From c654398f7582f03f5c2ab30268ab71b3b7e5872d Mon Sep 17 00:00:00 2001
From: Thuc Pham <51660321+thucpn@users.noreply.github.com>
Date: Mon, 12 Aug 2024 17:41:05 +0700
Subject: [PATCH] feat: implement Weaviate Vector Store in TS (#1109)
---
.changeset/four-avocados-divide.md | 5 +
examples/weaviate/README.md | 31 ++
examples/weaviate/load.ts | 23 ++
examples/weaviate/query.ts | 46 +++
packages/llamaindex/package.json | 1 +
packages/llamaindex/src/storage/index.ts | 1 +
.../vectorStore/WeaviateVectorStore.ts | 339 ++++++++++++++++++
.../src/storage/vectorStore/utils.ts | 5 +
pnpm-lock.yaml | 97 ++++-
9 files changed, 534 insertions(+), 14 deletions(-)
create mode 100644 .changeset/four-avocados-divide.md
create mode 100644 examples/weaviate/README.md
create mode 100644 examples/weaviate/load.ts
create mode 100644 examples/weaviate/query.ts
create mode 100644 packages/llamaindex/src/storage/vectorStore/WeaviateVectorStore.ts
diff --git a/.changeset/four-avocados-divide.md b/.changeset/four-avocados-divide.md
new file mode 100644
index 000000000..129b1349b
--- /dev/null
+++ b/.changeset/four-avocados-divide.md
@@ -0,0 +1,5 @@
+---
+"llamaindex": patch
+---
+
+Implement Weaviate Vector Store in TS
diff --git a/examples/weaviate/README.md b/examples/weaviate/README.md
new file mode 100644
index 000000000..6d9d68678
--- /dev/null
+++ b/examples/weaviate/README.md
@@ -0,0 +1,31 @@
+# Weaviate Vector Store
+
+Here are two sample scripts which work with loading and querying data from a Weaviate Vector Store.
+
+## Prerequisites
+
+- An Weaviate Vector Database
+ - Hosted https://weaviate.io/
+ - Self Hosted https://weaviate.io/developers/weaviate/installation/docker-compose#starter-docker-compose-file
+- An OpenAI API Key
+
+## Setup
+
+1. Set your env variables:
+
+- `WEAVIATE_CLUSTER_URL`: Address of your Weaviate Vector Store (like localhost:8080)
+- `WEAVIATE_API_KEY`: Your Weaviate API key
+- `OPENAI_API_KEY`: Your OpenAI key
+
+2. `cd` Into the `examples` directory
+3. run `npm i`
+
+## Load the data
+
+This sample loads the same dataset of movie reviews as sample dataset
+
+run `npx tsx weaviate/load`
+
+## Use RAG to Query the data
+
+run `npx tsx weaviate/query`
diff --git a/examples/weaviate/load.ts b/examples/weaviate/load.ts
new file mode 100644
index 000000000..ac367c82d
--- /dev/null
+++ b/examples/weaviate/load.ts
@@ -0,0 +1,23 @@
+import {
+ PapaCSVReader,
+ storageContextFromDefaults,
+ VectorStoreIndex,
+ WeaviateVectorStore,
+} from "llamaindex";
+
+const indexName = "MovieReviews";
+
+async function main() {
+ try {
+ const reader = new PapaCSVReader(false);
+ const docs = await reader.loadData("./data/movie_reviews.csv");
+ const vectorStore = new WeaviateVectorStore({ indexName });
+ const storageContext = await storageContextFromDefaults({ vectorStore });
+ await VectorStoreIndex.fromDocuments(docs, { storageContext });
