Release 0.9.9 (#1713)

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: marcusschiesser <17126+marcusschiesser@users.noreply.github.com>

apps/next/CHANGELOG.md

@@ -1,5 +1,19 @@
 # @llamaindex/doc
 
+## 0.1.9
+
+### Patch Changes
+
+- 4bac71d: Support binding additional argument to function tool
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+  - @llamaindex/cloud@3.0.8
+  - llamaindex@0.9.9
+  - @llamaindex/node-parser@1.0.7
+  - @llamaindex/openai@0.1.59
+  - @llamaindex/readers@2.0.7
+  - @llamaindex/workflow@0.0.15
+
 ## 0.1.8
 
 ### Patch Changes

apps/next/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@llamaindex/doc",
-  "version": "0.1.8",
+  "version": "0.1.9",
   "private": true,
   "scripts": {
     "build": "pnpm run build:docs && next build",

apps/next/src/content/docs/llamaindex/modules/tool/index.mdx

@@ -0,0 +1,60 @@
+---
+title: Tools
+---
+
+A "tool" is a utility that can be called by an agent on behalf of an LLM.
+A tool can be called to perform custom actions, or retrieve extra information based on the LLM-generated input.
+A result from a tool call can be used by subsequent steps in a workflow, or to compute a final answer.
+For example, a "weather tool" could fetch some live weather information from a geographical location.
+
+## Function tool
+
+Function tools are implemented with the `FunctionTool` class.
+A `FunctionTool` is constructed from a function with signature
+```ts
+(input: T, additionalArg?: AdditionalToolArgument) => R
+```
+where
+- `input` is generated by the LLM, `T` is the type defined by the tool `parameters`
+- `additionalArg` is an optional extra argument, see "Binding" below
+- `R` is the return type
+
+### Binding
+
+An additional argument can be bound to a tool, each tool call will be passed
+- the input provided by the LLM
+- the additional argument (extends object)
+
+Note: calling the `bind` method will return a new `FunctionTool` instance, without modifying the tool which `bind` is called on.
+
+Example to pass a `userToken` as additional argument:
+```ts
+// first arg is LLM input, second is bound arg
+const queryKnowledgeBase = async ({ question }, { userToken }) => {
+  const response = await fetch(`https://knowledge-base.com?token=${userToken}&query=${question}`);
+  // ...
+};
+
+// define tool as usual
+const kbTool = FunctionTool.from(queryKnowledgeBase, {
+  name: 'queryKnowledgeBase',
+  description: 'Query knowledge base',
+  parameters: {
+    type: 'object',
+    properties: {
+      question: {
+        type: 'string',
+        description: 'The user question',
+      },
+    },
+    required: ['question'],
+  },
+});
+
+// create an agent
+const additionalArg = { userToken: 'abcd1234' };
+const kbAgent = new LLMAgent({
+  tools: [kbTool.bind(additionalArg)],
+  // llm, systemPrompt etc
+})
+```

e2e/examples/cloudflare-worker-agent/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/cloudflare-worker-agent-test
 
+## 0.0.143
+
+### Patch Changes
+
+- llamaindex@0.9.9
+
 ## 0.0.142
 
 ### Patch Changes

e2e/examples/cloudflare-worker-agent/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@llamaindex/cloudflare-worker-agent-test",
-  "version": "0.0.142",
+  "version": "0.0.143",
   "type": "module",
   "private": true,
   "scripts": {

e2e/examples/llama-parse-browser/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/llama-parse-browser-test
 
+## 0.0.53
+
+### Patch Changes
+
+- @llamaindex/cloud@3.0.8
+
 ## 0.0.52
 
 ### Patch Changes

e2e/examples/llama-parse-browser/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/llama-parse-browser-test",
   "private": true,
-  "version": "0.0.52",
+  "version": "0.0.53",
   "type": "module",
   "scripts": {
     "dev": "vite",

e2e/examples/nextjs-agent/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/next-agent-test
 
