenAIAgent with the QueryEngineTool and chat with the agent. + +## Setup + +First, you need to install the `llamaindex` package. You can do this by running the following command in your terminal: + +```bash +pnpm i llamaindex +``` + +Then you can import the necessary classes and functions. + +```ts +import { + OpenAIAgent, + SimpleDirectoryReader, + VectorStoreIndex, + QueryEngineTool, +} from "llamaindex"; +``` + +## Create a vector index + +Now we can create a vector index from a set of documents. + +```ts +// Load the documents +const documents = await new SimpleDirectoryReader().loadData({ + directoryPath: "node_modules/llamaindex/examples/", +}); + +// Create a vector index from the documents +const vectorIndex = await VectorStoreIndex.fromDocuments(documents); +``` + +## Create a QueryEngineTool + +Now we can create a QueryEngineTool from the vector index. + +```ts +// Create a query engine from the vector index +const abramovQueryEngine = vectorIndex.asQueryEngine(); + +// Create a QueryEngineTool with the query engine +const queryEngineTool = new QueryEngineTool({ + queryEngine: abramovQueryEngine, + metadata: { + name: "abramov_query_engine", + description: "A query engine for the Abramov documents", + }, +}); +``` + +## Create an OpenAIAgent + +```ts +// Create an OpenAIAgent with the query engine tool tools + +const agent = new OpenAIAgent({ + tools: [queryEngineTool], + verbose: true, +}); +``` + +## Chat with the agent + +Now we can chat with the agent. + +```ts +const response = await agent.chat({ + message: "What was his salary?", +}); + +console.log(String(response)); +``` + +## Full code + +```ts +import { + OpenAIAgent, + SimpleDirectoryReader, + VectorStoreIndex, + QueryEngineTool, +} from "llamaindex"; + +async function main() { + // Load the documents + const documents = await new SimpleDirectoryReader().loadData({ + directoryPath: "node_modules/llamaindex/examples/", + }); + + // Create a vector index from the documents + const vectorIndex = await VectorStoreIndex.fromDocuments(documents); + + // Create a query engine from the vector index + const abramovQueryEngine = vectorIndex.asQueryEngine(); + + // Create a QueryEngineTool with the query engine + const queryEngineTool = new QueryEngineTool({ + queryEngine: abramovQueryEngine, + metadata: { + name: "abramov_query_engine", + description: "A query engine for the Abramov documents", + }, + }); + + // Create an OpenAIAgent with the function tools + const agent = new OpenAIAgent({ + tools: [queryEngineTool], + verbose: true, + }); + + // Chat with the agent + const response = await agent.chat({ + message: "What was his salary?", + }); + + // Print the response + console.log(String(response)); +} + +main().then(() => { + console.log("Done"); +}); +``` diff --git a/apps/docs/docs/modules/query_engines/index.md b/apps/docs/docs/modules/query_engines/index.md index 5a2980ff799e2f7550a157d8471f89cc31028436..83d6e875bf3b7c4253f854d090e045f2f87d8eb9 100644 --- a/apps/docs/docs/modules/query_engines/index.md +++ b/apps/docs/docs/modules/query_engines/index.md @@ -36,6 +36,6 @@ You can learn more about Tools by taking a look at the LlamaIndex Python documen ## API Reference -- [RetrieverQueryEngine](../api/classes/RetrieverQueryEngine.md) -- [SubQuestionQueryEngine](../api/classes/SubQuestionQueryEngine.md) -- [QueryEngineTool](../api/interfaces//QueryEngineTool.md) +- [RetrieverQueryEngine](../../api/classes/RetrieverQueryEngine.md) +- [SubQuestionQueryEngine](../../api/classes/SubQuestionQueryEngine.md) +- [QueryEngineTool](../../api/interfaces/QueryEngineTool.md) diff --git a/examples/agent/query_openai_agent.ts b/examples/agent/query_openai_agent.ts new file mode 100644 index 0000000000000000000000000000000000000000..37614b46df6703ba7f03451b0ac43f89d66a8957 --- /dev/null +++ b/examples/agent/query_openai_agent.ts @@ -0,0 +1,46 @@ +import { + OpenAIAgent, + QueryEngineTool, + SimpleDirectoryReader, + VectorStoreIndex, +} from "llamaindex"; + +async function main() { + // Load the documents + const documents = await new SimpleDirectoryReader().loadData({ + directoryPath: "node_modules/llamaindex/examples/", + }); + + // Create a vector index from the documents + const vectorIndex = await VectorStoreIndex.fromDocuments(documents); + + // Create a query engine from the vector index + const abramovQueryEngine = vectorIndex.asQueryEngine(); + + // Create a QueryEngineTool with the query engine + const queryEngineTool = new QueryEngineTool({ + queryEngine: abramovQueryEngine, + metadata: { + name: "abramov_query_engine", + description: "A query engine for the Abramov documents", + }, + }); + + // Create an OpenAIAgent with the function tools + const agent = new OpenAIAgent({ + tools: [queryEngineTool], + verbose: true, + }); + + // Chat with the agent + const response = await agent.chat({ + message: "What was his salary?", + }); + + // Print the response + console.log(String(response)); +} + +main().then(() => { + console.log("Done"); +}); diff --git a/examples/astradb/README.md b/examples/astradb/README.md index 5dff7adbc3b19be0bf468650832d3c7b6bf310c6..78948903703791615928b0f22106b15b3840353f 100644 --- a/examples/astradb/README.md +++ b/examples/astradb/README.md @@ -14,18 +14,27 @@ Here are two sample scripts which work well with the sample data in the Astra Po - `ASTRA_DB_APPLICATION_TOKEN`: The generated app token for your Astra database - `ASTRA_DB_ENDPOINT`: The API endpoint for your Astra database +- `ASTRA_DB_NAMESPACE`: (Optional) The namespace where your collection is stored defaults to `default_keyspace` - `OPENAI_API_KEY`: Your OpenAI key 2. `cd` Into the `examples` directory 3. run `npm i` -## Load the data +## Example load and query + +Loads and queries a simple vectorstore with some documents about Astra DB + +run `ts-node astradb/example` + +## Movie Reviews Example + +### Load the data This sample loads the same dataset of movie reviews as the Astra Portal sample dataset. (Feel free to load the data in your the Astra Data Explorer to compare) run `ts-node astradb/load` -## Use RAG to Query the data +### Use RAG to Query the data Check out your data in the Astra Data Explorer and change the sample query as you see fit. diff --git a/examples/astradb/example.ts b/examples/astradb/example.ts new file mode 100644 index 0000000000000000000000000000000000000000..67b0170bc9728aa222549a6d9d64d2d41a634ec4 --- /dev/null +++ b/examples/astradb/example.ts @@ -0,0 +1,58 @@ +import { + AstraDBVectorStore, + Document, + storageContextFromDefaults, + VectorStoreIndex, +} from "llamaindex"; + +const collectionName = "test_collection"; + +async function main() { + try { + const docs = [ + new Document({ + text: "AstraDB is built on Apache Cassandra", + metadata: { + id: 123, + foo: "bar", + }, + }), + new Document({ + text: "AstraDB is a NoSQL DB", + metadata: { + id: 456, + foo: "baz", + }, + }), + new Document({ + text: "AstraDB supports vector search", + metadata: { + id: 789, + foo: "qux", + }, + }), + ]; + + const astraVS = new AstraDBVectorStore(); + await astraVS.create(collectionName, { + vector: { dimension: 1536, metric: "cosine" }, + }); + await astraVS.connect(collectionName); + + const ctx = await storageContextFromDefaults({ vectorStore: astraVS }); + const index = await VectorStoreIndex.fromDocuments(docs, { + storageContext: ctx, + }); + + const queryEngine = index.asQueryEngine(); + const response = await queryEngine.query({ + query: "Describe AstraDB.", + }); + + console.log(response.toString()); + } catch (e) { + console.error(e); + } +} + +main(); diff --git a/examples/astradb/load.ts b/examples/astradb/load.ts index 6c422fb145920e24563a7af5666285023023e1bc..d1982505b0bdf62bd17caa78cf6994e0fe5e9986 100644 --- a/examples/astradb/load.ts +++ b/examples/astradb/load.ts @@ -10,9 +10,9 @@ const collectionName = "movie_reviews"; async function main() { try { const reader = new PapaCSVReader(false); - const docs = await reader.loadData("../data/movie_reviews.csv"); + const docs = await reader.loadData("./data/movie_reviews.csv"); - const astraVS = new AstraDBVectorStore(); + const astraVS = new AstraDBVectorStore({ contentKey: "reviewtext" }); await astraVS.create(collectionName, { vector: { dimension: 1536, metric: "cosine" }, }); diff --git a/examples/astradb/query.ts b/examples/astradb/query.ts index 949cfd1188b7d10fab7276639a8b1f8a3574ad90..23985c0d253b6c1d7f46501d1ffcfd43289443c8 100644 --- a/examples/astradb/query.ts +++ b/examples/astradb/query.ts @@ -8,7 +8,7 @@ const collectionName = "movie_reviews"; async function main() { try { - const astraVS = new AstraDBVectorStore(); + const astraVS = new AstraDBVectorStore({ contentKey: "reviewtext" }); await astraVS.connect(collectionName); const ctx = serviceContextFromDefaults(); @@ -19,7 +19,7 @@ async function main() { const queryEngine = await index.asQueryEngine({ retriever }); const results = await queryEngine.query({ - query: "What is the best reviewed movie?", + query: 'How was "La Sapienza" reviewed?', }); console.log(results.response); diff --git a/examples/subquestion.ts b/examples/subquestion.ts index b1e692e1f305668a21f8ac12076ea247cc7046e8..b1f8b3e4bec417f54baa41e14f24cd3c9c8dbacf 100644 --- a/examples/subquestion.ts +++ b/examples/subquestion.ts @@ -1,4 +1,9 @@ -import { Document, SubQuestionQueryEngine, VectorStoreIndex } from "llamaindex"; +import { + Document, + QueryEngineTool, + SubQuestionQueryEngine, + VectorStoreIndex, +} from "llamaindex"; import essay from "./essay"; @@ -6,16 +11,18 @@ import essay from "./essay"; const document = new Document({ text: essay, id_: essay }); const index = await VectorStoreIndex.fromDocuments([document]); - const queryEngine = SubQuestionQueryEngine.fromDefaults({ - queryEngineTools: [ - { - queryEngine: index.asQueryEngine(), - metadata: { - name: "pg_essay", - description: "Paul Graham essay on What I Worked On", - }, + const queryEngineTools = [ + new QueryEngineTool({ + queryEngine: index.asQueryEngine(), + metadata: { + name: "pg_essay", + description: "Paul Graham essay on What I Worked On", }, - ], + }), + ]; + + const queryEngine = SubQuestionQueryEngine.fromDefaults({ + queryEngineTools, }); const response = await queryEngine.query({ diff --git a/package.json b/package.json index 2384175d762e3f566092c1ae69496f79ede15429..4db9febcaab56b27cb401aa6ea3704980c0b4103 100644 --- a/package.json +++ b/package.json @@ -18,7 +18,7 @@ }, "devDependencies": { "@changesets/cli": "^2.27.1", - "@turbo/gen": "^1.11.3", + "@turbo/gen": "^1.12.2", "@types/jest": "^29.5.11", "eslint": "^8.56.0", "eslint-config-custom": "workspace:*", @@ -28,10 +28,10 @@ "prettier": "^3.2.4", "prettier-plugin-organize-imports": "^3.2.4", "ts-jest": "^29.1.2", - "turbo": "^1.11.3", + "turbo": "^1.12.2", "typescript": "^5.3.3" }, - "packageManager": "pnpm@8.14.3+sha256.2d0363bb6c314daa67087ef07743eea1ba2e2d360c835e8fec6b5575e4ed9484", + "packageManager": "pnpm@8.15.1", "pnpm": { "overrides": { "trim": "1.0.1", diff --git a/packages/core/package.json b/packages/core/package.json index c91a672de2d32214134092e17a374c79cda554cd..fc0a232cf6d159a294957e7863b23844b5ee3171 100644 --- a/packages/core/package.json +++ b/packages/core/package.json @@ -40,7 +40,7 @@ "@types/node": "^18.19.10", "@types/papaparse": "^5.3.14", "@types/pg": "^8.11.0", - "bunchee": "^4.4.3", + "bunchee": "^4.4.6", "edit-json-file": "^1.8.0", "madge": "^6.1.0", "typescript": "^5.3.3" @@ -118,11 +118,6 @@ "import": "./dist/Response.mjs", "require": "./dist/Response.js" }, - "./Retriever": { - "types": "./dist/Retriever.d.mts", - "import": "./dist/Retriever.mjs", - "require": "./dist/Retriever.js" - }, "./ServiceContext": { "types": "./dist/ServiceContext.d.mts", "import": "./dist/ServiceContext.mjs", @@ -133,10 +128,10 @@ "import": "./dist/TextSplitter.mjs", "require": "./dist/TextSplitter.js" }, - "./Tool": { - "types": "./dist/Tool.d.mts", - "import": "./dist/Tool.mjs", - "require": "./dist/Tool.js" + "./tools": { + "types": "./dist/tools.d.mts", + "import": "./dist/tools.mjs", + "require": "./dist/tools.js" }, "./readers/AssemblyAIReader": { "types": "./dist/readers/AssemblyAIReader.d.mts", @@ -200,7 +195,7 @@ "scripts": { "lint": "eslint .", "test": "jest", - "build": "NODE_OPTIONS=\"--max-old-space-size=8192\" bunchee", + "build": "rm -rf ./dist && NODE_OPTIONS=\"--max-old-space-size=8192\" bunchee", "postbuild": "pnpm run copy && pnpm run modify-package-json", "copy": "cp -r package.json CHANGELOG.md ../../README.md ../../LICENSE examples src dist/", "modify-package-json": "node ./scripts/modify-package-json.mjs", diff --git a/packages/core/src/agent/runner/base.ts b/packages/core/src/agent/runner/base.ts index 39e4d6379d7372935f57934e7bc0d05277c616ca..5183f16f98015fe6c1a77aa6eb5bafcc87729922 100644 --- a/packages/core/src/agent/runner/base.ts +++ b/packages/core/src/agent/runner/base.ts @@ -266,7 +266,14 @@ export class AgentRunner extends BaseAgentRunner { let resultOutput; while (true) { - const curStepOutput = await this._runStep(task.taskId); + const curStepOutput = await this._runStep( + task.taskId, + undefined, + ChatResponseMode.WAIT, + { + toolChoice, + }, + ); if (curStepOutput.isLast) { resultOutput = curStepOutput; diff --git a/packages/core/src/embeddings/OpenAIEmbedding.ts b/packages/core/src/embeddings/OpenAIEmbedding.ts index 5fc46982575d5a70a491022ea29b288f092f7637..996a5b4c8e3cc2799f64aa3eaf10fe450dbfce70 100644 --- a/packages/core/src/embeddings/OpenAIEmbedding.ts +++ b/packages/core/src/embeddings/OpenAIEmbedding.ts @@ -59,7 +59,9 @@ export class OpenAIEmbedding extends BaseEmbedding { this.model = init?.model ?? "text-embedding-ada-002"; this.dimensions = init?.dimensions; // if no dimensions provided, will be undefined/not sent to OpenAI + this.embedBatchSize = init?.embedBatchSize ?? 10; this.maxRetries = init?.maxRetries ?? 10; + this.timeout = init?.timeout ?? 60 * 1000; // Default is 60 seconds this.additionalSessionOptions = init?.additionalSessionOptions; @@ -100,7 +102,9 @@ export class OpenAIEmbedding extends BaseEmbedding { } } - private async getOpenAIEmbedding(input: string) { + private async getOpenAIEmbedding( + input: string | string[], + ): Promise<number[]> { const { data } = await this.session.openai.embeddings.create({ model: this.model, dimensions: this.dimensions, // only sent to OpenAI if set by user @@ -110,6 +114,11 @@ export class OpenAIEmbedding extends BaseEmbedding { return data[0].embedding; } + async getTextEmbeddings(texts: string[]): Promise<number[][]> { + const embeddings = await this.getOpenAIEmbedding(texts); + return Array(embeddings); + } + async getTextEmbedding(text: string): Promise<number[]> { return this.getOpenAIEmbedding(text); } diff --git a/packages/core/src/embeddings/types.ts b/packages/core/src/embeddings/types.ts index bff218875e5d829a13e36023fe970191f3969fb1..f4a0a5675f8ff580cb0d15f891f04b192c1e1b46 100644 --- a/packages/core/src/embeddings/types.ts +++ b/packages/core/src/embeddings/types.ts @@ -2,7 +2,11 @@ import { BaseNode, MetadataMode } from "../Node"; import { TransformComponent } from "../ingestion"; import { SimilarityType, similarity } from "./utils"; +const DEFAULT_EMBED_BATCH_SIZE = 10; + export abstract class BaseEmbedding implements TransformComponent { + embedBatchSize = DEFAULT_EMBED_BATCH_SIZE; + similarity( embedding1: number[], embedding2: number[], @@ -14,12 +18,66 @@ export abstract class BaseEmbedding implements TransformComponent { abstract getTextEmbedding(text: string): Promise<number[]>; abstract getQueryEmbedding(query: string): Promise<number[]>; + /** + * Get embeddings for a batch of texts + * @param texts + */ + async getTextEmbeddings(texts: string[]): Promise<Array<number[]>> { + const embeddings: number[][] = []; + + for (const text of texts) { + const embedding = await this.getTextEmbedding(text); + embeddings.push(embedding); + } + + return embeddings; + } + + /** + * Get embeddings for a batch of texts + * @param texts + * @param options + */ + async getTextEmbeddingsBatch( + texts: string[], + options?: { + logProgress?: boolean; + }, + ): Promise<Array<number[]>> { + const resultEmbeddings: Array<number[]> = []; + const chunkSize = this.embedBatchSize; + + const queue: string[] = texts; + + const curBatch: string[] = []; + + for (let i = 0; i < queue.length; i++) { + curBatch.push(queue[i]); + if (i == queue.length - 1 || curBatch.length == chunkSize) { + const embeddings = await this.getTextEmbeddings(curBatch); + + resultEmbeddings.push(...embeddings); + + if (options?.logProgress) { + console.log(`number[] progress: ${i} / ${queue.length}`); + } + + curBatch.length = 0; + } + } + + return resultEmbeddings; + } + async transform(nodes: BaseNode[], _options?: any): Promise<BaseNode[]> { - for (const node of nodes) { - node.embedding = await this.getTextEmbedding( - node.getContent(MetadataMode.EMBED), - ); + const texts = nodes.map((node) => node.getContent(MetadataMode.EMBED)); + + const embeddings = await this.getTextEmbeddingsBatch(texts); + + for (let i = 0; i < nodes.length; i++) { + nodes[i].embedding = embeddings[i]; } + return nodes; } } diff --git a/packages/core/src/engines/query/SubQuestionQueryEngine.ts b/packages/core/src/engines/query/SubQuestionQueryEngine.ts index a70dfbb9e98ffc24037aabe9883fcdf763633b23..4c874b15a46c7220418eef686e36f38fe6c958fa 100644 --- a/packages/core/src/engines/query/SubQuestionQueryEngine.ts +++ b/packages/core/src/engines/query/SubQuestionQueryEngine.ts @@ -14,9 +14,9 @@ import { } from "../../synthesizers"; import { BaseQueryEngine, + BaseTool, QueryEngineParamsNonStreaming, QueryEngineParamsStreaming, - QueryEngineTool, ToolMetadata, } from "../../types"; import { BaseQuestionGenerator, SubQuestion } from "./types"; @@ -27,28 +27,23 @@ import { BaseQuestionGenerator, SubQuestion } from "./types"; export class SubQuestionQueryEngine implements BaseQueryEngine { responseSynthesizer: BaseSynthesizer; questionGen: BaseQuestionGenerator; - queryEngines: Record<string, BaseQueryEngine>; + queryEngines: BaseTool[]; metadatas: ToolMetadata[]; constructor(init: { questionGen: BaseQuestionGenerator; responseSynthesizer: BaseSynthesizer; - queryEngineTools: QueryEngineTool[]; + queryEngineTools: BaseTool[]; }) { this.questionGen = init.questionGen; this.responseSynthesizer = init.responseSynthesizer ?? new ResponseSynthesizer(); - this.queryEngines = init.queryEngineTools.reduce< - Record<string, BaseQueryEngine> - >((acc, tool) => { - acc[tool.metadata.name] = tool.queryEngine; - return acc; - }, {}); + this.queryEngines = init.queryEngineTools; this.metadatas = init.queryEngineTools.map((tool) => tool.metadata); } static fromDefaults(init: { - queryEngineTools: QueryEngineTool[]; + queryEngineTools: BaseTool[]; questionGen?: BaseQuestionGenerator; responseSynthesizer?: BaseSynthesizer; serviceContext?: ServiceContext; @@ -122,13 +117,24 @@ export class SubQuestionQueryEngine implements BaseQueryEngine { ): Promise<NodeWithScore | null> { try { const question = subQ.subQuestion; - const queryEngine = this.queryEngines[subQ.toolName]; - const response = await queryEngine.query({ + const queryEngine = this.queryEngines.find( + (tool) => tool.metadata.name === subQ.toolName, + ); + + if (!queryEngine) { + return null; + } + + const responseText = await queryEngine?.call?.