+ console.log("Successfully loaded data into Weaviate");
+ } catch (e) {
+ console.error(e);
+ }
+}
+
+void main();
diff --git a/examples/weaviate/query.ts b/examples/weaviate/query.ts
new file mode 100644
index 000000000..ad265dece
--- /dev/null
+++ b/examples/weaviate/query.ts
@@ -0,0 +1,46 @@
+import { VectorStoreIndex, WeaviateVectorStore } from "llamaindex";
+
+const indexName = "MovieReviews";
+
+async function main() {
+ try {
+ const query = "Get all movie titles.";
+ const vectorStore = new WeaviateVectorStore({ indexName });
+ const index = await VectorStoreIndex.fromVectorStore(vectorStore);
+ const retriever = index.asRetriever({ similarityTopK: 20 });
+
+ const queryEngine = index.asQueryEngine({ retriever });
+ const results = await queryEngine.query({ query });
+ console.log(`Query from ${results.sourceNodes?.length} nodes`);
+ console.log(results.response);
+
+ console.log("\n=====\nQuerying the index with filters");
+ const queryEngineWithFilters = index.asQueryEngine({
+ retriever,
+ preFilters: {
+ filters: [
+ {
+ key: "document_id",
+ value: "./data/movie_reviews.csv_37",
+ operator: "==",
+ },
+ {
+ key: "document_id",
+ value: "./data/movie_reviews.csv_21",
+ operator: "==",
+ },
+ ],
+ condition: "or",
+ },
+ });
+ const resultAfterFilter = await queryEngineWithFilters.query({
+ query: "Get all movie titles.",
+ });
+ console.log(`Query from ${resultAfterFilter.sourceNodes?.length} nodes`);
+ console.log(resultAfterFilter.response);
+ } catch (e) {
+ console.error(e);
+ }
+}
+
+void main();
diff --git a/packages/llamaindex/package.json b/packages/llamaindex/package.json
index 5bbddcbdf..05feec902 100644
--- a/packages/llamaindex/package.json
+++ b/packages/llamaindex/package.json
@@ -65,6 +65,7 @@
"string-strip-html": "^13.4.8",
"tiktoken": "^1.0.15",
"unpdf": "^0.11.0",
+ "weaviate-client": "^3.1.4",
"wikipedia": "^2.1.2",
"wink-nlp": "^2.3.0",
"zod": "^3.23.8"
diff --git a/packages/llamaindex/src/storage/index.ts b/packages/llamaindex/src/storage/index.ts
index 29d64a0b6..d839410e9 100644
--- a/packages/llamaindex/src/storage/index.ts
+++ b/packages/llamaindex/src/storage/index.ts
@@ -18,3 +18,4 @@ export { PineconeVectorStore } from "./vectorStore/PineconeVectorStore.js";
export { QdrantVectorStore } from "./vectorStore/QdrantVectorStore.js";
export { SimpleVectorStore } from "./vectorStore/SimpleVectorStore.js";
export * from "./vectorStore/types.js";
+export { WeaviateVectorStore } from "./vectorStore/WeaviateVectorStore.js";
diff --git a/packages/llamaindex/src/storage/vectorStore/WeaviateVectorStore.ts b/packages/llamaindex/src/storage/vectorStore/WeaviateVectorStore.ts
new file mode 100644
index 000000000..7daef1683
--- /dev/null
+++ b/packages/llamaindex/src/storage/vectorStore/WeaviateVectorStore.ts
@@ -0,0 +1,339 @@
+/* eslint-disable turbo/no-undeclared-env-vars */
