diff --git a/.changeset/warm-ligers-hammer.md b/.changeset/warm-ligers-hammer.md new file mode 100644 index 0000000000..fda0a5ee3b --- /dev/null +++ b/.changeset/warm-ligers-hammer.md @@ -0,0 +1,5 @@ +--- +"llamaindex": patch +--- + +feat: llamacloud index from documents diff --git a/examples/cloud/from_documents.ts b/examples/cloud/from_documents.ts new file mode 100644 index 0000000000..17162b877b --- /dev/null +++ b/examples/cloud/from_documents.ts @@ -0,0 +1,44 @@ +import fs from "node:fs/promises"; + +import { stdin as input, stdout as output } from "node:process"; + +import readline from "node:readline/promises"; + +import { Document, LlamaCloudIndex } from "llamaindex"; + +async function main() { + const path = "node_modules/llamaindex/examples/abramov.txt"; + + const essay = await fs.readFile(path, "utf-8"); + + // Create Document object with essay + const document = new Document({ text: essay, id_: path }); + + const index = await LlamaCloudIndex.fromDocuments({ + documents: [document], + name: "test", + projectName: "default", + apiKey: process.env.LLAMA_CLOUD_API_KEY, + baseUrl: process.env.LLAMA_CLOUD_BASE_URL, + }); + + const queryEngine = index.asQueryEngine({ + denseSimilarityTopK: 5, + }); + + const rl = readline.createInterface({ input, output }); + + while (true) { + const query = await rl.question("Query: "); + const stream = await queryEngine.query({ + query, + stream: true, + }); + console.log(); + for await (const chunk of stream) { + process.stdout.write(chunk.response); + } + } +} + +main().catch(console.error); diff --git a/packages/core/package.json b/packages/core/package.json index c9de78fb6d..96a79a5b3f 100644 --- a/packages/core/package.json +++ b/packages/core/package.json @@ -9,7 +9,7 @@ "@aws-crypto/sha256-js": "^5.2.0", "@datastax/astra-db-ts": "^0.1.4", "@grpc/grpc-js": "^1.10.2", - "@llamaindex/cloud": "0.0.4", + "@llamaindex/cloud": "0.0.5", "@llamaindex/env": "workspace:*", "@mistralai/mistralai": "^0.0.10", "@notionhq/client": "^2.2.14", diff --git a/packages/core/src/TextSplitter.ts b/packages/core/src/TextSplitter.ts index 3bd6c4fc84..c8594237f5 100644 --- a/packages/core/src/TextSplitter.ts +++ b/packages/core/src/TextSplitter.ts @@ -66,8 +66,9 @@ export const defaultParagraphSeparator = EOL + EOL + EOL; * One of the advantages of SentenceSplitter is that even in the fixed length chunks it will try to keep sentences together. */ export class SentenceSplitter { - private chunkSize: number; - private chunkOverlap: number; + public chunkSize: number; + public chunkOverlap: number; + private tokenizer: any; private tokenizerDecoder: any; private paragraphSeparator: string; diff --git a/packages/core/src/cloud/LlamaCloudIndex.ts b/packages/core/src/cloud/LlamaCloudIndex.ts index 5a5154d08e..94c0d03c70 100644 --- a/packages/core/src/cloud/LlamaCloudIndex.ts +++ b/packages/core/src/cloud/LlamaCloudIndex.ts @@ -1,11 +1,20 @@ +import { PlatformApi } from "@llamaindex/cloud"; +import type { Document } from "../Node.js"; import type { BaseRetriever } from "../Retriever.js"; import { RetrieverQueryEngine } from "../engines/query/RetrieverQueryEngine.js"; +import type { TransformComponent } from "../ingestion/types.js"; import type { BaseNodePostprocessor } from "../postprocessors/types.js"; import type { BaseSynthesizer } from "../synthesizers/types.js"; import type { BaseQueryEngine } from "../types.js"; import type { CloudRetrieveParams } from "./LlamaCloudRetriever.js"; import { LlamaCloudRetriever } from "./LlamaCloudRetriever.js"; +import { getPipelineCreate } from "./config.js"; import