({ query: question, parentEvent, }); - const responseText = response.response; + + if (!responseText) { + return null; + } + const nodeText = `Sub question: ${question}\nResponse: ${responseText}`; const node = new TextNode({ text: nodeText }); return { node, score: 0 }; diff --git a/packages/core/src/indices/vectorStore/VectorIndexRetriever.ts b/packages/core/src/indices/vectorStore/VectorIndexRetriever.ts index 718437178e087cd721d7af3d293bf858ce271ba7..04e644809a7aa6dbe63880e5aada3fc302607d9b 100644 --- a/packages/core/src/indices/vectorStore/VectorIndexRetriever.ts +++ b/packages/core/src/indices/vectorStore/VectorIndexRetriever.ts @@ -17,6 +17,12 @@ import { VectorStoreIndex } from "./VectorStoreIndex"; * VectorIndexRetriever retrieves nodes from a VectorIndex. */ +export type VectorIndexRetrieverOptions = { + index: VectorStoreIndex; + similarityTopK?: number; + imageSimilarityTopK?: number; +}; + export class VectorIndexRetriever implements BaseRetriever { index: VectorStoreIndex; similarityTopK: number; @@ -27,11 +33,7 @@ export class VectorIndexRetriever implements BaseRetriever { index, similarityTopK, imageSimilarityTopK, - }: { - index: VectorStoreIndex; - similarityTopK?: number; - imageSimilarityTopK?: number; - }) { + }: VectorIndexRetrieverOptions) { this.index = index; this.serviceContext = this.index.serviceContext; this.similarityTopK = similarityTopK ?? DEFAULT_SIMILARITY_TOP_K; diff --git a/packages/core/src/indices/vectorStore/VectorStoreIndex.ts b/packages/core/src/indices/vectorStore/VectorStoreIndex.ts index 75a95fbf75e51a1c3837684929ccd44e6e18132c..bc1b6c230d800cfc586781eee4172b783474be5b 100644 --- a/packages/core/src/indices/vectorStore/VectorStoreIndex.ts +++ b/packages/core/src/indices/vectorStore/VectorStoreIndex.ts @@ -34,7 +34,10 @@ import { IndexDict, IndexStructType, } from "../BaseIndex"; -import { VectorIndexRetriever } from "./VectorIndexRetriever"; +import { + VectorIndexRetriever, + VectorIndexRetrieverOptions, +} from "./VectorIndexRetriever"; interface IndexStructOptions { indexStruct?: IndexDict; @@ -260,7 +263,9 @@ export class VectorStoreIndex extends BaseIndex<IndexDict> { return index; } - asRetriever(options?: any): VectorIndexRetriever { + asRetriever( + options?: Omit<VectorIndexRetrieverOptions, "index">, + ): VectorIndexRetriever { return new VectorIndexRetriever({ index: this, ...options }); } diff --git a/packages/core/src/readers/NotionReader.ts b/packages/core/src/readers/NotionReader.ts index b7512c8cb4d7cf0af5b2133cf5e163d834a5d715..0b4569d8ff1220ad13b08e99323d0a92845405d5 100644 --- a/packages/core/src/readers/NotionReader.ts +++ b/packages/core/src/readers/NotionReader.ts @@ -42,7 +42,11 @@ export class NotionReader implements BaseReader { toDocuments(pages: Pages): Document[] { return Object.values(pages).map((page) => { const text = pageToString(page); - return new Document({ text, metadata: page.metadata }); + return new Document({ + id_: page.metadata.id, // Use the Notion-provided UUID for the document + text, + metadata: page.metadata, + }); }); } diff --git a/packages/core/src/storage/vectorStore/AstraDBVectorStore.ts b/packages/core/src/storage/vectorStore/AstraDBVectorStore.ts index d78943e7293a55a9f9013c9c500cbe1cbbd3c973..ef9b3f02c018d2ea72e67e8f5a502a7edee37ed4 100644 --- a/packages/core/src/storage/vectorStore/AstraDBVectorStore.ts +++ b/packages/core/src/storage/vectorStore/AstraDBVectorStore.ts @@ -1,8 +1,9 @@ import { AstraDB } from "@datastax/astra-db-ts"; import { Collection } from "@datastax/astra-db-ts/dist/collections"; import { CreateCollectionOptions } from "@datastax/astra-db-ts/dist/collections/options"; -import { BaseNode, Document, MetadataMode } from "../../Node"; +import { BaseNode, MetadataMode } from "../../Node"; import { VectorStore, VectorStoreQuery, VectorStoreQueryResult } from "./types"; +import { metadataDictToNode, nodeToMetadata } from "./utils"; const MAX_INSERT_BATCH_SIZE = 20; @@ -12,7 +13,7 @@ export class AstraDBVectorStore implements VectorStore { astraDBClient: AstraDB; idKey: string; - contentKey: string | undefined; // if undefined the entirety of the node aside from the id and embedding will be stored as content + contentKey: string; metadataKey: string; private collection: Collection | undefined; @@ -22,6 +23,7 @@ export class AstraDBVectorStore implements VectorStore { params?: { token: string; endpoint: string; + namespace: string; }; }, ) { @@ -40,11 +42,15 @@ export class AstraDBVectorStore implements VectorStore { if (!endpoint) { throw new Error("Must specify ASTRA_DB_ENDPOINT via env variable."); } - this.astraDBClient = new AstraDB(token, endpoint); + const namespace = + init?.params?.namespace ?? + process.env.ASTRA_DB_NAMESPACE ?? + "default_keyspace"; + this.astraDBClient = new AstraDB(token, endpoint, namespace); } this.idKey = init?.idKey ?? "_id"; - this.contentKey = init?.contentKey; + this.contentKey = init?.contentKey ?? "content"; this.metadataKey = init?.metadataKey ?? "metadata"; } @@ -102,12 +108,20 @@ export class AstraDBVectorStore implements VectorStore { if (!nodes || nodes.length === 0) { return []; } + const dataToInsert = nodes.map((node) => { + const metadata = nodeToMetadata( + node, + true, + this.contentKey, + this.flatMetadata, + ); + return { - _id: node.id_, $vector: node.getEmbedding(), - content: node.getContent(MetadataMode.ALL), - metadata: node.metadata, + [this.idKey]: node.id_, + [this.contentKey]: node.getContent(MetadataMode.NONE), + [this.metadataKey]: metadata, }; }); @@ -122,11 +136,10 @@ export class AstraDBVectorStore implements VectorStore { for (const batch of batchData) { console.debug(`Inserting batch of size ${batch.length}`); - - const result = await collection.insertMany(batch); + await collection.insertMany(batch); } - return dataToInsert.map((node) => node._id); + return dataToInsert.map((node) => node?.[this.idKey] as string); } /** @@ -185,27 +198,24 @@ export class AstraDBVectorStore implements VectorStore { const similarities: number[] = []; await cursor.forEach(async (row: Record<string, any>) => { - const id = row[this.idKey]; - const embedding = row.$vector; - const similarity = row.$similarity; - const metadata = row[this.metadataKey]; - - // Remove fields from content - delete row[this.idKey]; - delete row.$similarity; - delete row.$vector; - delete row[this.metadataKey]; - - const content = this.contentKey - ? row[this.contentKey] - : JSON.stringify(row); - - const node = new Document({ - id_: id, - text: content, - metadata: metadata ?? {}, - embedding: embedding, + const { + $vector: embedding, + $similarity: similarity, + [this.idKey]: id, + [this.contentKey]: content, + [this.metadataKey]: metadata = {}, + ...rest + } = row; + + const node = metadataDictToNode(metadata, { + fallback: { + id, + text: content, + metadata, + ...rest, + }, }); + node.setContent(content); ids.push(id); similarities.push(similarity); diff --git a/packages/core/src/storage/vectorStore/PineconeVectorStore.ts b/packages/core/src/storage/vectorStore/PineconeVectorStore.ts index 1d56f4ce1e8f8e4bb849c9bf548f74639e321e4b..86af6f8b4b52b9b961b84e346d6424cdfcdb5308 100644 --- a/packages/core/src/storage/vectorStore/PineconeVectorStore.ts +++ b/packages/core/src/storage/vectorStore/PineconeVectorStore.ts @@ -142,8 +142,8 @@ export class PineconeVectorStore implements VectorStore { var options: any = { vector: query.queryEmbedding, topK: query.similarityTopK, - include_values: true, - include_metadata: true, + includeValues: true, + includeMetadata: true, filter: filter, }; diff --git a/packages/core/src/storage/vectorStore/utils.ts b/packages/core/src/storage/vectorStore/utils.ts index a20dbf7e69e005b9f0f887ab69eec291da652825..f0c2a512b8935854e6da0b6e9875afa1d0faea6c 100644 --- a/packages/core/src/storage/vectorStore/utils.ts +++ b/packages/core/src/storage/vectorStore/utils.ts @@ -36,7 +36,16 @@ export function nodeToMetadata( return metadata; } -export function metadataDictToNode(metadata: Metadata): BaseNode { +type MetadataDictToNodeOptions = { + // If the metadata doesn't contain node content, use this object as a fallback, for usage see + // AstraDBVectorStore.ts + fallback: Record<string, any>; +}; + +export function metadataDictToNode( + metadata: Metadata, + options?: MetadataDictToNodeOptions, +): BaseNode { const { _node_content: nodeContent, _node_type: nodeType, @@ -45,11 +54,17 @@ export function metadataDictToNode(metadata: Metadata): BaseNode { ref_doc_id, ...rest } = metadata; + let nodeObj; if (!nodeContent) { - throw new Error("Node content not found in metadata."); + if (options?.fallback) { + nodeObj = options?.fallback; + } else { + throw new Error("Node content not found in metadata."); + } + } else { + nodeObj = JSON.parse(nodeContent); + nodeObj.metadata = rest; } - const nodeObj = JSON.parse(nodeContent); - nodeObj.metadata = rest; // Note: we're using the name of the class stored in `_node_type` // and not the type attribute to reconstruct diff --git a/packages/core/src/tests/Embedding.test.ts b/packages/core/src/tests/Embedding.test.ts index 132c7bfa98fb11ce1e1b220ce263a0ab6168dfbf..68d5b207890ed3cacc5169aaee5e2b4757bc69e4 100644 --- a/packages/core/src/tests/Embedding.test.ts +++ b/packages/core/src/tests/Embedding.test.ts @@ -1,4 +1,12 @@ -import { similarity, SimilarityType } from "../embeddings"; +import { OpenAIEmbedding, similarity, SimilarityType } from "../embeddings"; +import { mockEmbeddingModel } from "./utility/mockOpenAI"; + +// Mock the OpenAI getOpenAISession function during testing +jest.mock("../llm/open_ai", () => { + return { + getOpenAISession: jest.fn().mockImplementation(() => null), + }; +}); describe("similarity", () => { test("throws error on mismatched lengths", () => { @@ -42,3 +50,32 @@ describe("similarity", () => { ); }); }); + +describe("[OpenAIEmbedding]", () => { + let embedModel: OpenAIEmbedding; + + beforeAll(() => { + let openAIEmbedding = new