+## 0.1.143
+
+### Patch Changes
+
+- llamaindex@0.9.9
+
 ## 0.1.142
 
 ### Patch Changes

e2e/examples/nextjs-agent/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@llamaindex/next-agent-test",
-  "version": "0.1.142",
+  "version": "0.1.143",
   "private": true,
   "scripts": {
     "dev": "next dev",

e2e/examples/nextjs-edge-runtime/CHANGELOG.md

@@ -1,5 +1,11 @@
 # test-edge-runtime
 
+## 0.1.142
+
+### Patch Changes
+
+- llamaindex@0.9.9
+
 ## 0.1.141
 
 ### Patch Changes

e2e/examples/nextjs-edge-runtime/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@llamaindex/nextjs-edge-runtime-test",
-  "version": "0.1.141",
+  "version": "0.1.142",
   "private": true,
   "scripts": {
     "dev": "next dev",

e2e/examples/nextjs-node-runtime/CHANGELOG.md

@@ -1,5 +1,13 @@
 # @llamaindex/next-node-runtime
 
+## 0.1.9
+
+### Patch Changes
+
+- llamaindex@0.9.9
+- @llamaindex/huggingface@0.0.43
+- @llamaindex/readers@2.0.7
+
 ## 0.1.8
 
 ### Patch Changes

e2e/examples/nextjs-node-runtime/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@llamaindex/next-node-runtime-test",
-  "version": "0.1.8",
+  "version": "0.1.9",
   "private": true,
   "scripts": {
     "dev": "next dev",

e2e/examples/vite-import-llamaindex/CHANGELOG.md

@@ -1,5 +1,11 @@
 # vite-import-llamaindex
 
+## 0.0.9
+
+### Patch Changes
+
+- llamaindex@0.9.9
+
 ## 0.0.8
 
 ### Patch Changes

e2e/examples/vite-import-llamaindex/package.json

@@ -1,7 +1,7 @@
 {
   "name": "vite-import-llamaindex",
   "private": true,
-  "version": "0.0.8",
+  "version": "0.0.9",
   "type": "module",
   "scripts": {
     "build": "vite build",

e2e/examples/waku-query-engine/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/waku-query-engine-test
 
+## 0.0.143
+
+### Patch Changes
+
+- llamaindex@0.9.9
+
 ## 0.0.142
 
 ### Patch Changes

e2e/examples/waku-query-engine/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@llamaindex/waku-query-engine-test",
-  "version": "0.0.142",
+  "version": "0.0.143",
   "type": "module",
   "private": true,
   "scripts": {

examples/CHANGELOG.md

@@ -1,5 +1,50 @@
 # examples
 
+## 0.2.8
+
+### Patch Changes
+
+- Updated dependencies [58b3ee5]
+- Updated dependencies [4bac71d]
+- Updated dependencies [8bf1ca1]
+  - @llamaindex/google@0.1.0
+  - @llamaindex/core@0.5.7
+  - @llamaindex/anthropic@0.2.5
+  - @llamaindex/cloud@3.0.8
+  - llamaindex@0.9.9
+  - @llamaindex/node-parser@1.0.7
+  - @llamaindex/clip@0.0.43
+  - @llamaindex/cohere@0.0.12
+  - @llamaindex/deepinfra@0.0.43
+  - @llamaindex/huggingface@0.0.43
+  - @llamaindex/jinaai@0.0.3
+  - @llamaindex/mistral@0.0.12
+  - @llamaindex/mixedbread@0.0.12
+  - @llamaindex/ollama@0.0.47
+  - @llamaindex/openai@0.1.59
+  - @llamaindex/portkey-ai@0.0.40
+  - @llamaindex/replicate@0.0.40
+  - @llamaindex/astra@0.0.12
+  - @llamaindex/azure@0.1.7
+  - @llamaindex/chroma@0.0.12
+  - @llamaindex/firestore@1.0.5
+  - @llamaindex/milvus@0.1.7
+  - @llamaindex/mongodb@0.0.12
+  - @llamaindex/pinecone@0.0.12
+  - @llamaindex/postgres@0.0.40
+  - @llamaindex/qdrant@0.1.7
+  - @llamaindex/upstash@0.0.12
+  - @llamaindex/weaviate@0.0.12
+  - @llamaindex/vercel@0.0.18
+  - @llamaindex/voyage-ai@1.0.4
+  - @llamaindex/readers@2.0.7
+  - @llamaindex/workflow@0.0.15
+  - @llamaindex/deepseek@0.0.3
+  - @llamaindex/fireworks@0.0.3
+  - @llamaindex/groq@0.0.58
+  - @llamaindex/together@0.0.3
+  - @llamaindex/vllm@0.0.29
+
 ## 0.2.7
 