+import { BaseNode, MetadataMode, type Metadata } from "@llamaindex/core/schema";
+import weaviate, {
+ Filters,
+ type Collection,
+ type DeleteManyOptions,
+ type FilterValue,
+ type WeaviateClient,
+ type WeaviateNonGenericObject,
+} from "weaviate-client";
+
+import {
+ VectorStoreBase,
+ VectorStoreQueryMode,
+ type IEmbedModel,
+ type MetadataFilter,
+ type MetadataFilters,
+ type VectorStoreNoEmbedModel,
+ type VectorStoreQuery,
+ type VectorStoreQueryResult,
+} from "./types.js";
+import {
+ metadataDictToNode,
+ nodeToMetadata,
+ parseArrayValue,
+ parseNumberValue,
+} from "./utils.js";
+
+const NODE_SCHEMA = [
+ {
+ dataType: ["text"],
+ description: "Text property",
+ name: "text",
+ },
+ {
+ dataType: ["text"],
+ description: "The ref_doc_id of the Node",
+ name: "ref_doc_id",
+ },
+ {
+ dataType: ["text"],
+ description: "node_info (in JSON)",
+ name: "node_info",
+ },
+ {
+ dataType: ["text"],
+ description: "The relationships of the node (in JSON)",
+ name: "relationships",
+ },
+];
+
+const SIMILARITY_KEYS: {
+ [key: string]: "distance" | "score";
+} = {
+ [VectorStoreQueryMode.DEFAULT]: "distance",
+ [VectorStoreQueryMode.HYBRID]: "score",
+};
+
+const buildFilterItem = (
+ collection: Collection,
+ filter: MetadataFilter,
+): FilterValue => {
+ const { key, operator, value } = filter;
+
+ switch (operator) {
+ case "==": {
+ return collection.filter.byProperty(key).equal(value);
+ }
+ case "!=": {
+ return collection.filter.byProperty(key).notEqual(value);
+ }
+ case ">": {
+ return collection.filter
+ .byProperty(key)
+ .greaterThan(parseNumberValue(value));
+ }
+ case "<": {
+ return collection.filter
+ .byProperty(key)
+ .lessThan(parseNumberValue(value));
+ }
+ case ">=": {
+ return collection.filter
+ .byProperty(key)
+ .greaterOrEqual(parseNumberValue(value));
+ }
+ case "<=": {
+ return collection.filter
+ .byProperty(key)
+ .lessOrEqual(parseNumberValue(value));
+ }
+ case "any": {
+ return collection.filter
+ .byProperty(key)
+ .containsAny(parseArrayValue(value).map(String));
+ }
+ case "all": {
+ return collection.filter
+ .byProperty(key)
+ .containsAll(parseArrayValue(value).map(String));
+ }
+ default: {
+ throw new Error(`Operator ${operator} is not supported.`);
+ }
+ }
+};
+
+const toWeaviateFilter = (
+ collection: Collection,
+ standardFilters?: MetadataFilters,
+): FilterValue | undefined => {
+ if (!standardFilters?.filters.length) return undefined;
+ const filtersList = standardFilters.filters.map((filter) =>
+ buildFilterItem(collection, filter),
+ );
+ if (filtersList.length === 1) return filtersList[0];
+ const condition = standardFilters.condition ?? "and";
+ return Filters[condition](...filtersList);
+};
+
+export class WeaviateVectorStore
+ extends VectorStoreBase
+ implements VectorStoreNoEmbedModel
+{
+ public storesText: boolean = true;