OpenAIEmbedding(); + + mockEmbeddingModel(openAIEmbedding); + + embedModel = openAIEmbedding; + }); + + test("getTextEmbedding", async () => { + const embedding = await embedModel.getTextEmbedding("hello"); + expect(embedding.length).toEqual(6); + }); + + test("getTextEmbeddings", async () => { + const texts = ["hello", "world"]; + const embeddings = await embedModel.getTextEmbeddings(texts); + expect(embeddings.length).toEqual(1); + }); + + test("getTextEmbeddingsBatch", async () => { + const texts = ["hello", "world"]; + const embeddings = await embedModel.getTextEmbeddingsBatch(texts); + expect(embeddings.length).toEqual(1); + }); +}); diff --git a/packages/core/src/tests/utility/mockOpenAI.ts b/packages/core/src/tests/utility/mockOpenAI.ts index 88961e3d52697968cdaa5e5cbb1fe0f3c2c22cf4..a9343cd1ff231467c97e994a78ea93e4f6b49965 100644 --- a/packages/core/src/tests/utility/mockOpenAI.ts +++ b/packages/core/src/tests/utility/mockOpenAI.ts @@ -90,6 +90,11 @@ export function mockEmbeddingModel(embedModel: OpenAIEmbedding) { resolve([1, 0, 0, 0, 0, 0]); }); }); + jest.spyOn(embedModel, "getTextEmbeddings").mockImplementation(async (x) => { + return new Promise((resolve) => { + resolve([[1, 0, 0, 0, 0, 0]]); + }); + }); jest.spyOn(embedModel, "getQueryEmbedding").mockImplementation(async (x) => { return new Promise((resolve) => { resolve([0, 1, 0, 0, 0, 0]); diff --git a/packages/core/src/tools/QueryEngineTool.ts b/packages/core/src/tools/QueryEngineTool.ts new file mode 100644 index 0000000000000000000000000000000000000000..41c0cc85be5f5c5e3bcc0b38cf1c14de58b53a13 --- /dev/null +++ b/packages/core/src/tools/QueryEngineTool.ts @@ -0,0 +1,54 @@ +import { BaseQueryEngine, BaseTool, ToolMetadata } from "../types"; + +export type QueryEngineToolParams = { + queryEngine: BaseQueryEngine; + metadata: ToolMetadata; +}; + +type QueryEngineCallParams = { + query: string; +}; + +const DEFAULT_NAME = "query_engine_tool"; +const DEFAULT_DESCRIPTION = + "Useful for running a natural language query against a knowledge base and get back a natural language response."; +const DEFAULT_PARAMETERS = { + type: "object", + properties: { + query: { + type: "string", + description: "The query to search for", + }, + }, + required: ["query"], +}; + +export class QueryEngineTool implements BaseTool { + private queryEngine: BaseQueryEngine; + metadata: ToolMetadata; + + constructor({ queryEngine, metadata }: QueryEngineToolParams) { + this.queryEngine = queryEngine; + this.metadata = { + name: metadata?.name ?? DEFAULT_NAME, + description: metadata?.description ?? DEFAULT_DESCRIPTION, + parameters: metadata?.parameters ?? DEFAULT_PARAMETERS, + }; + } + + async call(...args: QueryEngineCallParams[]): Promise<any> { + let queryStr: string; + + if (args && args.length > 0) { + queryStr = String(args[0].query); + } else { + throw new Error( + "Cannot call query engine without specifying `input` parameter.", + ); + } + + const response = await this.queryEngine.query({ query: queryStr }); + + return response.response; + } +} diff --git a/packages/core/src/tools/index.ts b/packages/core/src/tools/index.ts index 2c87cd60ed0fcfb23760ffa446e4ee0a59ddad35..1215bef7ea3bfb3f14b2cb58aaa70315e69c4b0f 100644 --- a/packages/core/src/tools/index.ts +++ b/packages/core/src/tools/index.ts @@ -1,2 +1,3 @@ +export * from "./QueryEngineTool"; export * from "./functionTool"; export * from "./types"; diff --git a/packages/core/src/types.ts b/packages/core/src/types.ts index 61dee2fb5cbedf34f85968b6894965bff8a25aec..f71ee294d18fc3e777ed27f23f236ec191324ba3 100644 --- a/packages/core/src/types.ts +++ b/packages/core/src/types.ts @@ -40,13 +40,6 @@ export interface BaseTool { metadata: ToolMetadata; } -/** - * A Tool that uses a QueryEngine. - */ -export interface QueryEngineTool extends BaseTool { - queryEngine: BaseQueryEngine; -} - /** * An OutputParser is used to extract structured data from the raw output of the LLM. */ diff --git a/packages/create-llama/create-app.ts b/packages/create-llama/create-app.ts index 4c1eaf4db18322acc92d88f628dd54391cc8f093..835c02f16e89ab41a6c4e52ff70e0150bad169ed 100644 --- a/packages/create-llama/create-app.ts +++ b/packages/create-llama/create-app.ts @@ -1,6 +1,6 @@ /* eslint-disable import/no-extraneous-dependencies */ import path from "path"; -import { green } from "picocolors"; +import { green, yellow } from "picocolors"; import { tryGitInit } from "./helpers/git"; import { isFolderEmpty } from "./helpers/is-folder-empty"; import { getOnline } from "./helpers/is-online"; @@ -12,6 +12,7 @@ import terminalLink from "terminal-link"; import type { InstallTemplateArgs } from "./helpers"; import { installTemplate } from "./helpers"; import { templatesDir } from "./helpers/dir"; +import { toolsRequireConfig } from "./helpers/tools"; export type InstallAppArgs = Omit< InstallTemplateArgs, @@ -38,6 +39,7 @@ export async function createApp({ externalPort, postInstallAction, dataSource, + tools, }: InstallAppArgs): Promise<void> { const root = path.resolve(appPath); @@ -82,6 +84,7 @@ export async function createApp({ externalPort, postInstallAction, dataSource, + tools, }; if (frontend) { @@ -114,6 +117,17 @@ export async function createApp({ console.log(); } + if (toolsRequireConfig(tools)) { + console.log( + yellow( + `You have selected tools that require configuration. Please configure them in the ${terminalLink( + "tools_config.json", + `file://${root}/tools_config.json`, + )} file.`, + ), + ); + } + console.log(""); console.log(`${green("Success!")} Created ${appName} at ${appPath}`); console.log( diff --git a/packages/create-llama/e2e/utils.ts b/packages/create-llama/e2e/utils.ts index b06776da853fe3a9c7d0c40a22e63710496d2b88..2ec35e40b9f31dc2b82e8f98d5431de3f45c5d7f 100644 --- a/packages/create-llama/e2e/utils.ts +++ b/packages/create-llama/e2e/utils.ts @@ -117,6 +117,8 @@ export async function runCreateLlama( externalPort, "--post-install-action", postInstallAction, + "--tools", + "none", ].join(" "); console.log(`running command '${command}' in ${cwd}`); let appProcess = exec(command, { diff --git a/packages/create-llama/helpers/python.ts b/packages/create-llama/helpers/python.ts index 8b2ec6d90753c5bfee3a8452f7c0a108797a2c9c..6fbc48b571fa925658483b2aa30494f79bc1bfa2 100644 --- a/packages/create-llama/helpers/python.ts +++ b/packages/create-llama/helpers/python.ts @@ -6,6 +6,7 @@ import terminalLink from "terminal-link"; import { copy } from "./copy"; import { templatesDir } from "./dir"; import { isPoetryAvailable, tryPoetryInstall } from "./poetry"; +import { getToolConfig } from "./tools"; import { InstallTemplateArgs, TemplateVectorDB } from "./types"; interface Dependency { @@ -128,6 +129,7 @@ export const installPythonTemplate = async ({ engine, vectorDb, dataSource, + tools, postInstallAction, }: Pick< InstallTemplateArgs, @@ -137,6 +139,7 @@ export const installPythonTemplate = async ({ | "engine" | "vectorDb" | "dataSource" + | "tools" | "postInstallAction" >) => { console.log("\nInitializing Python project with template:", template, "\n"); @@ -162,20 +165,44 @@ export const installPythonTemplate = async ({ }); if (engine === "context") { + const enginePath = path.join(root, "app", "engine"); const compPath = path.join(templatesDir, "components"); - let vectorDbDirName = vectorDb ?? "none"; + + const vectorDbDirName = vectorDb ?? "none"; const VectorDBPath = path.join( compPath, "vectordbs", "python", vectorDbDirName, ); - const enginePath = path.join(root, "app", "engine"); - await copy("**", path.join(root, "app", "engine"), { + await copy("**", enginePath, { parents: true, cwd: VectorDBPath, }); + // Copy engine code + if (tools !== undefined && tools.length > 0) { + await copy("**", enginePath, { + parents: true, + cwd: path.join(compPath, "engines", "python", "agent"), + }); + // Write tools_config.json + const configContent: Record<string, any> = {}; + tools.forEach((tool) => { + configContent[tool] = getToolConfig(tool) ?? {}; + }); + const configFilePath = path.join(root, "tools_config.json"); + await fs.writeFile( + configFilePath, + JSON.stringify(configContent, null, 2), + ); + } else { + await copy("**", enginePath, { + parents: true, + cwd: path.join(compPath, "engines", "python", "chat"), + }); + } + const dataSourceType = dataSource?.type; if (dataSourceType !== undefined && dataSourceType !