 ### Patch Changes

examples/agentworkflow/with-anthropic.ts

@@ -0,0 +1,114 @@
+import fs from "fs";
+import {
+  AgentToolCall,
+  AgentToolCallResult,
+  AgentWorkflow,
+  FunctionAgent,
+  FunctionTool,
+} from "llamaindex";
+import { z } from "zod";
+
+import { Anthropic } from "@llamaindex/anthropic";
+
+const llm = new Anthropic({
+  model: "claude-3-5-sonnet",
+});
+
+const weatherTool = FunctionTool.from(
+  (query: { location: string }) => {
+    return `The weather in ${query.location} is sunny`;
+  },
+  {
+    name: "weather",
+    description: "Get the weather",
+    parameters: z.object({
+      location: z.string({
+        description: "The location to get the weather for",
+      }),
+    }),
+  },
+);
+
+const inflationTool = FunctionTool.from(
+  (query: { location: string }) => {
+    return `The inflation in ${query.location} is 2%`;
+  },
+  {
+    name: "inflation",
+    description: "Get the inflation",
+    parameters: z.object({
+      location: z.string({
+        description: "The location to get the inflation for",
+      }),
+    }),
+  },
+);
+
+const saveFileTool = FunctionTool.from(
+  ({ content }: { content: string }) => {
+    const filePath = "./report.md";
+    fs.writeFileSync(filePath, content);
+    return `File saved successfully at ${filePath}`;
+  },
+  {
+    name: "saveFile",
+    description:
+      "Save the written content into a file that can be downloaded by the user",
+    parameters: z.object({
+      content: z.string({
+        description: "The content to save into a file",
+      }),
+    }),
+  },
+);
+
+async function main() {
+  const reportAgent = new FunctionAgent({
+    name: "ReportAgent",
+    description:
+      "Responsible for creating concise reports about weather and inflation data",
+    systemPrompt: `You are a professional writer. Your task is to create a clear and concise report summarizing the weather and inflation data provided. Once complete, save the report to a file using the saveFile tool.`,
+    tools: [saveFileTool],
+    llm,
+  });
+
+  const researchAgent = new FunctionAgent({
+    name: "ResearchAgent",
+    description:
+      "Responsible for gathering relevant information from the internet",
+    systemPrompt: `You are a research agent. Your role is to gather information about the inflation and weather in the location provided.`,
+    tools: [inflationTool, weatherTool],
+    canHandoffTo: [reportAgent],
+    llm,
+  });
+
+  const workflow = new AgentWorkflow({
+    agents: [researchAgent, reportAgent],
+    rootAgent: researchAgent,
+  });
+
+  const context = workflow.run(
+    "Write a report about New York weather and inflation",
+  );
+
+  let finalResult;
+  for await (const event of context) {
+    if (event instanceof AgentToolCall) {
+      console.log(
+        `[Agent ${event.displayName}] executing tool ${event.data.toolName} with parameters ${JSON.stringify(
+          event.data.toolKwargs,
+        )}`,
+      );
+    } else if (event instanceof AgentToolCallResult) {
+      console.log(
+        `[Agent ${event.displayName}] executed tool ${event.data.toolName} with result ${event.data.toolOutput.result}`,
+      );
+    }
+    finalResult = event;
+  }
+  console.log("Final result:", finalResult?.data);
+}
+
+main().catch((error) => {
+  console.error("Error:", error);
+});