+ private flatMetadata: boolean = true;
+
+ private weaviateClient?: WeaviateClient;
+ private clusterURL!: string;
+ private apiKey!: string;
+ private indexName: string;
+
+ private idKey: string;
+ private contentKey: string;
+ private embeddingKey: string;
+ private metadataKey: string;
+
+ constructor(
+ init?: Partial<IEmbedModel> & {
+ weaviateClient?: WeaviateClient;
+ cloudOptions?: {
+ clusterURL?: string;
+ apiKey?: string;
+ };
+ indexName?: string;
+ idKey?: string;
+ contentKey?: string;
+ metadataKey?: string;
+ embeddingKey?: string;
+ },
+ ) {
+ super(init?.embedModel);
+
+ if (init?.weaviateClient) {
+ // Use the provided client
+ this.weaviateClient = init.weaviateClient;
+ } else {
+ // Load client cloud options from config or env
+ const clusterURL =
+ init?.cloudOptions?.clusterURL ?? process.env.WEAVIATE_CLUSTER_URL;
+ const apiKey = init?.cloudOptions?.apiKey ?? process.env.WEAVIATE_API_KEY;
+ if (!clusterURL || !apiKey) {
+ throw new Error(
+ "Must specify WEAVIATE_CLUSTER_URL and WEAVIATE_API_KEY via env variable.",
+ );
+ }
+ this.clusterURL = clusterURL;
+ this.apiKey = apiKey;
+ }
+
+ this.checkIndexName(init?.indexName);
+ this.indexName = init?.indexName ?? "LlamaIndex";
+ this.idKey = init?.idKey ?? "id";
+ this.contentKey = init?.contentKey ?? "text";
+ this.embeddingKey = init?.embeddingKey ?? "vectors";
+ this.metadataKey = init?.metadataKey ?? "node_info";
+ }
+
+ public client() {
+ return this.getClient();
+ }
+
+ public async add(nodes: BaseNode<Metadata>[]): Promise<string[]> {
+ const collection = await this.ensureCollection({ createIfNotExists: true });
+
+ const result = await collection.data.insertMany(
+ nodes.map((node) => {
+ const metadata = nodeToMetadata(
+ node,
+ true,
+ this.contentKey,
+ this.flatMetadata,
+ );
+ const body = {
+ [this.idKey]: node.id_,
+ [this.embeddingKey]: node.getEmbedding(),
+ properties: {
+ ...metadata,
+ [this.contentKey]: node.getContent(MetadataMode.NONE),
+ [this.metadataKey]: JSON.stringify(metadata),
+ relationships: JSON.stringify({ ref_doc_id: metadata.ref_doc_id }),
+ },
+ };
+ return body;
+ }),
+ );
+
+ return Object.values(result.uuids);
+ }
+
+ public async delete(
+ refDocId: string,
+ deleteOptions?: DeleteManyOptions<boolean>,
+ ): Promise<void> {
+ const collection = await this.ensureCollection();
+ await collection.data.deleteMany(
+ collection.filter.byProperty("ref_doc_id").like(refDocId),
+ deleteOptions,
+ );
+ }
+
+ public async query(query: VectorStoreQuery): Promise<VectorStoreQueryResult> {
+ const collection = await this.ensureCollection();
+ const allProperties = await this.getAllProperties();
+
+ let filters: FilterValue | undefined = undefined;
+
+ if (query.docIds) {
+ filters = collection.filter
+ .byProperty("doc_id")
+ .containsAny(query.docIds);
+ }
+
+ if (query.filters) {