== "none") { let loaderPath = diff --git a/packages/create-llama/helpers/tools.ts b/packages/create-llama/helpers/tools.ts new file mode 100644 index 0000000000000000000000000000000000000000..13b8ff4bfe20e27712ae8bac7bedf009c87ad4e8 --- /dev/null +++ b/packages/create-llama/helpers/tools.ts @@ -0,0 +1,32 @@ +export type Tool = { + display: string; + name: string; + config?: Record<string, any>; +}; + +export const supportedTools: Tool[] = [ + { + display: "Google Search (configuration required)", + name: "google_search", + config: { + engine: "Your search engine id", + key: "Your search api key", + num: 2, + }, + }, + { + display: "Wikipedia", + name: "wikipedia", + }, +]; + +export const getToolConfig = (name: string) => { + return supportedTools.find((tool) => tool.name === name)?.config; +}; + +export const toolsRequireConfig = (tools?: string[]): boolean => { + if (tools) { + return tools.some((tool) => getToolConfig(tool)); + } + return false; +}; diff --git a/packages/create-llama/helpers/types.ts b/packages/create-llama/helpers/types.ts index 191e028f47e9b9959a6f6def148d0388af63867e..5e4a9f6efc942c2fafafd150bba4cd8283619a3f 100644 --- a/packages/create-llama/helpers/types.ts +++ b/packages/create-llama/helpers/types.ts @@ -41,4 +41,5 @@ export interface InstallTemplateArgs { vectorDb?: TemplateVectorDB; externalPort?: number; postInstallAction?: TemplatePostInstallAction; + tools?: string[]; } diff --git a/packages/create-llama/index.ts b/packages/create-llama/index.ts index 601742c2c397656d32d9fa805b44cd3062a2e208..6fa19cc5501966ac6bca23de0dc417cf306e9c52 100644 --- a/packages/create-llama/index.ts +++ b/packages/create-llama/index.ts @@ -11,6 +11,7 @@ import { createApp } from "./create-app"; import { getPkgManager } from "./helpers/get-pkg-manager"; import { isFolderEmpty } from "./helpers/is-folder-empty"; import { runApp } from "./helpers/run-app"; +import { supportedTools } from "./helpers/tools"; import { validateNpmName } from "./helpers/validate-pkg"; import packageJson from "./package.json"; import { QuestionArgs, askQuestions, onPromptState } from "./questions"; @@ -146,6 +147,13 @@ const program = new Commander.Command(packageJson.name) ` Select which vector database you would like to use, such as 'none', 'pg' or 'mongo'. The default option is not to use a vector database and use the local filesystem instead ('none'). +`, + ) + .option( + "--tools <tools>", + ` + + Specify the tools you want to use by providing a comma-separated list. For example, 'google_search,wikipedia'. Use 'none' to not using any tools. `, ) .allowUnknownOption() @@ -156,6 +164,25 @@ if (process.argv.includes("--no-frontend")) { if (process.argv.includes("--no-eslint")) { program.eslint = false; } +if (process.argv.includes("--tools")) { + if (program.tools === "none") { + program.tools = []; + } else { + program.tools = program.tools.split(","); + // Check if tools are available + const toolsName = supportedTools.map((tool) => tool.name); + program.tools.forEach((tool: string) => { + if (!toolsName.includes(tool)) { + console.error( + `Error: Tool '${tool}' is not supported. Supported tools are: ${toolsName.join( + ", ", + )}`, + ); + process.exit(1); + } + }); + } +} const packageManager = !!program.useNpm ? "npm" @@ -256,6 +283,7 @@ async function run(): Promise<void> { externalPort: program.externalPort, postInstallAction: program.postInstallAction, dataSource: program.dataSource, + tools: program.tools, }); conf.set("preferences", preferences); diff --git a/packages/create-llama/questions.ts b/packages/create-llama/questions.ts index 0e671184e8aba4e62fd546af16095cb3486a58b8..d6f29b8b1c7074786c975be3821f3e8dffd27231 100644 --- a/packages/create-llama/questions.ts +++ b/packages/create-llama/questions.ts @@ -10,6 +10,7 @@ import { COMMUNITY_OWNER, COMMUNITY_REPO } from "./helpers/constant"; import { templatesDir } from "./helpers/dir"; import { getAvailableLlamapackOptions } from "./helpers/llama-pack"; import { getRepoRootFolders } from "./helpers/repo"; +import { supportedTools, toolsRequireConfig } from "./helpers/tools"; export type QuestionArgs = Omit< InstallAppArgs, @@ -70,6 +71,7 @@ const defaults: QuestionArgs = { type: "none", config: {}, }, + tools: [], }; const handlers = { @@ -214,7 +216,12 @@ export const askQuestions = async ( const hasOpenAiKey = program.openAiKey || process.env["OPENAI_API_KEY"]; const hasVectorDb = program.vectorDb && program.vectorDb !== "none"; - if (!hasVectorDb && hasOpenAiKey) { + // Can run the app if all tools do not require configuration + if ( + !hasVectorDb && + hasOpenAiKey && + !toolsRequireConfig(program.tools) + ) { actionChoices.push({ title: "Generate code, install dependencies, and run the app (~2 min)", @@ -563,6 +570,29 @@ export const askQuestions = async ( } } + if ( + !program.tools && + program.framework === "fastapi" && + program.engine === "context" + ) { + if (ciInfo.isCI) { + program.tools = getPrefOrDefault("tools"); + } else { + const toolChoices = supportedTools.map((tool) => ({ + title: tool.display, + value: tool.name, + })); + const { tools } = await prompts({ + type: "multiselect", + name: "tools", + message: "Which tools would you like to use?", + choices: toolChoices, + }); + program.tools = tools; + preferences.tools = tools; + } + } + if (!program.openAiKey) { const { key } = await prompts( { diff --git a/packages/create-llama/templates/components/engines/python/agent/__init__.py b/packages/create-llama/templates/components/engines/python/agent/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..f1b62b873d64d73a5e44183e71cd4f5ffc23fc4f --- /dev/null +++ b/packages/create-llama/templates/components/engines/python/agent/__init__.py @@ -0,0 +1,50 @@ +import os + +from typing import Any, Optional +from llama_index.llms import LLM +from llama_index.agent import AgentRunner + +from app.engine.tools import ToolFactory +from app.engine.index import get_index +from llama_index.agent import ReActAgent +from llama_index.tools.query_engine import QueryEngineTool + + +def create_agent_from_llm( + llm: Optional[LLM] = None, + **kwargs: Any, +) -> AgentRunner: + from llama_index.agent import OpenAIAgent, ReActAgent + from llama_index.llms.openai import OpenAI + from llama_index.llms.openai_utils import is_function_calling_model + + if isinstance(llm, OpenAI) and is_function_calling_model(llm.model): + return OpenAIAgent.from_tools( + llm=llm, + **kwargs, + ) + else: + return ReActAgent.from_tools( + llm=llm, + **kwargs, + ) + + +def get_chat_engine(): + tools = [] + + # Add query tool + index = get_index() + llm = index.service_context.llm + query_engine = index.as_query_engine(similarity_top_k=5) + query_engine_tool = QueryEngineTool.from_defaults(query_engine=query_engine) + tools.append(query_engine_tool) + + # Add additional tools + tools += ToolFactory.from_env() + + return create_agent_from_llm( + llm=llm, + tools=tools, + verbose=True, + ) diff --git a/packages/create-llama/templates/components/engines/python/agent/tools.py b/packages/create-llama/templates/components/engines/python/agent/tools.py new file mode 100644 index 0000000000000000000000000000000000000000..9fb9d488f74192852094e90644582a2ae896e0ee --- /dev/null +++ b/packages/create-llama/templates/components/engines/python/agent/tools.py @@ -0,0 +1,33 @@ +import json +import importlib + +from llama_index.tools.tool_spec.base import BaseToolSpec +from llama_index.tools.function_tool import FunctionTool + + +class ToolFactory: + + @staticmethod + def create_tool(tool_name: str, **kwargs) -> list[FunctionTool]: + try: + module_name = f"llama_hub.tools.{tool_name}.base" + module = importlib.import_module(module_name) + tool_cls_name = tool_name.title().replace("_", "") + "ToolSpec" + tool_class = getattr(module, tool_cls_name) + tool_spec: BaseToolSpec = tool_class(**kwargs) + return tool_spec.to_tool_list() + except (ImportError, AttributeError) as e: + raise ValueError(f"Unsupported tool: {tool_name}") from e + except TypeError as e: + raise ValueError( + f"Could not create tool: {tool_name}. With config: {kwargs}" + ) from e + + @staticmethod + def from_env() -> list[FunctionTool]: + tools = [] + with open("tools_config.json", "r") as f: + tool_configs = json.load(f) + for name, config in tool_configs.items(): + tools += ToolFactory.create_tool(name, **config) + return tools diff --git a/packages/create-llama/templates/components/engines/python/chat/__init__.py b/packages/create-llama/templates/components/engines/python/chat/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..18a6039b55e30e687d525e7c91083d97c0ad29ee --- /dev/null +++ b/packages/create-llama/templates/components/engines/python/chat/__init__.py @@ -0,0 +1,7 @@ +from app.engine.index import get_index + + +def get_chat_engine(): + return get_index().as_chat_engine( + similarity_top_k=5, chat_mode="condense_plus_context" + ) diff --git a/packages/create-llama/templates/components/vectordbs/python/mongo/index.py b/packages/create-llama/templates/components/vectordbs/python/mongo/index.py index a80590b5c159bb0e2849a009c28930ecbd43a3d9..173e7b57735246613ac94f310936fb6de2257a46 100644 --- a/packages/create-llama/templates/components/vectordbs/python/mongo/index.py +++ b/packages/create-llama/templates/components/vectordbs/python/mongo/index.py @@ -9,7 +9,7 @@ from llama_index.vector_stores import MongoDBAtlasVectorSearch from app.engine.context import create_service_context -def get_chat_engine(): +def get_index(): service_context = create_service_context() logger = logging.getLogger("uvicorn") logger.info("Connecting to index from MongoDB...") @@ -20,4 +20,4 @@ def get_chat_engine(): ) index = VectorStoreIndex.from_vector_store(store, service_context) logger.info("Finished connecting to index from MongoDB.") - return index.as_chat_engine(similarity_top_k=5, chat_mode="condense_plus_context") + return index diff --git a/packages/create-llama/templates/components/vectordbs/python/none/index.py b/packages/create-llama/templates/components/vectordbs/python/none/index.py index 4404c66e28cfcada4f19b01420b7ee63a981bf86..8e16975b5c12161aef0f1c35cab9de8fce18a025 100644 --- a/packages/create-llama/templates/components/vectordbs/python/none/index.py +++ b/packages/create-llama/templates/components/vectordbs/python/none/index.py @@ -1,15 +1,15 @@ import logging import os + +from app.engine.constants import STORAGE_DIR +from app.engine.context import create_service_context from llama_index import ( StorageContext, load_index_from_storage, ) -from app.engine.constants import STORAGE_DIR -from app.engine.context import create_service_context - -def get_chat_engine(): +def get_index(): service_context = create_service_context() # check if storage already exists if not os.path.exists(STORAGE_DIR): @@ -22,4 +22,4 @@ def get_chat_engine(): storage_context = StorageContext.from_defaults(persist_dir=STORAGE_DIR) index = load_index_from_storage(storage_context, service_context=service_context) logger.info(f"Finished loading index from {STORAGE_DIR}") - return index.as_chat_engine(similarity_top_k=5, chat_mode="condense_plus_context") + return index diff --git a/packages/create-llama/templates/components/vectordbs/python/pg/index.py