examples/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@llamaindex/examples",
-  "version": "0.2.7",
+  "version": "0.2.8",
   "private": true,
   "scripts": {
     "lint": "eslint .",
@@ -11,43 +11,43 @@
     "@azure/cosmos": "^4.1.1",
     "@azure/identity": "^4.4.1",
     "@azure/search-documents": "^12.1.0",
-    "@llamaindex/anthropic": "^0.2.4",
-    "@llamaindex/astra": "^0.0.11",
-    "@llamaindex/azure": "^0.1.6",
-    "@llamaindex/chroma": "^0.0.11",
-    "@llamaindex/clip": "^0.0.42",
-    "@llamaindex/cloud": "^3.0.7",
-    "@llamaindex/cohere": "^0.0.11",
-    "@llamaindex/core": "^0.5.6",
-    "@llamaindex/deepinfra": "^0.0.42",
+    "@llamaindex/anthropic": "^0.2.5",
+    "@llamaindex/astra": "^0.0.12",
+    "@llamaindex/azure": "^0.1.7",
+    "@llamaindex/chroma": "^0.0.12",
+    "@llamaindex/clip": "^0.0.43",
+    "@llamaindex/cloud": "^3.0.8",
+    "@llamaindex/cohere": "^0.0.12",
+    "@llamaindex/core": "^0.5.7",
+    "@llamaindex/deepinfra": "^0.0.43",
     "@llamaindex/env": "^0.1.29",
-    "@llamaindex/firestore": "^1.0.4",
-    "@llamaindex/google": "^0.0.14",
-    "@llamaindex/groq": "^0.0.57",
-    "@llamaindex/huggingface": "^0.0.42",
-    "@llamaindex/milvus": "^0.1.6",
-    "@llamaindex/mistral": "^0.0.11",
-    "@llamaindex/mixedbread": "^0.0.11",
-    "@llamaindex/mongodb": "^0.0.11",
-    "@llamaindex/node-parser": "^1.0.6",
-    "@llamaindex/ollama": "^0.0.46",
-    "@llamaindex/openai": "^0.1.58",
-    "@llamaindex/pinecone": "^0.0.11",
-    "@llamaindex/portkey-ai": "^0.0.39",
-    "@llamaindex/postgres": "^0.0.39",
-    "@llamaindex/qdrant": "^0.1.6",
-    "@llamaindex/readers": "^2.0.6",
-    "@llamaindex/replicate": "^0.0.39",
-    "@llamaindex/upstash": "^0.0.11",
-    "@llamaindex/vercel": "^0.0.17",
-    "@llamaindex/vllm": "^0.0.28",
-    "@llamaindex/voyage-ai": "^1.0.3",
-    "@llamaindex/weaviate": "^0.0.11",
-    "@llamaindex/workflow": "^0.0.14",
-    "@llamaindex/deepseek": "^0.0.2",
-    "@llamaindex/fireworks": "^0.0.2",
-    "@llamaindex/together": "^0.0.2",
-    "@llamaindex/jinaai": "^0.0.2",
+    "@llamaindex/firestore": "^1.0.5",
+    "@llamaindex/google": "^0.1.0",
+    "@llamaindex/groq": "^0.0.58",
+    "@llamaindex/huggingface": "^0.0.43",
+    "@llamaindex/milvus": "^0.1.7",
+    "@llamaindex/mistral": "^0.0.12",
+    "@llamaindex/mixedbread": "^0.0.12",
+    "@llamaindex/mongodb": "^0.0.12",
+    "@llamaindex/node-parser": "^1.0.7",
+    "@llamaindex/ollama": "^0.0.47",
+    "@llamaindex/openai": "^0.1.59",
+    "@llamaindex/pinecone": "^0.0.12",
+    "@llamaindex/portkey-ai": "^0.0.40",
+    "@llamaindex/postgres": "^0.0.40",
+    "@llamaindex/qdrant": "^0.1.7",
+    "@llamaindex/readers": "^2.0.7",
+    "@llamaindex/replicate": "^0.0.40",
+    "@llamaindex/upstash": "^0.0.12",
+    "@llamaindex/vercel": "^0.0.18",
+    "@llamaindex/vllm": "^0.0.29",
+    "@llamaindex/voyage-ai": "^1.0.4",
+    "@llamaindex/weaviate": "^0.0.12",
+    "@llamaindex/workflow": "^0.0.15",
+    "@llamaindex/deepseek": "^0.0.3",
+    "@llamaindex/fireworks": "^0.0.3",
+    "@llamaindex/together": "^0.0.3",
+    "@llamaindex/jinaai": "^0.0.3",
     "@notionhq/client": "^2.2.15",
     "@pinecone-database/pinecone": "^4.0.0",
     "@vercel/postgres": "^0.10.0",
@@ -56,7 +56,7 @@
     "commander": "^12.1.0",
     "dotenv": "^16.4.5",
     "js-tiktoken": "^1.0.14",
-    "llamaindex": "^0.9.8",
+    "llamaindex": "^0.9.9",
     "mongodb": "6.7.0",
     "postgres": "^3.4.4",
     "wikipedia": "^2.1.2",

packages/autotool/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/autotool
 
+## 6.0.9
+
+### Patch Changes
+
+- llamaindex@0.9.9
+
 ## 6.0.8
 
 ### Patch Changes

packages/autotool/examples/01_node/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/autotool-01-node-example
 