type { CloudConstructorParams } from "./types.js"; +import { getAppBaseUrl, getClient } from "./utils.js"; + +import { getEnv } from "@llamaindex/env"; +import { OpenAIEmbedding } from "../embeddings/OpenAIEmbedding.js"; +import { SimpleNodeParser } from "../nodeParsers/SimpleNodeParser.js"; export class LlamaCloudIndex { params: CloudConstructorParams; @@ -14,6 +23,151 @@ export class LlamaCloudIndex { this.params = params; } + static async fromDocuments( + params: { + documents: Document[]; + transformations?: TransformComponent[]; + verbose?: boolean; + } & CloudConstructorParams, + ): Promise { + const defaultTransformations: TransformComponent[] = [ + new OpenAIEmbedding({ + apiKey: getEnv("OPENAI_API_KEY"), + }), + new SimpleNodeParser(), + ]; + + const appUrl = getAppBaseUrl(params.baseUrl); + + const client = await getClient({ ...params, baseUrl: appUrl }); + + const pipelineCreateParams = await getPipelineCreate({ + pipelineName: params.name, + pipelineType: "MANAGED", + inputNodes: params.documents, + transformations: params.transformations ?? defaultTransformations, + }); + + const project = await client.project.upsertProject({ + name: params.projectName ?? "default", + }); + + if (!project.id) { + throw new Error("Project ID should be defined"); + } + + const pipeline = await client.project.upsertPipelineForProject( + project.id, + pipelineCreateParams, + ); + + if (!pipeline.id) { + throw new Error("Pipeline ID must be defined"); + } + + if (params.verbose) { + console.log(`Created pipeline ${pipeline.id} with name ${params.name}`); + } + + const executionsIds: { + exectionId: string; + dataSourceId: string; + }[] = []; + + for (const dataSource of pipeline.dataSources) { + const dataSourceExection = + await client.dataSource.createDataSourceExecution(dataSource.id); + + if (!dataSourceExection.id) { + throw new Error("Data Source Execution ID must be defined"); + } + + executionsIds.push({ + exectionId: dataSourceExection.id, + dataSourceId: dataSource.id, + }); + } + + let isDone = false; + + while (!isDone) { + const statuses = []; + + for await (const execution of executionsIds) { + const dataSourceExecution = + await client.dataSource.getDataSourceExecution( + execution.dataSourceId, + execution.exectionId, + ); + + statuses.push(dataSourceExecution.status); + + if ( + statuses.every((status) => status === PlatformApi.StatusEnum.Success) + ) { + isDone = true; + if (params.verbose) { + console.info("Data Source Execution completed"); + } + break; + } else if ( + statuses.some((status) => status === PlatformApi.StatusEnum.Error) + ) { + throw new Error("Data Source Execution failed"); + } else { + await new Promise((resolve) => setTimeout(resolve, 1000)); + if (params.verbose) { + process.stdout.write("."); + } + } + } + } + + isDone = false; + + const execution = await client.pipeline.runManagedPipelineIngestion( + pipeline.id, + ); + + const ingestionId = execution.id; + + if (!ingestionId) { + throw new Error("Ingestion ID must be defined"); + } + + while (!isDone) { + const pipelineStatus = await client.pipeline.getManagedIngestionExecution( + pipeline.id, + ingestionId, + ); + + if (pipelineStatus.status === PlatformApi.StatusEnum.Success) { + isDone = true; + + if (params.verbose) { + console.info("Ingestion completed"); + } + + break; + } else if (pipelineStatus.status === PlatformApi.StatusEnum.Error) { + throw new Error("Ingestion failed"); + } else { + await new Promise((resolve) => setTimeout(resolve, 1000)); + if (params.verbose) { + process.stdout.write("."); + } + } + } + + if (params.verbose) { + console.info( + `Ingestion completed, find your index at ${appUrl}/project/${project.id}/deploy/${pipeline.id}`, + ); + } + + return new LlamaCloudIndex({ ...params }); + } + asRetriever(params: CloudRetrieveParams = {}): BaseRetriever { return new LlamaCloudRetriever({ ...this.params, ...params }); } diff --git a/packages/core/src/cloud/config.ts b/packages/core/src/cloud/config.ts index c646f3620d..10f9331110 100644 --- a/packages/core/src/cloud/config.ts +++ b/packages/core/src/cloud/config.ts @@ -18,11 +18,11 @@ function getTransformationConfig( return { configurableTransformationType: "SENTENCE_AWARE_NODE_PARSER", component: { - // TODO: API returns 422 if these parameters are included - // chunkSize: transformation.textSplitter.chunkSize, // TODO: set to public in SentenceSplitter - // chunkOverlap: transformation.textSplitter.chunkOverlap, // TODO: set to public in SentenceSplitter - // includeMetadata: transformation.includeMetadata, - // includePrevNextRel: transformation.includePrevNextRel, + // TODO: API doesnt accept camelCase + chunk_size: transformation.textSplitter.chunkSize, // TODO: set to public in SentenceSplitter + chunk_overlap: transformation.textSplitter.chunkOverlap, // TODO: set to public in SentenceSplitter + include_metadata: transformation.includeMetadata, + include_prev_next_rel: transformation.includePrevNextRel, }, }; } @@ -30,9 +30,10 @@ function getTransformationConfig( return { configurableTransformationType: "OPENAI_EMBEDDING", component: { - modelName: transformation.model, - apiKey: transformation.apiKey, - embedBatchSize: transformation.embedBatchSize, + // TODO: API doesnt accept camelCase + model: transformation.model, + api_key: transformation.apiKey, + embed_batch_size: transformation.embedBatchSize, dimensions: transformation.dimensions, }, }; @@ -71,10 +72,12 @@ export async function getPipelineCreate( inputNodes = [], } = params; + const dataSources = inputNodes.map(getDataSourceConfig); + return { name: pipelineName, configuredTransformations: transformations.map(getTransformationConfig), - dataSources: inputNodes.map(getDataSourceConfig), + dataSources, dataSinks: [], pipelineType, }; diff --git a/packages/edge/package.json b/packages/edge/package.json index 0b80230026..15c6976fa5 100644 --- a/packages/edge/package.json +++ b/packages/edge/package.json @@ -8,7 +8,7 @@ "@aws-crypto/sha256-js": "^5.2.0", "@datastax/astra-db-ts": "^0.1.4", "@grpc/grpc-js": "^1.10.2", - "@llamaindex/cloud": "0.0.4", + "@llamaindex/cloud": "0.0.5", "@llamaindex/env": "workspace:*", "@mistralai/mistralai": "^0.0.10", "@notionhq/client": "^2.2.14", diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 9f5f66d8a0..1dbf088e67 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -53,7 +53,7 @@ importers: version: link:../../examples '@mdx-js/react': specifier: ^3.0.0 - version: 3.0.0(@types/react@18.2.66)(react@18.2.0) + version: 3.0.0(@types/react@18.2.73)(react@18.2.0) clsx: specifier: ^2.1.0 version: 2.1.0 @@ -65,7 +65,7 @@ importers: version: 2.3.1(react@18.2.0) raw-loader: specifier: ^4.0.2 - version: 4.0.2(webpack@5.90.3) + version: 4.0.2(webpack@5.91.0) react: specifier: ^18.2.0 version: 18.2.0 @@ -78,10 +78,10 @@ importers: version: 3.2.0(react-dom@18.2.0)(react@18.2.0) '@docusaurus/preset-classic': specifier: ^3.2.0 - version: 3.2.0(@algolia/client-search@4.22.1)(@types/react@18.2.66)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0)(typescript@5.4.3) + version: 3.2.0(@algolia/client-search@4.23.2)(@types/react@18.2.73)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(search-insights@2.13.0)(typescript@5.4.3) '@docusaurus/theme-classic': specifier: ^3.2.0 - version: 3.2.0(@types/react@18.2.66)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.4.3) + version: 3.2.0(@types/react@18.2.73)(eslint@8.56.0)(react-dom@18.2.0)(react@18.2.0)(typescript@5.4.3) '@docusaurus/types': specifier: ^3.2.0 version: 3.2.0(react-dom@18.2.0)(react@18.2.0) @@ -184,8 +184,8 @@ importers: specifier: ^1.10.2 version: 1.10.2 '@llamaindex/cloud': - specifier: 0.0.4 - version: 0.0.4 + specifier: 0.0.5 + version: 0.0.5 '@llamaindex/env': specifier: workspace:* version: link:../env @@ -329,8 +329,8 @@ importers: specifier: ^1.10.2 version: 1.10.3 '@llamaindex/cloud': - specifier: 0.0.4 - version: 0.0.4 + specifier: 0.0.5 + version: 0.0.5 '@llamaindex/env': specifier: workspace:* version: link:../env @@ -573,47 +573,47 @@ packages: resolution: {integrity: sha512-1Yjs2SvM8TflER/OD3cOjhWWOZb58A2t7wpE2S9XfBYTiIl+XFhQG2bjy4Pu1I+EAlCNUzRDYDdFwFYUKvXcIA==} engines: {node: '>=0.10.0'} - /@algolia/autocomplete-core@1.9.3(@algolia/client-search@4.22.1)(algoliasearch@4.22.1)(search-insights@2.13.0): + /@algolia/autocomplete-core@1.9.3(@algolia/client-search@4.23.2)(algoliasearch@4.22.1)(search-insights@2.13.0): resolution: {integrity: sha512-009HdfugtGCdC4JdXUbVJClA0q0zh24yyePn+KUGk3rP7j8FEe/m5Yo/z65gn6nP/cM39PxpzqKrL7A6fP6PPw==} dependencies: - '@algolia/autocomplete-plugin-algolia-insights': 1.9.3(@algolia/client-search@4.22.1)(algoliasearch@4.22.1)(search-insights@2.13.0) - '@algolia/autocomplete-shared': 1.9.3(@algolia/client-search@4.22.1)(algoliasearch@4.22.1) + '@algolia/autocomplete-plugin-algolia-insights': 1.9.3(@algolia/client-search@4.23.2)(algoliasearch@4.22.1)(search-insights@2.13.0) + '@algolia/autocomplete-shared': 1.9.3(@algolia/client-search@4.23.2)(algoliasearch@4.22.1) transitivePeerDependencies: - '@algolia/client-search' - algoliasearch - search-insights dev: true - /@algolia/autocomplete-plugin-algolia-insights@1.9.3(@algolia/client-search@4.22.1)(algoliasearch@4.22.1)(search-insights@2.13.0): + /@algolia/autocomplete-plugin-algolia-insights@1.9.3(@algolia/client-search@4.23.2)(algoliasearch@4.22.1)(search-insights@2.13.0): resolution: {integrity: sha512-a/yTUkcO/Vyy+JffmAnTWbr4/90cLzw+CC3bRbhnULr/EM0fGNvM13oQQ14f2moLMcVDyAx/leczLlAOovhSZg==} peerDependencies: search-insights: '>= 1 < 3' dependencies: - '@algolia/autocomplete-shared': 1.9.3(@algolia/client-search@4.22.1)(algoliasearch@4.22.1) + '@algolia/autocomplete-shared': 1.9.3(@algolia/client-search@4.23.2)(algoliasearch@4.22.1) search-insights: 2.13.0 transitivePeerDependencies: - '@algolia/client-search' - algoliasearch dev: true - /@algolia/autocomplete-preset-algolia@1.9.3(@algolia/client-search@4.22.1)(algoliasearch@4.22.1): + /@algolia/autocomplete-preset-algolia@1.9.3(@algolia/client-search@4.23.2)(algoliasearch@4.22.1): resolution: {integrity: sha512-d4qlt6YmrLMYy95n5TB52wtNDr6EgAIPH81dvvvW8UmuWRgxEtY0NJiPwl/h95JtG2vmRM804M0DSwMCNZlzRA==} peerDependencies: '@algolia/client-search': '>= 4.9.1 < 6' algoliasearch: '>= 4.9.1 < 6' dependencies: - '@algolia/autocomplete-shared': 1.9.3(@algolia/client-search@4.22.1)(algoliasearch@4.22.1) - '@algolia/client-search': 4.22.1 + '@algolia/autocomplete-shared': 1.9.3(@algolia/client-search@4.23.2)(algoliasearch@4.22.1) + '@algolia/client-search': 4.23.2 algoliasearch: 4.22.1 dev: true - /@algolia/autocomplete-shared@1.9.3(@algolia/client-search@4.22.1)(algoliasearch@4.22.1): + /@algolia/autocomplete-shared@1.9.3(@algolia/client-search@4.23.2)(algoliasearch@4.22.1): resolution: {integrity: sha512-Wnm9E4Ye6Rl6sTTqjoymD+l8DjSTHsHboVRYrKgEt8Q7UHm9nYbqhN/i0fhUYA3OAEH7WA8x3jfpnmJm3rKvaQ==} peerDependencies: '@algolia/client-search': '>= 4.9.1 < 6' algoliasearch: '>= 4.9.1 < 6' dependencies: - '@algolia/client-search': 4.22.1 + '@algolia/client-search': 4.23.2 algoliasearch: 4.22.1 dev: true @@ -627,6 +627,10 @@ packages: resolution: {integrity: sha512-TJMBKqZNKYB9TptRRjSUtevJeQVXRmg6rk9qgFKWvOy8jhCPdyNZV1nB3SKGufzvTVbomAukFR8guu/8NRKBTA==} dev: true + /@algolia/cache-common@4.23.2: + resolution: {integrity: sha512-OUK/6mqr6CQWxzl/QY0/mwhlGvS6fMtvEPyn/7AHUx96NjqDA4X4+Ju7aXFQKh+m3jW9VPB0B9xvEQgyAnRPNw==} + dev: true + /@algolia/cache-in-memory@4.22.1: resolution: {integrity: sha512-ve+6Ac2LhwpufuWavM/aHjLoNz/Z/sYSgNIXsinGofWOysPilQZPUetqLj8vbvi+DHZZaYSEP9H5SRVXnpsNNw==} dependencies: @@ -657,6 +661,13 @@ packages: '@algolia/transporter': 4.22.1 dev: true + /@algolia/client-common@4.23.2: + resolution: {integrity: sha512-Q2K1FRJBern8kIfZ0EqPvUr3V29ICxCm/q42zInV+VJRjldAD9oTsMGwqUQ26GFMdFYmqkEfCbY4VGAiQhh22g==} + dependencies: + '@algolia/requester-common': 4.23.2 + '@algolia/transporter': 4.23.2 + dev: true + /@algolia/client-personalization@4.22.1: resolution: {integrity: sha512-sl+/klQJ93+4yaqZ7ezOttMQ/nczly/3GmgZXJ1xmoewP5jmdP/X/nV5U7EHHH3hCUEHeN7X1nsIhGPVt9E1cQ==} dependencies: @@ -673,6 +684,14 @@ packages: '@algolia/transporter': 4.22.1 dev: true + /@algolia/client-search@4.23.2: + resolution: {integrity: sha512-CxSB29OVGSE7l/iyoHvamMonzq7Ev8lnk/OkzleODZ1iBcCs3JC/XgTIKzN/4RSTrJ9QybsnlrN/bYCGufo7qw==} + dependencies: + '@algolia/client-common': 4.23.2 + '@algolia/requester-common': 4.23.2 + '@algolia/transporter': 4.23.2 + dev: true + /@algolia/events@4.0.1: resolution: {integrity: sha512-FQzvOCgoFXAbf5Y6mYozw2aj5KCJoA3m4heImceldzPSMbdyS4atVjJzXKMsfX3wnZTFYwkkt8/z8UesLHlSBQ==} dev: true @@ -681,6 +700,10 @@ packages: resolution: {integrity: sha512-OnTFymd2odHSO39r4DSWRFETkBufnY2iGUZNrMXpIhF5cmFE8pGoINNPzwg02QLBlGSaLqdKy0bM8S0GyqPLBg==} dev: true + /@algolia/logger-common@4.23.2: + resolution: {integrity: sha512-jGM49Q7626cXZ7qRAWXn0jDlzvoA1FvN4rKTi1g0hxKsTTSReyYk0i1ADWjChDPl3Q+nSDhJuosM2bBUAay7xw==} + dev: true + /@algolia/logger-console@4.22.1: resolution: {integrity: sha512-O99rcqpVPKN1RlpgD6H3khUWylU24OXlzkavUAMy6QZd1776QAcauE3oP8CmD43nbaTjBexZj2nGsBH9Tc0FVA==} dependencies: @@ -697,6 +720,10 @@ packages: resolution: {integrity: sha512-dgvhSAtg2MJnR+BxrIFqlLtkLlVVhas9HgYKMk2Uxiy5m6/8HZBL40JVAMb2LovoPFs9I/EWIoFVjOrFwzn5Qg==} dev: true + /@algolia/requester-common@4.23.2: + resolution: {integrity: sha512-3EfpBS0Hri0lGDB5H/BocLt7Vkop0bTTLVUBB844HH6tVycwShmsV6bDR7yXbQvFP1uNpgePRD3cdBCjeHmk6Q==} + dev: true + /@algolia/requester-node-http@4.22.1: resolution: {integrity: sha512-JfmZ3MVFQkAU+zug8H3s8rZ6h0ahHZL/SpMaSasTCGYR5EEJsCc8SI5UZ6raPN2tjxa5bxS13BRpGSBUens7EA==} dependencies: @@ -711,6 +738,14 @@ packages: '@algolia/requester-common': 4.22.1 dev: true + /@algolia/transporter@4.23.2: + resolution: {integrity: sha512-GY3aGKBy+8AK4vZh8sfkatDciDVKad5rTY2S10Aefyjh7e7UGBP4zigf42qVXwU8VOPwi7l/L7OACGMOFcjB0Q==} + dependencies: + '@algolia/cache-common': 4.23.2 + '@algolia/logger-common': 4.23.2 + '@algolia/requester-common': 4.23.2 + dev: true + /@ampproject/remapping@2.2.1: resolution: {integrity: sha512-lFMjJTrFL3j7L9yBxwYfCq2k6qqwHyzuUl/XBnif78PWTJYyL/dfowQHWE3sp6U6ZzqWiiIZnpTMO96zhkjwtg==} engines: {node: '>=6.0.0'} @@ -2203,7 +2238,7 @@ packages: resolution: {integrity: sha512-SPiDHaWKQZpwR2siD0KQUwlStvIAnEyK6tAE2h2Wuoq8ue9skzhlyVQ1ddzOxX6khULnAALDiR/isSF3bnuciA==} dev: true - 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