b/packages/create-llama/templates/components/vectordbs/python/pg/index.py index 510c21a538e176373522d323808547a160d1c146..368fb4321dc225a9020a7a514370ac93a72c42a5 100644 --- a/packages/create-llama/templates/components/vectordbs/python/pg/index.py +++ b/packages/create-llama/templates/components/vectordbs/python/pg/index.py @@ -6,11 +6,11 @@ from app.engine.context import create_service_context from app.engine.utils import init_pg_vector_store_from_env -def get_chat_engine(): +def get_index(): service_context = create_service_context() logger = logging.getLogger("uvicorn") logger.info("Connecting to index from PGVector...") store = init_pg_vector_store_from_env() index = VectorStoreIndex.from_vector_store(store, service_context) logger.info("Finished connecting to index from PGVector.") - return index.as_chat_engine(similarity_top_k=5, chat_mode="condense_plus_context") + return index diff --git a/packages/create-llama/templates/types/simple/fastapi/app/api/routers/chat.py b/packages/create-llama/templates/types/simple/fastapi/app/api/routers/chat.py index d4b000fd8306e588f8fceaed0a8f22386a76ea77..09efdcaabca8e33493cddc64ea6d9f0fdb8956e3 100644 --- a/packages/create-llama/templates/types/simple/fastapi/app/api/routers/chat.py +++ b/packages/create-llama/templates/types/simple/fastapi/app/api/routers/chat.py @@ -5,7 +5,7 @@ from llama_index.chat_engine.types import BaseChatEngine from llama_index.llms.base import ChatMessage from llama_index.llms.types import MessageRole from pydantic import BaseModel -from app.engine.index import get_chat_engine +from app.engine import get_chat_engine chat_router = r = APIRouter() diff --git a/packages/create-llama/templates/types/simple/fastapi/app/engine/__init__.py b/packages/create-llama/templates/types/simple/fastapi/app/engine/__init__.py index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..663b595a40c17f6090bb933bd73ea08ae71286de 100644 --- a/packages/create-llama/templates/types/simple/fastapi/app/engine/__init__.py +++ b/packages/create-llama/templates/types/simple/fastapi/app/engine/__init__.py @@ -0,0 +1,7 @@ +from llama_index.chat_engine import SimpleChatEngine + +from app.context import create_base_context + + +def get_chat_engine(): + return SimpleChatEngine.from_defaults(service_context=create_base_context()) diff --git a/packages/create-llama/templates/types/simple/fastapi/app/engine/index.py b/packages/create-llama/templates/types/simple/fastapi/app/engine/index.py deleted file mode 100644 index 663b595a40c17f6090bb933bd73ea08ae71286de..0000000000000000000000000000000000000000 --- a/packages/create-llama/templates/types/simple/fastapi/app/engine/index.py +++ /dev/null @@ -1,7 +0,0 @@ -from llama_index.chat_engine import SimpleChatEngine - -from app.context import create_base_context - - -def get_chat_engine(): - return SimpleChatEngine.from_defaults(service_context=create_base_context()) diff --git a/packages/create-llama/templates/types/simple/fastapi/pyproject.toml b/packages/create-llama/templates/types/simple/fastapi/pyproject.toml index d1952f4a2607ee2ed4a8bd79cbbb77315517bb70..42f5faf0d2f197c472a271d61da26d01fd5c2198 100644 --- a/packages/create-llama/templates/types/simple/fastapi/pyproject.toml +++ b/packages/create-llama/templates/types/simple/fastapi/pyproject.toml @@ -13,6 +13,8 @@ llama-index = "^0.9.19" pypdf = "^3.17.0" python-dotenv = "^1.0.0" docx2txt = "^0.8" +llama-hub = "^0.0.77" +wikipedia = "^1.4.0" [build-system] requires = ["poetry-core"] diff --git a/packages/create-llama/templates/types/streaming/fastapi/app/api/routers/chat.py b/packages/create-llama/templates/types/streaming/fastapi/app/api/routers/chat.py index 26fd480dee6a01004b19e48b81205b7fc7e55b66..0afe14e4eed670b99fe5d7d4d44710517590c2cc 100644 --- a/packages/create-llama/templates/types/streaming/fastapi/app/api/routers/chat.py +++ b/packages/create-llama/templates/types/streaming/fastapi/app/api/routers/chat.py @@ -3,7 +3,7 @@ from typing import List from fastapi.responses import StreamingResponse from llama_index.chat_engine.types import BaseChatEngine -from app.engine.index import get_chat_engine +from app.engine import get_chat_engine from fastapi import APIRouter, Depends, HTTPException, Request, status from llama_index.llms.base import ChatMessage from llama_index.llms.types import MessageRole diff --git a/packages/create-llama/templates/types/streaming/fastapi/app/engine/__init__.py b/packages/create-llama/templates/types/streaming/fastapi/app/engine/__init__.py index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..663b595a40c17f6090bb933bd73ea08ae71286de 100644 --- a/packages/create-llama/templates/types/streaming/fastapi/app/engine/__init__.py +++ b/packages/create-llama/templates/types/streaming/fastapi/app/engine/__init__.py @@ -0,0 +1,7 @@ +from llama_index.chat_engine import SimpleChatEngine + +from app.context import create_base_context + + +def get_chat_engine(): + return SimpleChatEngine.from_defaults(service_context=create_base_context()) diff --git a/packages/create-llama/templates/types/streaming/fastapi/app/engine/index.py b/packages/create-llama/templates/types/streaming/fastapi/app/engine/index.py deleted file mode 100644 index 663b595a40c17f6090bb933bd73ea08ae71286de..0000000000000000000000000000000000000000 --- a/packages/create-llama/templates/types/streaming/fastapi/app/engine/index.py +++ /dev/null @@ -1,7 +0,0 @@ -from llama_index.chat_engine import SimpleChatEngine - -from app.context import create_base_context - - -def get_chat_engine(): - return SimpleChatEngine.from_defaults(service_context=create_base_context()) diff --git a/packages/create-llama/templates/types/streaming/fastapi/pyproject.toml b/packages/create-llama/templates/types/streaming/fastapi/pyproject.toml index d1952f4a2607ee2ed4a8bd79cbbb77315517bb70..42f5faf0d2f197c472a271d61da26d01fd5c2198 100644 --- a/packages/create-llama/templates/types/streaming/fastapi/pyproject.toml +++ b/packages/create-llama/templates/types/streaming/fastapi/pyproject.toml @@ -13,6 +13,8 @@ llama-index = "^0.9.19" pypdf = "^3.17.0" python-dotenv = "^1.0.0" docx2txt = "^0.8" +llama-hub = "^0.0.77" +wikipedia = "^1.4.0" [build-system] requires = ["poetry-core"] diff --git a/packages/eslint-config-custom/index.js b/packages/eslint-config-custom/index.js index ff53536b5dc7ef9b60c5f91780a5751b84a82c80..db2ba0f50ec343acaaedfeaef71f657606f5485b 100644 --- a/packages/eslint-config-custom/index.js +++ b/packages/eslint-config-custom/index.js @@ -14,6 +14,7 @@ module.exports = { "ASTRA_DB_APPLICATION_TOKEN", "ASTRA_DB_ENDPOINT", + "ASTRA_DB_NAMESPACE", "AZURE_OPENAI_KEY", "AZURE_OPENAI_ENDPOINT", diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 88213f2c41282c89fd5dbd61b6a5fa99da42b1d6..29c871febc20c84e436648da03574a512374c2c3 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -16,8 +16,8 @@ importers: specifier: ^2.27.1 version: 2.27.1 '@turbo/gen': - specifier: ^1.11.3 - version: 1.11.3(@types/node@20.11.16)(typescript@5.3.3) + specifier: ^1.12.2 + version: 1.12.2(@types/node@20.11.15)(typescript@5.3.3) '@types/jest': specifier: ^29.5.11 version: 29.5.11 @@ -29,10 +29,10 @@ importers: version: link:packages/eslint-config-custom husky: specifier: ^9.0.6 - version: 9.0.6 + version: 9.0.7 jest: specifier: ^29.7.0 - version: 29.7.0(@types/node@20.11.16) + version: 29.7.0(@types/node@20.11.15) lint-staged: specifier: ^15.2.0 version: 15.2.0 @@ -44,10 +44,10 @@ importers: version: 3.2.4(prettier@3.2.4)(typescript@5.3.3) ts-jest: specifier: ^29.1.2 - version: 29.1.2(@babel/core@7.23.9)(jest@29.7.0)(typescript@5.3.3) + version: 29.1.2(@babel/core@7.23.7)(jest@29.7.0)(typescript@5.3.3) turbo: - specifier: ^1.11.3 - version: 1.11.3 + specifier: ^1.12.2 + version: 1.12.2 typescript: specifier: ^5.3.3 version: 5.3.3 @@ -62,7 +62,7 @@ importers: version: 3.1.1 '@mdx-js/react': specifier: ^3.0.0 - version: 3.0.0(@types/react@18.2.51)(react@18.2.0) + version: 3.0.0(@types/react@18.2.48)(react@18.2.0) clsx: specifier: ^2.1.0 version: 2.1.0 @@ -74,7 +74,7 @@ importers: version: 2.3.1(react@18.2.0) raw-loader: specifier: ^4.0.2 - version: 4.0.2(webpack@5.90.1) + version: 4.0.2(webpack@5.89.0) react: specifier: ^18.2.0 version: 18.2.0 @@ -87,10 +87,10 @@ importers: version: 3.1.0(react-dom@18.2.0)(react@18.2.0) '@docusaurus/preset-classic': specifier: ^3.1.1 - version: 3.1.1(@algolia/client-search@4.22.1)(@types/react@18.2.51)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0)(typescript@5.3.3) + version: 3.1.1(@algolia/client-search@4.22.1)(@types/react@18.2.48)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0)(typescript@5.3.3) '@docusaurus/theme-classic': specifier: ^3.1.1 - version: 3.1.1(@types/react@18.2.51)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3) + version: 3.1.1(@types/react@18.2.48)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3) '@docusaurus/types': specifier: ^3.1.1 version: 3.1.1(react-dom@18.2.0)(react@18.2.0) @@ -99,7 +99,7 @@ importers: version: 2.0.2 '@types/node': specifier: ^18.19.10 - version: 18.19.10 + version: 18.19.13 docusaurus-plugin-typedoc: specifier: ^0.22.0 version: 0.22.0(typedoc-plugin-markdown@3.17.1)(typedoc@0.25.7) @@ -142,10 +142,10 @@ importers: devDependencies: '@types/node': specifier: ^18.19.10 - version: 18.19.10 + version: 18.19.13 ts-node: specifier: ^10.9.2 - version: 10.9.2(@types/node@18.19.10)(typescript@5.3.3) + version: 10.9.2(@types/node@18.19.13)(typescript@5.3.3) typescript: specifier: ^5.3.3 version: 5.3.3 @@ -154,7 +154,7 @@ importers: dependencies: '@anthropic-ai/sdk': specifier: ^0.12.4 - version: 0.12.4 + version: 0.12.7 '@datastax/astra-db-ts': specifier: ^0.1.4 version: 0.1.4 @@ -172,10 +172,10 @@ importers: version: 