+## 0.0.90
+
+### Patch Changes
+
+- llamaindex@0.9.9
+- @llamaindex/autotool@6.0.9
+
 ## 0.0.89
 
 ### Patch Changes

packages/autotool/examples/01_node/package.json

@@ -13,5 +13,5 @@
   "scripts": {
     "start": "node --import tsx --import @llamaindex/autotool/node ./src/index.ts"
   },
-  "version": "0.0.89"
+  "version": "0.0.90"
 }

packages/autotool/examples/02_nextjs/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/autotool-02-next-example
 
+## 0.1.134
+
+### Patch Changes
+
+- llamaindex@0.9.9
+- @llamaindex/autotool@6.0.9
+
 ## 0.1.133
 
 ### Patch Changes

packages/autotool/examples/02_nextjs/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/autotool-02-next-example",
   "private": true,
-  "version": "0.1.133",
+  "version": "0.1.134",
   "scripts": {
     "dev": "next dev",
     "build": "next build",

packages/autotool/package.json

@@ -6,7 +6,7 @@
     "url": "git+https://github.com/run-llama/LlamaIndexTS.git",
     "directory": "packages/autotool"
   },
-  "version": "6.0.8",
+  "version": "6.0.9",
   "description": "auto transpile your JS function to LLM Agent compatible",
   "files": [
     "dist",

packages/cloud/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/cloud
 
+## 3.0.8
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 3.0.7
 
 ### Patch Changes

packages/cloud/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@llamaindex/cloud",
-  "version": "3.0.7",
+  "version": "3.0.8",
   "type": "module",
   "license": "MIT",
   "scripts": {

packages/community/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/community
 
+## 0.0.89
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.88
 
 ### Patch Changes

packages/community/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/community",
   "description": "Community package for LlamaIndexTS",
-  "version": "0.0.88",
+  "version": "0.0.89",
   "type": "module",
   "types": "dist/type/index.d.ts",
   "main": "dist/cjs/index.js",

packages/core/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/core
 
+## 0.5.7
+
+### Patch Changes
+
+- 4bac71d: Support binding additional argument to function tool
+
 ## 0.5.6
 
 ### Patch Changes

packages/core/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/core",
   "type": "module",
-  "version": "0.5.6",
+  "version": "0.5.7",
   "description": "LlamaIndex Core Module",
   "exports": {
     "./agent": {

packages/core/src/llms/type.ts

@@ -224,8 +224,10 @@ export type ToolMetadata<
 /**
  * Simple Tool interface. Likely to change.
  */
-// eslint-disable-next-line @typescript-eslint/no-explicit-any
-export interface BaseTool<Input = any> {
+export interface BaseTool<
+  // eslint-disable-next-line @typescript-eslint/no-explicit-any
+  Input = any,
+> {
   /**
    * This could be undefined if the implementation is not provided,
    *  which might be the case when communicating with a llm.

packages/core/src/tools/function-tool.ts

@@ -4,40 +4,66 @@ import { zodToJsonSchema } from "zod-to-json-schema";
 import type { JSONValue } from "../global";
 import type { BaseTool, ToolMetadata } from "../llms";
 
-export class FunctionTool<T, R extends JSONValue | Promise<JSONValue>>
-  implements BaseTool<T>
+export class FunctionTool<
+  T,
+  R extends JSONValue | Promise<JSONValue>,
+  AdditionalToolArgument extends object = object,
+> implements BaseTool<T>
 {
-  #fn: (input: T) => R;
+  #fn: (input: T, additionalArg?: AdditionalToolArgument) => R;
+  #additionalArg: AdditionalToolArgument | undefined;
   readonly #metadata: ToolMetadata<JSONSchemaType<T>>;
   readonly #zodType: z.ZodType<T> | null = null;
   constructor(
-    fn: (input: T) => R,
+    fn: (input: T, additionalArg?: AdditionalToolArgument) => R,
     metadata: ToolMetadata<JSONSchemaType<T>>,
     zodType?: z.ZodType<T>,
+    additionalArg?: AdditionalToolArgument,
   ) {
     this.#fn = fn;
     this.#metadata = metadata;
     if (zodType) {
       this.#zodType = zodType;
     }
+    this.#additionalArg = additionalArg;
   }
 