+ filters = toWeaviateFilter(collection, query.filters);
+ }
+
+ const queryResult = await collection.query.hybrid(query.queryStr!, {
+ vector: query.queryEmbedding,
+ alpha: this.getQueryAlpha(query),
+ limit: query.similarityTopK,
+ returnMetadata: Object.values(SIMILARITY_KEYS),
+ returnProperties: allProperties,
+ includeVector: true,
+ filters,
+ });
+
+ const entries = queryResult.objects;
+
+ const similarityKey = SIMILARITY_KEYS[query.mode];
+ const nodes: BaseNode<Metadata>[] = [];
+ const similarities: number[] = [];
+ const ids: string[] = [];
+
+ entries.forEach((entry, index) => {
+ if (index < query.similarityTopK && entry.metadata) {
+ const node = metadataDictToNode(entry.properties);
+ node.setContent(entry.properties[this.contentKey]);
+ nodes.push(node);
+ ids.push(entry.uuid);
+ similarities.push(this.getNodeSimilarity(entry, similarityKey));
+ }
+ });
+
+ return {
+ nodes,
+ similarities,
+ ids,
+ };
+ }
+
+ private async getClient(): Promise<WeaviateClient> {
+ if (this.weaviateClient) return this.weaviateClient;
+ const client = await weaviate.connectToWeaviateCloud(this.clusterURL, {
+ authCredentials: new weaviate.ApiKey(this.apiKey),
+ });
+ this.weaviateClient = client;
+ return client;
+ }
+
+ private async ensureCollection({ createIfNotExists = false } = {}) {
+ const client = await this.getClient();
+ const exists = await this.doesCollectionExist();
+ if (!exists) {
+ if (createIfNotExists) {
+ await this.createCollection();
+ } else {
+ throw new Error(`Collection ${this.indexName} does not exist.`);
+ }
+ }
+ return client.collections.get(this.indexName);
+ }
+
+ private async doesCollectionExist() {
+ const client = await this.getClient();
+ return client.collections.exists(this.indexName);
+ }
+
+ private async createCollection() {
+ const client = await this.getClient();
+ return await client.collections.createFromSchema({
+ class: this.indexName,
+ description: `Collection for ${this.indexName}`,
+ properties: NODE_SCHEMA,
+ });
+ }
+
+ private getQueryAlpha(query: VectorStoreQuery): number | undefined {
+ if (!query.queryEmbedding) return undefined;
+ if (query.mode === VectorStoreQueryMode.DEFAULT) return 1;
+ if (query.mode === VectorStoreQueryMode.HYBRID && query.queryStr)
+ return query.alpha;
+ return undefined;
+ }
+
+ private async getAllProperties(): Promise<string[]> {
+ const collection = await this.ensureCollection();
+ const properties = (await collection.config.get()).properties;
+ return properties.map((p) => p.name);
+ }
+
+ private checkIndexName(indexName?: string) {
+ if (indexName && indexName[0] !== indexName[0].toUpperCase()) {
+ throw new Error(
+ "Index name must start with a capital letter, e.g. 'LlamaIndex'",
+ );
+ }
+ }
+
+ private getNodeSimilarity(
+ entry: WeaviateNonGenericObject,
+ similarityKey: "distance" | "score" = "distance",
+ ): number {