1.7.0(typescript@5.3.3) '@xenova/transformers': specifier: ^2.14.1 - version: 2.14.1 + version: 2.14.2 assemblyai: specifier: ^4.2.1 - version: 4.2.1 + version: 4.2.2 chromadb: specifier: ~1.7.3 version: 1.7.3(openai@4.26.0) @@ -248,7 +248,7 @@ importers: version: 4.14.202 '@types/node': specifier: ^18.19.10 - version: 18.19.10 + version: 18.19.13 '@types/papaparse': specifier: ^5.3.14 version: 5.3.14 @@ -256,8 +256,8 @@ importers: specifier: ^8.11.0 version: 8.11.0 bunchee: - specifier: ^4.4.3 - version: 4.4.3(typescript@5.3.3) + specifier: ^4.4.6 + version: 4.4.6(typescript@5.3.3) edit-json-file: specifier: ^1.8.0 version: 1.8.0 @@ -284,7 +284,7 @@ importers: version: 6.0.0 '@types/node': specifier: ^20.11.7 - version: 20.11.7 + 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'@svgr/webpack': 6.5.1 autoprefixer: 10.4.17(postcss@8.4.33) - babel-loader: 9.1.3(@babel/core@7.23.9)(webpack@5.90.0) + babel-loader: 9.1.3(@babel/core@7.23.7)(webpack@5.89.0) babel-plugin-dynamic-import-node: 2.3.3 boxen: 6.2.1 chalk: 4.1.2 @@ -2083,32 +2081,32 @@ packages: cli-table3: 0.6.3 combine-promises: 1.2.0 commander: 5.1.0 - copy-webpack-plugin: 11.0.0(webpack@5.90.0) - core-js: 3.35.1 - css-loader: 6.9.1(webpack@5.90.0) - css-minimizer-webpack-plugin: 4.2.2(clean-css@5.3.3)(webpack@5.90.0) + copy-webpack-plugin: 11.0.0(webpack@5.89.0) + core-js: 3.35.0 + css-loader: 6.9.1(webpack@5.89.0) + css-minimizer-webpack-plugin: 4.2.2(clean-css@5.3.3)(webpack@5.89.0) cssnano: 5.1.15(postcss@8.4.33) del: 6.1.1 detect-port: 1.5.1 escape-html: 1.0.3 eta: 2.2.0 - file-loader: 6.2.0(webpack@5.90.0) + file-loader: 6.2.0(webpack@5.89.0) fs-extra: 11.2.0 html-minifier-terser: 7.2.0 html-tags: 3.3.1 - html-webpack-plugin: 5.6.0(webpack@5.90.0) + html-webpack-plugin: 5.6.0(webpack@5.89.0) leven: 3.1.0 lodash: 4.17.21 - mini-css-extract-plugin: 2.7.7(webpack@5.90.0) + mini-css-extract-plugin: 2.7.7(webpack@5.89.0) postcss: 8.4.33 - postcss-loader: 7.3.4(postcss@8.4.33)(typescript@5.3.3)(webpack@5.90.0) + postcss-loader: 7.3.4(postcss@8.4.33)(typescript@5.3.3)(webpack@5.89.0) prompts: 2.4.2 react: 18.2.0 - react-dev-utils: 12.0.1(eslint@8.56.0)(typescript@5.3.3)(webpack@5.90.0) + react-dev-utils: 12.0.1(eslint@8.56.0)(typescript@5.3.3)(webpack@5.89.0) react-dom: 18.2.0(react@18.2.0) react-helmet-async: 1.3.0(react-dom@18.2.0)(react@18.2.0) react-loadable: /@docusaurus/react-loadable@5.5.2(react@18.2.0) - react-loadable-ssr-addon-v5-slorber: 1.0.1(@docusaurus/react-loadable@5.5.2)(webpack@5.90.0) + react-loadable-ssr-addon-v5-slorber: 1.0.1(@docusaurus/react-loadable@5.5.2)(webpack@5.89.0) react-router: 5.3.4(react@18.2.0) react-router-config: 5.1.1(react-router@5.3.4)(react@18.2.0) react-router-dom: 5.3.4(react@18.2.0) @@ -2116,15 +2114,15 @@ packages: semver: 7.5.4 serve-handler: 6.1.5 shelljs: 0.8.5 - terser-webpack-plugin: 5.3.10(webpack@5.90.0) + terser-webpack-plugin: 5.3.10(webpack@5.89.0) tslib: 2.6.2 update-notifier: 6.0.2 - url-loader: 4.1.1(file-loader@6.2.0)(webpack@5.90.0) - webpack: 5.90.0 + url-loader: 4.1.1(file-loader@6.2.0)(webpack@5.89.0) + webpack: 5.89.0 webpack-bundle-analyzer: 4.10.1 - webpack-dev-server: 4.15.1(webpack@5.90.0) + webpack-dev-server: 4.15.1(webpack@5.89.0) webpack-merge: 5.10.0 - webpackbar: 5.0.2(webpack@5.90.0) + webpackbar: 5.0.2(webpack@5.89.0) transitivePeerDependencies: - '@docusaurus/types' - '@parcel/css' @@ -2167,7 +2165,7 @@ packages: react: ^18.0.0 react-dom: ^18.0.0 dependencies: - '@babel/parser': 7.23.9 + '@babel/parser': 7.23.6 '@babel/traverse': 7.23.2 '@docusaurus/logger': 3.1.1 '@docusaurus/utils': 3.1.1(@docusaurus/types@3.1.1) @@ -2176,7 +2174,7 @@ packages: '@slorber/remark-comment': 1.0.0 escape-html: 1.0.3 estree-util-value-to-estree: 3.0.1 - file-loader: 6.2.0(webpack@5.90.0) + file-loader: 6.2.0(webpack@5.89.0) fs-extra: 11.2.0 image-size: 1.1.1 mdast-util-mdx: 3.0.0 @@ -2192,9 +2190,9 @@ packages: tslib: 2.6.2 unified: 11.0.4 unist-util-visit: 5.0.0 - url-loader: 4.1.1(file-loader@6.2.0)(webpack@5.90.0) + url-loader: 4.1.1(file-loader@6.2.0)(webpack@5.89.0) vfile: 6.0.1 - webpack: 5.90.0 + webpack: 5.89.0 transitivePeerDependencies: - '@docusaurus/types' - '@swc/core' @@ -2213,11 +2211,11 @@ packages: '@docusaurus/types': 3.1.0(react-dom@18.2.0)(react@18.2.0) '@types/history': 4.7.11 '@types/react': 18.2.48 - '@types/react-router-config': 5.0.8 + '@types/react-router-config': 5.0.11 '@types/react-router-dom': 5.3.3 react: 18.2.0 react-dom: 18.2.0(react@18.2.0) - react-helmet-async: 1.3.0(react-dom@18.2.0)(react@18.2.0) + react-helmet-async: 2.0.4(react-dom@18.2.0)(react@18.2.0) react-loadable: /@docusaurus/react-loadable@5.5.2(react@18.2.0) transitivePeerDependencies: - '@swc/core' @@ -2276,7 +2274,7 @@ packages: tslib: 2.6.2 unist-util-visit: 5.0.0 utility-types: 3.11.0 - webpack: 5.90.0 + webpack: 5.89.0 transitivePeerDependencies: - '@parcel/css' - '@rspack/core' @@ -2319,7 +2317,7 @@ packages: react-dom: 18.2.0(react@18.2.0) tslib: 2.6.2 utility-types: 3.11.0 - webpack: 5.90.0 + webpack: 5.89.0 transitivePeerDependencies: - '@parcel/css' - '@rspack/core' @@ -2355,7 +2353,7 @@ packages: react: 18.2.0 react-dom: 18.2.0(react@18.2.0) tslib: 2.6.2 - webpack: 5.90.0 + webpack: 5.89.0 transitivePeerDependencies: - '@parcel/css' - '@rspack/core' @@ -2543,7 +2541,7 @@ packages: - webpack-cli dev: true - /@docusaurus/preset-classic@3.1.1(@algolia/client-search@4.22.1)(@types/react@18.2.51)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0)(typescript@5.3.3): + /@docusaurus/preset-classic@3.1.1(@algolia/client-search@4.22.1)(@types/react@18.2.48)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0)(typescript@5.3.3): resolution: {integrity: sha512-jG4ys/hWYf69iaN/xOmF+3kjs4Nnz1Ay3CjFLDtYa8KdxbmUhArA9HmP26ru5N0wbVWhY+6kmpYhTJpez5wTyg==} engines: {node: '>=18.0'} peerDependencies: @@ -2559,9 +2557,9 @@ packages: '@docusaurus/plugin-google-gtag': 3.1.1(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3) '@docusaurus/plugin-google-tag-manager': 3.1.1(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3) '@docusaurus/plugin-sitemap': 3.1.1(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3) - '@docusaurus/theme-classic': 3.1.1(@types/react@18.2.51)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3) + '@docusaurus/theme-classic': 3.1.1(@types/react@18.2.48)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3) '@docusaurus/theme-common': 3.1.1(@docusaurus/types@3.1.1)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3) - '@docusaurus/theme-search-algolia': 3.1.1(@algolia/client-search@4.22.1)(@docusaurus/types@3.1.1)(@types/react@18.2.51)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0)(typescript@5.3.3) + '@docusaurus/theme-search-algolia': 3.1.1(@algolia/client-search@4.22.1)(@docusaurus/types@3.1.1)(@types/react@18.2.48)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0)(typescript@5.3.3) '@docusaurus/types': 3.1.1(react-dom@18.2.0)(react@18.2.0) react: 18.2.0 react-dom: 18.2.0(react@18.2.0) @@ -2609,7 +2607,7 @@ packages: - supports-color dev: false - /@docusaurus/theme-classic@3.1.1(@types/react@18.2.51)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3): + /@docusaurus/theme-classic@3.1.1(@types/react@18.2.48)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3): resolution: {integrity: sha512-GiPE/jbWM8Qv1A14lk6s9fhc0LhPEQ00eIczRO4QL2nAQJZXkjPG6zaVx+1cZxPFWbAsqSjKe2lqkwF3fGkQ7Q==} engines: {node: '>=18.0'} peerDependencies: @@ -2628,7 +2626,7 @@ packages: '@docusaurus/utils': 3.1.1(@docusaurus/types@3.1.1) '@docusaurus/utils-common': 3.1.1(@docusaurus/types@3.1.1) '@docusaurus/utils-validation': 3.1.1(@docusaurus/types@3.1.1) - '@mdx-js/react': 3.0.0(@types/react@18.2.51)(react@18.2.0) + '@mdx-js/react': 3.0.0(@types/react@18.2.48)(react@18.2.0) clsx: 2.1.0 copy-text-to-clipboard: 3.2.0 infima: 0.2.0-alpha.43 @@ -2707,14 +2705,14 @@ packages: - webpack-cli dev: true - /@docusaurus/theme-search-algolia@3.1.1(@algolia/client-search@4.22.1)(@docusaurus/types@3.1.1)(@types/react@18.2.51)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0)(typescript@5.3.3): + /@docusaurus/theme-search-algolia@3.1.1(@algolia/client-search@4.22.1)(@docusaurus/types@3.1.1)(@types/react@18.2.48)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0)(typescript@5.3.3): resolution: {integrity: sha512-tBH9VY5EpRctVdaAhT+b1BY8y5dyHVZGFXyCHgTrvcXQy5CV4q7serEX7U3SveNT9zksmchPyct6i1sFDC4Z5g==} engines: {node: '>=18.0'} peerDependencies: react: ^18.0.0 react-dom: ^18.0.0 dependencies: - '@docsearch/react': 3.5.2(@algolia/client-search@4.22.1)(@types/react@18.2.51)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0) + '@docsearch/react': 3.5.2(@algolia/client-search@4.22.1)(@types/react@18.2.48)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0) '@docusaurus/core': 3.1.1(@docusaurus/types@3.1.1)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3) '@docusaurus/logger': 3.1.1 '@docusaurus/plugin-content-docs': 3.1.1(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.3.3) @@ -2723,7 +2721,7 @@ packages: '@docusaurus/utils': 3.1.1(@docusaurus/types@3.1.1) '@docusaurus/utils-validation': 3.1.1(@docusaurus/types@3.1.1) algoliasearch: 4.22.1 - algoliasearch-helper: 3.16.2(algoliasearch@4.22.1) + algoliasearch-helper: 3.16.1(algoliasearch@4.22.1) clsx: 2.1.0 eta: 2.2.0 fs-extra: 11.2.0 @@ -2778,7 +2776,7 @@ packages: react-dom: 18.2.0(react@18.2.0) react-helmet-async: 1.3.0(react-dom@18.2.0)(react@18.2.0) utility-types: 3.11.0 - webpack: 5.90.0 + webpack: 5.89.0 webpack-merge: 5.10.0 transitivePeerDependencies: - '@swc/core' @@ -2803,7 +2801,7 @@ packages: react-dom: 18.2.0(react@18.2.0) react-helmet-async: 1.3.0(react-dom@18.2.0)(react@18.2.0) utility-types: 3.11.0 - webpack: 5.90.0 + webpack: 5.89.0 webpack-merge: 5.10.0 transitivePeerDependencies: - '@swc/core' @@ -2854,7 +2852,7 @@ packages: '@docusaurus/types': 3.1.1(react-dom@18.2.0)(react@18.2.0) '@svgr/webpack': 6.5.1 escape-string-regexp: 4.0.0 - file-loader: 6.2.0(webpack@5.90.0) + file-loader: 6.2.0(webpack@5.89.0) fs-extra: 11.2.0 github-slugger: 1.5.0 globby: 11.1.0 @@ -2866,8 +2864,8 @@ packages: resolve-pathname: 3.0.0 shelljs: 0.8.5 tslib: 2.6.2 - url-loader: 4.1.1(file-loader@6.2.0)(webpack@5.90.0) - webpack: 5.90.0 + url-loader: 4.1.1(file-loader@6.2.0)(webpack@5.89.0) + webpack: 5.89.0 transitivePeerDependencies: - '@swc/core' - esbuild @@ -2930,11 +2928,11 @@ packages: engines: {node: '>=18'} dev: false - /@humanwhocodes/config-array@0.11.13: - resolution: {integrity: sha512-JSBDMiDKSzQVngfRjOdFXgFfklaXI4K9nLF49Auh21lmBWRLIK3+xTErTWD4KU54pb6coM6ESE7Awz/FNU3zgQ==} + /@humanwhocodes/config-array@0.11.14: + resolution: {integrity: sha512-3T8LkOmg45BV5FICb15QQMsyUSWrQ8AygVfC7ZG32zOalnqrilm018ZVCw0eapXux8FtA33q8PSRSstjee3jSg==} engines: {node: '>=10.10.0'} dependencies: - '@humanwhocodes/object-schema': 2.0.1 + '@humanwhocodes/object-schema': 2.0.2 debug: 4.3.4 minimatch: 3.1.2 transitivePeerDependencies: @@ -2944,8 +2942,8 @@ packages: resolution: {integrity: sha512-bxveV4V8v5Yb4ncFTT3rPSgZBOpCkjfK0y4oVVVJwIuDVBRMDXrPyXRL988i5ap9m9bnyEEjWfm5WkBmtffLfA==} engines: {node: '>=12.22'} - /@humanwhocodes/object-schema@2.0.1: - resolution: {integrity: sha512-dvuCeX5fC9dXgJn9t+X5atfmgQAzUOWqS1254Gh0m6i8wKd10ebXkfNKiRK+1GWi/yTvvLDHpoxLr0xxxeslWw==} + /@humanwhocodes/object-schema@2.0.2: + resolution: {integrity: sha512-6EwiSjwWYP7pTckG6I5eyFANjPhmPjUX9JRLUSfNPC7FX7zK9gyZAfUEaECL6ALTpGX5AjnBq3C9XmVWPitNpw==} /@isaacs/cliui@8.0.2: resolution: {integrity: sha512-O8jcjabXaleOG9DQ0+ARXWZBTfnP4WNAqzuiJK7ll44AmxGKv/J2M4TPjxjY3znBCfvBXFzucm1twdyFybFqEA==} @@ -2980,7 +2978,7 @@ packages: engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0} dependencies: '@jest/types': 29.6.3 - '@types/node': 20.11.7 + '@types/node': 20.11.15 chalk: 4.1.2 jest-message-util: 29.7.0 jest-util: 29.7.0 @@ -3001,14 +2999,14 @@ packages: '@jest/test-result': 29.7.0 '@jest/transform': 29.7.0 '@jest/types': 29.6.3 - '@types/node': 20.11.7 + '@types/node': 20.11.15 ansi-escapes: 4.3.2 chalk: 4.1.2 ci-info: 3.9.0 exit: 0.1.2 graceful-fs: 4.2.11 jest-changed-files: 29.7.0 - jest-config: 29.7.0(@types/node@20.11.7) + jest-config: 29.7.0(@types/node@20.11.15) jest-haste-map: 29.7.0 jest-message-util: 29.7.0 jest-regex-util: 29.6.3 @@ -3036,7 +3034,7 @@ packages: dependencies: '@jest/fake-timers': 29.7.0 '@jest/types': 29.6.3 - '@types/node': 20.11.7 + '@types/node': 20.11.15 jest-mock: 29.7.0 dev: true @@ -3063,7 +3061,7 @@ packages: dependencies: '@jest/types': 29.6.3 '@sinonjs/fake-timers': 10.3.0 - '@types/node': 20.11.7 + '@types/node': 20.11.15 jest-message-util: 29.7.0 jest-mock: 29.7.0 jest-util: 29.7.0 @@ -3095,8 +3093,8 @@ packages: '@jest/test-result': 29.7.0 '@jest/transform': 29.7.0 '@jest/types': 29.6.3 - '@jridgewell/trace-mapping': 0.3.22 - '@types/node': 20.11.7 + '@jridgewell/trace-mapping': 0.3.21 + '@types/node': 20.11.15 chalk: 4.1.2 collect-v8-coverage: 1.0.2 exit: 0.1.2 @@ -3128,7 +3126,7 @@ packages: resolution: {integrity: sha512-MHjT95QuipcPrpLM+8JMSzFx6eHp5Bm+4XeFDJlwsvVBjmKNiIAvasGK2fxz2WbGRlnvqehFbh07MMa7n3YJnw==} engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0} dependencies: - '@jridgewell/trace-mapping': 0.3.22 + '@jridgewell/trace-mapping': 0.3.21 callsites: 3.1.0 graceful-fs: 4.2.11 dev: true @@ -3157,9 +3155,9 @@ packages: resolution: {integrity: 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@@ -7426,21 +7295,12 @@ packages: has-symbols: 1.0.3 internal-slot: 1.0.6 iterator.prototype: 1.1.2 - safe-array-concat: 1.0.1 + safe-array-concat: 1.1.0 dev: false /es-module-lexer@1.4.1: resolution: {integrity: sha512-cXLGjP0c4T3flZJKQSuziYoq7MlT+rnvfZjfp7h+I7K9BNX54kP9nyWvdbwjQ4u1iWbOL4u96fgeZLToQlZC7w==} - /es-set-tostringtag@2.0.1: - resolution: {integrity: sha512-g3OMbtlwY3QewlqAiMLI47KywjWZoEytKr8pf6iTC8uJq5bIAH52Z9pnQ8pVL6whrCto53JZDuUIsifGeLorTg==} - engines: {node: '>= 0.4'} - dependencies: - get-intrinsic: 1.2.0 - has: 1.0.3 - has-tostringtag: 1.0.0 - dev: false - /es-set-tostringtag@2.0.2: resolution: {integrity: sha512-BuDyupZt65P9D2D2vA/zqcI3G5xRsklm5N3xCwuiy+/vKy8i0ifdsQP1sLgO4tZDSCaQUSnmC48khknGMV3D2Q==} engines: {node: '>= 0.4'} @@ -7449,12 +7309,6 @@ packages: has-tostringtag: 1.0.0 hasown: 2.0.0 - /es-shim-unscopables@1.0.0: - resolution: {integrity: sha512-Jm6GPcCdC30eMLbZ2x8z2WuRwAws3zTBBKuusffYVUrNj/GVSUAZ+xKMaUpfNDR5IbyNA5LJbaecoUVbmUcB1w==} - dependencies: - 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29.7.0(@types/node@20.11.15) transitivePeerDependencies: - '@types/node' - babel-plugin-macros @@ -10406,14 +10165,6 @@ packages: optionalDependencies: graceful-fs: 4.2.11 - /jsx-ast-utils@3.3.3: - resolution: {integrity: sha512-fYQHZTZ8jSfmWZ0iyzfwiU4WDX4HpHbMCZ3gPlWYiCl3BoeOTsqKBqnTVfH2rYT7eP5c3sVbeSPHnnJOaTrWiw==} - engines: {node: '>=4.0'} - dependencies: - array-includes: 3.1.6 - object.assign: 4.1.4 - dev: false - /jsx-ast-utils@3.3.5: resolution: {integrity: sha512-ZZow9HBI5O6EPgSJLUb8n2NKgmVWTwCvHGwFuJlMjvLFqlGG6pjirPhtdsseaLZjSibD8eegzmYpUZwoIlj2cQ==} engines: {node: '>=4.0'} @@ -10538,6 +10289,55 @@ packages: wrap-ansi: 9.0.0 dev: true + /llamaindex@0.1.9(typescript@5.3.3): + resolution: {integrity: sha512-MAMGV5MXXcJ4rSV2kqCZENf7B+q1zTwPnHpnHJgEiEzP5+djNdLmbz/zaCmxpB8wgNNLUem9iJt53iwDBJ4ZBA==} + engines: {node: '>=18.0.0'} + dependencies: + '@anthropic-ai/sdk': 0.12.7 + '@datastax/astra-db-ts': 0.1.4 + '@mistralai/mistralai': 0.0.10 + '@notionhq/client': 2.2.14 + 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'>=6'} @@ -10769,8 +10569,8 @@ packages: - supports-color dev: true - /magic-string@0.30.5: - resolution: {integrity: sha512-7xlpfBaQaP/T6Vh8MO/EqXSW5En6INHEvEXQiuff7Gku0PWjU3uf6w/j9o7O+SpB5fOAkrI5HeoNgwjEO0pFsA==} + /magic-string@0.30.7: + resolution: {integrity: sha512-8vBuFF/I/+OSLRmdf2wwFCJCz+nSn0m6DPvGH1fS/KiQoSaR+sETbov0eIk9KhEKy8CYqIkIAnbohxT/4H0kuA==} engines: {node: '>=12'} dependencies: '@jridgewell/sourcemap-codec': 1.4.15 @@ -10904,7 +10704,7 @@ packages: ccount: 2.0.1 devlop: 1.1.0 mdast-util-find-and-replace: 3.0.1 - micromark-util-character: 2.0.1 + micromark-util-character: 2.1.0 /mdast-util-gfm-footnote@2.0.0: resolution: {integrity: sha512-5jOT2boTSVkMnQ7LTrd6n/18kqwjmuYqo7JUPe+tRCY6O7dAuTFMtTPauYYrMPpox9hlN0uOx/FL8XvEfG9/mQ==} @@ -10963,8 +10763,8 @@ packages: /mdast-util-mdx-expression@2.0.0: resolution: {integrity: sha512-fGCu8eWdKUKNu5mohVGkhBXCXGnOTLuFqOvGMvdikr+J1w7lDJgxThOKpwRWzzbyXAU2hhSwsmssOY4yTokluw==} dependencies: - '@types/estree-jsx': 1.0.3 - 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{integrity: sha512-xadSsJayQIucJ9n053dfQwVu1kuXg7jCTdYsMK8rqzKZh52nLfSH/k0sAxE0u+pj/zKZX+o5wB+ML5mRayOxFA==} + /mdast-util-phrasing@4.1.0: + resolution: {integrity: sha512-TqICwyvJJpBwvGAMZjj4J2n0X8QWp21b9l0o7eXyVJ25YNWYbJDVIyD1bZXE6WtV6RmKJVYmQAKWa0zWOABz2w==} dependencies: '@types/mdast': 4.0.3 unist-util-is: 6.0.0 @@ -11023,7 +10823,7 @@ packages: /mdast-util-to-hast@13.1.0: resolution: {integrity: sha512-/e2l/6+OdGp/FB+ctrJ9Avz71AN/GRH3oi/3KAx/kMnoUsD6q0woXlDT8lLEeViVKE7oZxE7RXzvO3T8kF2/sA==} dependencies: - '@types/hast': 3.0.3 + '@types/hast': 3.0.4 '@types/mdast': 4.0.3 '@ungap/structured-clone': 1.2.0 devlop: 1.1.0 @@ -11039,7 +10839,7 @@ packages: '@types/mdast': 4.0.3 '@types/unist': 3.0.2 longest-streak: 3.1.0 - mdast-util-phrasing: 4.0.0 + mdast-util-phrasing: 4.1.0 mdast-util-to-string: 4.0.0 micromark-util-decode-string: 2.0.0 unist-util-visit: 5.0.0 @@ -11108,7 +10908,7 @@ packages: micromark-factory-space: 2.0.0 micromark-factory-title: 2.0.0 micromark-factory-whitespace: 2.0.0 - micromark-util-character: 2.0.1 + micromark-util-character: 2.1.0 micromark-util-chunked: 2.0.0 micromark-util-classify-character: 2.0.0 micromark-util-html-tag-name: 2.0.0 @@ -11124,7 +10924,7 @@ packages: devlop: 1.1.0 micromark-factory-space: 2.0.0 micromark-factory-whitespace: 2.0.0 - micromark-util-character: 2.0.1 + micromark-util-character: 2.1.0 micromark-util-symbol: 2.0.0 micromark-util-types: 2.0.0 parse-entities: 4.0.1 @@ -11133,14 +10933,14 @@ packages: resolution: {integrity: sha512-C4AkuM3dA58cgZha7zVnuVxBhDsbttIMiytjgsM2XbHAB2faRVaHRle40558FBN+DJcrLNCoqG5mlrpdU4cRtg==} dependencies: fault: 2.0.1 - micromark-util-character: 2.0.1 + micromark-util-character: 2.1.0 micromark-util-symbol: 2.0.0 micromark-util-types: 2.0.0 /micromark-extension-gfm-autolink-literal@2.0.0: resolution: {integrity: sha512-rTHfnpt/Q7dEAK1Y5ii0W8bhfJlVJFnJMHIPisfPK3gpVNuOP0VnRl96+YJ3RYWV/P4gFeQoGKNlT3RhuvpqAg==} dependencies: - micromark-util-character: 2.0.1 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- acorn-import-assertions: 1.9.0(acorn@8.11.3) - browserslist: 4.22.3 - chrome-trace-event: 1.0.3 - enhanced-resolve: 5.15.0 - es-module-lexer: 1.4.1 - eslint-scope: 5.1.1 - events: 3.3.0 - glob-to-regexp: 0.4.1 - graceful-fs: 4.2.11 - json-parse-even-better-errors: 2.3.1 - loader-runner: 4.3.0 - mime-types: 2.1.35 - neo-async: 2.6.2 - schema-utils: 3.3.0 - tapable: 2.2.1 - terser-webpack-plugin: 5.3.10(webpack@5.90.1) - watchpack: 2.4.0 - webpack-sources: 3.2.3 - transitivePeerDependencies: - - '@swc/core' - - esbuild - - uglify-js - dev: false - - /webpackbar@5.0.2(webpack@5.90.0): + /webpackbar@5.0.2(webpack@5.89.0): resolution: {integrity: sha512-BmFJo7veBDgQzfWXl/wwYXr/VFus0614qZ8i9znqcl9fnEdiVkdbi0TedLQ6xAK92HZHDJ0QmyQ0fmuZPAgCYQ==} engines: {node: '>=12'} peerDependencies: @@ -16239,7 +15864,7 @@ packages: consola: 2.15.3 pretty-time: 1.1.0 std-env: 3.7.0 - webpack: 5.90.0 + webpack: 5.89.0 /websocket-driver@0.7.4: resolution: {integrity: 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