-  static from<T>(
-    fn: (input: T) => JSONValue | Promise<JSONValue>,
+  static from<T, AdditionalToolArgument extends object = object>(
+    fn: (
+      input: T,
+      additionalArg?: AdditionalToolArgument,
+    ) => JSONValue | Promise<JSONValue>,
     schema: ToolMetadata<JSONSchemaType<T>>,
-  ): FunctionTool<T, JSONValue | Promise<JSONValue>>;
-  static from<R extends z.ZodType>(
-    fn: (input: z.infer<R>) => JSONValue | Promise<JSONValue>,
+  ): FunctionTool<T, JSONValue | Promise<JSONValue>, AdditionalToolArgument>;
+  static from<
+    R extends z.ZodType,
+    AdditionalToolArgument extends object = object,
+  >(
+    fn: (
+      input: z.infer<R>,
+      additionalArg?: AdditionalToolArgument,
+    ) => JSONValue | Promise<JSONValue>,
     schema: Omit<ToolMetadata, "parameters"> & {
       parameters: R;
     },
-  ): FunctionTool<z.infer<R>, JSONValue | Promise<JSONValue>>;
-  static from<T, R extends z.ZodType<T>>(
-    fn: (input: T) => JSONValue | Promise<JSONValue>,
+  ): FunctionTool<
+    z.infer<R>,
+    JSONValue | Promise<JSONValue>,
+    AdditionalToolArgument
+  >;
+  static from<
+    T,
+    R extends z.ZodType<T>,
+    AdditionalToolArgument extends object = object,
+  >(
+    fn: (
+      input: T,
+      additionalArg?: AdditionalToolArgument,
+    ) => JSONValue | Promise<JSONValue>,
     schema: Omit<ToolMetadata, "parameters"> & {
       parameters: R;
     },
-  ): FunctionTool<T, JSONValue>;
+  ): FunctionTool<T, JSONValue, AdditionalToolArgument>;
   // eslint-disable-next-line @typescript-eslint/no-explicit-any
   static from(fn: any, schema: any): any {
     if (schema.parameters instanceof z.ZodSchema) {
@@ -58,6 +84,15 @@ export class FunctionTool<T, R extends JSONValue | Promise<JSONValue>>
     return this.#metadata as BaseTool<T>["metadata"];
   }
 
+  bind = (additionalArg: AdditionalToolArgument) => {
+    return new FunctionTool(
+      this.#fn,
+      this.#metadata,
+      this.#zodType ?? undefined,
+      additionalArg,
+    );
+  };
+
   call = (input: T) => {
     if (this.#metadata.requireContext) {
       const inputWithContext = input as Record<string, unknown>;
@@ -72,15 +107,18 @@ export class FunctionTool<T, R extends JSONValue | Promise<JSONValue>>
       if (result.success) {
         if (this.#metadata.requireContext) {
           const { context } = input as Record<string, unknown>;
-          return this.#fn.call(null, { context, ...result.data });
+          return this.#fn.call(
+            null,
+            { context, ...result.data },
+            this.#additionalArg,
+          );
         } else {
-          return this.#fn.call(null, result.data);
+          return this.#fn.call(null, result.data, this.#additionalArg);
         }
       } else {
         console.warn(result.error.errors);
       }
     }
-
-    return this.#fn.call(null, input);
+    return this.#fn.call(null, input, this.#additionalArg);
   };
 }

packages/core/tests/tools.test.ts

@@ -1,5 +1,5 @@
 import { FunctionTool } from "@llamaindex/core/tools";
-import { describe, test } from "vitest";
+import { describe, expect, test, vi } from "vitest";
 import { z } from "zod";
 