+ const distance = entry.metadata?.[similarityKey];
+ if (distance === undefined) return 1;
+ // convert distance https://forum.weaviate.io/t/distance-vs-certainty-scores/258
+ return 1 - distance;
+ }
+}
diff --git a/packages/llamaindex/src/storage/vectorStore/utils.ts b/packages/llamaindex/src/storage/vectorStore/utils.ts
index 0e85d4bbd..d664c4f3d 100644
--- a/packages/llamaindex/src/storage/vectorStore/utils.ts
+++ b/packages/llamaindex/src/storage/vectorStore/utils.ts
@@ -99,3 +99,8 @@ export const parseArrayValue = (
}
return value;
};
+
+export const parseNumberValue = (value?: MetadataFilterValue): number => {
+ if (typeof value !== "number") throw new Error("Value must be a number");
+ return value;
+};
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 96574d0ef..d89192a65 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -163,7 +163,7 @@ importers:
version: link:../packages/llamaindex
mongodb:
specifier: ^6.7.0
- version: 6.8.0(@aws-sdk/credential-providers@3.613.0(@aws-sdk/client-sso-oidc@3.613.0(@aws-sdk/client-sts@3.613.0)))
+ version: 6.8.0(@aws-sdk/credential-providers@3.613.0)
pathe:
specifier: ^1.1.2
version: 1.1.2
@@ -568,7 +568,7 @@ importers:
version: 2.0.0
mongodb:
specifier: ^6.7.0
- version: 6.8.0(@aws-sdk/credential-providers@3.613.0(@aws-sdk/client-sso-oidc@3.613.0(@aws-sdk/client-sts@3.613.0)))
+ version: 6.8.0(@aws-sdk/credential-providers@3.613.0)
notion-md-crawler:
specifier: ^1.0.0
version: 1.0.0(encoding@0.1.13)
@@ -602,6 +602,9 @@ importers:
unpdf:
specifier: ^0.11.0
version: 0.11.0(encoding@0.1.13)
+ weaviate-client:
+ specifier: ^3.1.4
+ version: 3.1.4(encoding@0.1.13)
wikipedia:
specifier: ^2.1.2
version: 2.1.2
@@ -2666,6 +2669,11 @@ packages:
resolution: {integrity: sha512-krWjurjEUHSFhCX4lGHMOhbnpBfYZGU31mpHpPBQwcfWm0T+/+wxC4UCAJfkxxc3/HvGJVG8r4AqrffaeDHDlA==}
engines: {node: '>=18.0.0'}
+ '@graphql-typed-document-node/core@3.2.0':
+ resolution: {integrity: sha512-mB9oAsNCm9aM3/SOv4YtBMqZbYj10R7dkq8byBqxGY/ncFwhf2oQzMV+LCRlWoDSEBJ3COiR1yeDvMtsoOsuFQ==}
+ peerDependencies:
+ graphql: ^0.8.0 || ^0.9.0 || ^0.10.0 || ^0.11.0 || ^0.12.0 || ^0.13.0 || ^14.0.0 || ^15.0.0 || ^16.0.0 || ^17.0.0
+
'@grpc/grpc-js@1.10.11':
resolution: {integrity: sha512-3RaoxOqkHHN2c05bwtBNVJmOf/UwMam0rZYtdl7dsRpsvDwcNpv6LkGgzltQ7xVf822LzBoKEPRvf4D7+xeIDw==}
engines: {node: '>=12.10.0'}
@@ -4375,6 +4383,9 @@ packages:
abbrev@1.1.1:
resolution: {integrity: sha512-nne9/IiQ/hzIhY6pdDnbBtz7DjPTKrY00P/zvPSm5pOFkl6xuGrGnXn/VtTNNfNtAfZ9/1RtehkszU9qcTii0Q==}
+ abort-controller-x@0.4.3:
+ resolution: {integrity: sha512-VtUwTNU8fpMwvWGn4xE93ywbogTYsuT+AUxAXOeelbXuQVIwNmC5YLeho9sH4vZ4ITW8414TTAOG1nW6uIVHCA==}
+
abort-controller@3.0.0:
resolution: {integrity: sha512-h8lQ8tacZYnR3vNQTgibj+tODHI5/+l06Au2Pcriv/Gmet0eaj4TwWH41sO9wnHDiQsEj19q0drzdWdeAHtweg==}
engines: {node: '>=6.5'}
@@ -6568,6 +6579,15 @@ packages:
graphemer@1.4.0:
resolution: {integrity: sha512-EtKwoO6kxCL9WO5xipiHTZlSzBm7WLT627TqC/uVRd0HKmq8NXyebnNYxDoBi7wt8eTWrUrKXCOVaFq9x1kgag==}
+ graphql-request@6.1.0:
+ resolution: {integrity: sha512-p+XPfS4q7aIpKVcgmnZKhMNqhltk20hfXtkaIkTfjjmiKMJ5xrt5c743cL03y/K7y1rg3WrIC49xGiEQ4mxdNw==}
+ peerDependencies:
+ graphql: 14 - 16
+
+ graphql@16.9.0:
+ resolution: {integrity: sha512-GGTKBX4SD7Wdb8mqeDLni2oaRGYQWjWHGKPQ24ZMnUtKfcsVoiv4uX8+LJr1K6U5VW2Lu1BwJnj7uiori0YtRw==}
+ engines: {node: ^12.22.0 || ^14.16.0 || ^16.0.0 || >=17.0.0}
+
gray-matter@4.0.3:
resolution: {integrity: sha512-5v6yZd4JK3eMI3FqqCouswVqwugaA9r4dNZB1wwcmrD02QkV5H0y7XBQW8QwQqEaZY1pM9aqORSORhJRdNK44Q==}
engines: {node: '>=6.0'}
@@ -8126,6 +8146,15 @@ packages:
sass:
optional: true
+ nice-grpc-client-middleware-deadline@2.0.12:
+ resolution: {integrity: sha512-drKxQJzTbh+Qkd6v+BcRhTmY2mw9zR8Qigu/jk0vIkDi90K6NOOJGgvBdbTxKXtv6QY1g07T1LvwaqW3Mlwdvw==}
+
+ nice-grpc-common@2.0.2:
+ resolution: {integrity: sha512-7RNWbls5kAL1QVUOXvBsv1uO0wPQK3lHv+cY1gwkTzirnG1Nop4cBJZubpgziNbaVc/bl9QJcyvsf/NQxa3rjQ==}
+
+ nice-grpc@2.1.9:
+ resolution: {integrity: sha512-shJlg1t4Wn3qTVE31gxofbTrgCX/p4tS1xRnk4bNskCYKvXNEUpJQZpjModsVk1aau69YZDViyC18K9nC7QHYA==}
+
nice-napi@1.0.2:
resolution: {integrity: sha512-px/KnJAJZf5RuBGcfD+Sp2pAKq0ytz8j+1NehvgIGFkvtvFrDM3T8E4x/JJODXK9WZow8RRGrbA9QQ3hs+pDhA==}
os: ['!win32']
@@ -10313,6 +10342,9 @@ packages:
peerDependencies:
typescript: '>=4.2.0'
+ ts-error@1.0.6:
+ resolution: {integrity: sha512-tLJxacIQUM82IR7JO1UUkKlYuUTmoY9HBJAmNWFzheSlDS5SPMcNIepejHJa4BpPQLAcbRhRf3GDJzyj6rbKvA==}
+
ts-graphviz@1.8.2:
resolution: {integrity: sha512-5YhbFoHmjxa7pgQLkB07MtGnGJ/yhvjmc9uhsnDBEICME6gkPf83SBwLDQqGDoCa3XzUMWLk1AU2Wn1u1naDtA==}
engines: {node: '>=14.16'}
@@ -10788,6 +10820,10 @@ packages:
wcwidth@1.0.1:
resolution: {integrity: sha512-XHPEwS0q6TaxcvG85+8EYkbiCux2XtWG2mkc47Ng2A77BQu9+DqIOJldST4HgPkuea7dvKSj5VgX3P1d4rW8Tg==}
+ weaviate-client@3.1.4:
+ resolution: {integrity: sha512-Bw9KV0wtFd4TdifhPAkmc2Lv7bKIX0L2oqObUNG8K8Mv0zoVixGcqlAS3xJdfQ2jSqz0vH3mfetsOBdlvogxfg==}
+ engines: {node: '>=18.0.0'}
+
web-namespaces@2.0.1:
resolution: {integrity: sha512-bKr1DkiNa2krS7qxNtdrtHAmzuYGFQLiQ13TsorsdT6ULTkPLKuu5+GsFpDlg6JFjUTwX2DyhMPG2be8uPrqsQ==}
@@ -13987,6 +14023,10 @@ snapshots:
'@google/generative-ai@0.12.0': {}
+ '@graphql-typed-document-node/core@3.2.0(graphql@16.9.0)':
+ dependencies:
+ graphql: 16.9.0
+
'@grpc/grpc-js@1.10.11':
dependencies:
'@grpc/proto-loader': 0.7.13
@@ -15865,6 +15905,8 @@ snapshots:
abbrev@1.1.1:
optional: true
+ abort-controller-x@0.4.3: {}
+
abort-controller@3.0.0:
dependencies:
event-target-shim: 5.0.1
@@ -17700,16 +17742,6 @@ snapshots:
- eslint-import-resolver-webpack
- supports-color
- eslint-module-utils@2.8.1(@typescript-eslint/parser@7.16.0(eslint@8.57.0)(typescript@5.5.3))(eslint-import-resolver-node@0.3.9)(eslint@8.57.0):