 describe("FunctionTool", () => {
@@ -32,4 +32,38 @@ describe("FunctionTool", () => {
       parameters: inputSchema,
     });
   });
+
+  test("bind additional argument", () => {
+    type AdditionalHelloArgument = {
+      question?: string;
+    };
+
+    const hello = vi
+      .fn()
+      .mockImplementation((name: string, arg?: AdditionalHelloArgument) => {
+        return `Hello ${name}. ${arg?.question ?? ""}`;
+      });
+
+    const helloTool = FunctionTool.from<string, AdditionalHelloArgument>(
+      hello,
+      {
+        name: "hello",
+        description: "Says hello",
+      },
+    );
+
+    helloTool.call("Alice");
+    expect(hello).to.toHaveBeenCalledOnce();
+    expect(hello).to.toHaveBeenCalledWith("Alice", undefined);
+
+    hello.mockReset();
+
+    const additionalArg = {
+      question: "How is it going?",
+    };
+    const helloBoundTool = helloTool.bind(additionalArg);
+    helloBoundTool.call("Bob");
+    expect(hello).to.toHaveBeenCalledOnce();
+    expect(hello).to.toHaveBeenCalledWith("Bob", additionalArg);
+  });
 });

packages/experimental/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/experimental
 
+## 0.0.159
+
+### Patch Changes
+
+- llamaindex@0.9.9
+
 ## 0.0.158
 
 ### Patch Changes

packages/experimental/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/experimental",
   "description": "Experimental package for LlamaIndexTS",
-  "version": "0.0.158",
+  "version": "0.0.159",
   "type": "module",
   "types": "dist/type/index.d.ts",
   "main": "dist/cjs/index.js",

packages/llamaindex/CHANGELOG.md

@@ -1,5 +1,16 @@
 # llamaindex
 
+## 0.9.9
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+  - @llamaindex/cloud@3.0.8
+  - @llamaindex/node-parser@1.0.7
+  - @llamaindex/openai@0.1.59
+  - @llamaindex/workflow@0.0.15
+
 ## 0.9.8
 
 ### Patch Changes

packages/llamaindex/package.json

@@ -1,6 +1,6 @@
 {
   "name": "llamaindex",
-  "version": "0.9.8",
+  "version": "0.9.9",
   "license": "MIT",
   "type": "module",
   "keywords": [

packages/node-parser/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/node-parser
 
+## 1.0.7
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 1.0.6
 
 ### Patch Changes

packages/node-parser/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@llamaindex/node-parser",
-  "version": "1.0.6",
+  "version": "1.0.7",
   "description": "Node parser for LlamaIndex",
   "type": "module",
   "exports": {

packages/providers/anthropic/CHANGELOG.md

@@ -1,5 +1,13 @@
 # @llamaindex/anthropic
 
+## 0.2.5
+
+### Patch Changes
+
+- 8bf1ca1: Support chat stream with tools for Anthropic LLM
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.2.4
 
 ### Patch Changes

packages/providers/anthropic/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/anthropic",
   "description": "Anthropic Adapter for LlamaIndex",
-  "version": "0.2.4",
+  "version": "0.2.5",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/anthropic/src/llm.ts

@@ -13,7 +13,7 @@ import type {
   Tool,
   ToolUseBlock,
 } from "@anthropic-ai/sdk/resources/messages";
-import { wrapLLMEvent } from "@llamaindex/core/decorator";
+import { wrapEventCaller, wrapLLMEvent } from "@llamaindex/core/decorator";
 import type { JSONObject } from "@llamaindex/core/global";
 import type {
   BaseTool,
@@ -22,6 +22,7 @@ import type {
   ChatResponseChunk,
   LLMChatParamsNonStreaming,
   LLMChatParamsStreaming,
+  PartialToolCall,
   ToolCallLLMMessageOptions,
 } from "@llamaindex/core/llms";
 import { ToolCallLLM } from "@llamaindex/core/llms";
@@ -378,6 +379,7 @@ export class Anthropic extends ToolCallLLM<
       AnthropicToolCallLLMMessageOptions
     >,
   ): Promise<ChatResponse<AnthropicToolCallLLMMessageOptions>>;
+  @wrapEventCaller
   @wrapLLMEvent
   async chat(
     params:
@@ -445,19 +447,16 @@ export class Anthropic extends ToolCallLLM<
       ),
     };
 
-    if (stream) {
-      if (tools) {
-        console.error("Tools are not supported in streaming mode");
-      }
-      return this.streamChat(anthropic, apiParams);
-    }
-
     if (tools?.length) {
       Object.assign(apiParams, {
         tools: this.prepareToolsForAPI(tools),
       });
     }
 