- dependencies:
- debug: 3.2.7
- optionalDependencies:
- '@typescript-eslint/parser': 7.16.0(eslint@8.57.0)(typescript@5.5.3)
- eslint: 8.57.0
- eslint-import-resolver-node: 0.3.9
- transitivePeerDependencies:
- - supports-color
-
eslint-module-utils@2.8.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.5.3))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.5.3))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1)(eslint@8.57.0))(eslint@8.57.0):
dependencies:
debug: 3.2.7
@@ -17731,7 +17763,7 @@ snapshots:
doctrine: 2.1.0
eslint: 8.57.0
eslint-import-resolver-node: 0.3.9
- eslint-module-utils: 2.8.1(@typescript-eslint/parser@7.16.0(eslint@8.57.0)(typescript@5.5.3))(eslint-import-resolver-node@0.3.9)(eslint@8.57.0)
+ eslint-module-utils: 2.8.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.5.3))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.1(@typescript-eslint/parser@7.2.0(eslint@8.57.0)(typescript@5.5.3))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.29.1)(eslint@8.57.0))(eslint@8.57.0)
hasown: 2.0.2
is-core-module: 2.14.0
is-glob: 4.0.3
@@ -18625,6 +18657,16 @@ snapshots:
graphemer@1.4.0: {}
+ graphql-request@6.1.0(encoding@0.1.13)(graphql@16.9.0):
+ dependencies:
+ '@graphql-typed-document-node/core': 3.2.0(graphql@16.9.0)
+ cross-fetch: 3.1.8(encoding@0.1.13)
+ graphql: 16.9.0
+ transitivePeerDependencies:
+ - encoding
+
+ graphql@16.9.0: {}
+
gray-matter@4.0.3:
dependencies:
js-yaml: 3.14.1
@@ -20421,7 +20463,7 @@ snapshots:
optionalDependencies:
'@aws-sdk/credential-providers': 3.613.0(@aws-sdk/client-sso-oidc@3.613.0(@aws-sdk/client-sts@3.613.0))
- mongodb@6.8.0(@aws-sdk/credential-providers@3.613.0(@aws-sdk/client-sso-oidc@3.613.0(@aws-sdk/client-sts@3.613.0))):
+ mongodb@6.8.0(@aws-sdk/credential-providers@3.613.0):
dependencies:
'@mongodb-js/saslprep': 1.1.7
bson: 6.8.0
@@ -20599,6 +20641,20 @@ snapshots:
- '@babel/core'
- babel-plugin-macros
+ nice-grpc-client-middleware-deadline@2.0.12:
+ dependencies:
+ nice-grpc-common: 2.0.2
+
+ nice-grpc-common@2.0.2:
+ dependencies:
+ ts-error: 1.0.6
+
+ nice-grpc@2.1.9:
+ dependencies:
+ '@grpc/grpc-js': 1.10.11
+ abort-controller-x: 0.4.3
+ nice-grpc-common: 2.0.2
+
nice-napi@1.0.2:
dependencies:
node-addon-api: 3.2.1
@@ -23091,6 +23147,8 @@ snapshots:
dependencies:
typescript: 5.5.3
+ ts-error@1.0.6: {}
+
ts-graphviz@1.8.2: {}
ts-interface-checker@0.1.13: {}
@@ -23603,6 +23661,17 @@ snapshots:
dependencies:
defaults: 1.0.4
+ weaviate-client@3.1.4(encoding@0.1.13):
+ dependencies:
+ graphql: 16.9.0
+ graphql-request: 6.1.0(encoding@0.1.13)(graphql@16.9.0)
+ long: 5.2.3
+ nice-grpc: 2.1.9
+ nice-grpc-client-middleware-deadline: 2.0.12
+ uuid: 9.0.1
+ transitivePeerDependencies:
+ - encoding
+
web-namespaces@2.0.1: {}
web-streams-polyfill@3.3.3: {}
--
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