+    if (stream) {
+      return this.streamChat(anthropic, apiParams);
+    }
+
     const response = await anthropic.messages.create(apiParams);
 
     const toolUseBlock = response.content.filter(
@@ -494,6 +493,7 @@ export class Anthropic extends ToolCallLLM<
     };
   }
 
+  @wrapEventCaller
   protected async *streamChat(
     anthropic: SDKAnthropic,
     params: MessageCreateParams,
@@ -503,7 +503,9 @@ export class Anthropic extends ToolCallLLM<
       stream: true,
     });
 
-    let idx_counter: number = 0;
+    let currentToolCall: PartialToolCall | null = null;
+    let accumulatedToolInput = "";
+
     for await (const part of stream) {
       const textContent =
         part.type === "content_block_delta" && part.delta.type === "text_delta"
@@ -516,9 +518,48 @@ export class Anthropic extends ToolCallLLM<
           ? part.delta.thinking
           : undefined;
 
+      if (
+        part.type === "content_block_start" &&
+        part.content_block.type === "tool_use"
+      ) {
+        currentToolCall = {
+          id: part.content_block.id,
+          name: part.content_block.name,
+          input: "",
+        };
+        accumulatedToolInput = "";
+        continue;
+      }
+
+      if (
+        part.type === "content_block_delta" &&
+        part.delta.type === "input_json_delta" &&
+        currentToolCall
+      ) {
+        accumulatedToolInput += part.delta.partial_json;
+        continue;
+      }
+
+      if (part.type === "content_block_stop" && currentToolCall) {
+        yield {
+          raw: part,
+          delta: "",
+          options: {
+            toolCall: [
+              {
+                id: currentToolCall.id,
+                name: currentToolCall.name,
+                input: accumulatedToolInput,
+              },
+            ],
+          },
+        };
+        currentToolCall = null;
+        continue;
+      }
+
       if (!textContent && !thinking) continue;
 
-      idx_counter++;
       yield {
         raw: part,
         delta: textContent ?? "",

packages/providers/clip/CHANGELOG.md

@@ -1,5 +1,13 @@
 # @llamaindex/clip
 
+## 0.0.43
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+  - @llamaindex/openai@0.1.59
+
 ## 0.0.42
 
 ### Patch Changes

packages/providers/clip/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/clip",
   "description": "Clip Embedding Adapter for LlamaIndex",
-  "version": "0.0.42",
+  "version": "0.0.43",
   "type": "module",
   "types": "dist/index.d.ts",
   "main": "dist/index.cjs",

packages/providers/cohere/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/cohere
 
+## 0.0.12
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.11
 
 ### Patch Changes

packages/providers/cohere/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/cohere",
   "description": "Cohere Adapter for LlamaIndex",
-  "version": "0.0.11",
+  "version": "0.0.12",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/deepinfra/CHANGELOG.md

@@ -1,5 +1,13 @@
 # @llamaindex/deepinfra
 
+## 0.0.43
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+  - @llamaindex/openai@0.1.59
+
 ## 0.0.42
 
 ### Patch Changes

packages/providers/deepinfra/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/deepinfra",
   "description": "Deepinfra Adapter for LlamaIndex",
-  "version": "0.0.42",
+  "version": "0.0.43",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/deepseek/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/deepseek
 
+## 0.0.3
+
+### Patch Changes
+
+- @llamaindex/openai@0.1.59
+
 ## 0.0.2
 
 ### Patch Changes

packages/providers/deepseek/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/deepseek",
   "description": "DeepSeek Adapter for LlamaIndex",
-  "version": "0.0.2",
+  "version": "0.0.3",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/fireworks/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/fireworks
 
+## 0.0.3
+
+### Patch Changes
+
+- @llamaindex/openai@0.1.59
+
 ## 0.0.2
 
 ### Patch Changes

packages/providers/fireworks/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/fireworks",
   "description": "Fireworks Adapter for LlamaIndex",
-  "version": "0.0.2",
+  "version": "0.0.3",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/google/CHANGELOG.md

@@ -1,5 +1,16 @@
 # @llamaindex/google
 
+## 0.1.0
+
+### Minor Changes
+
+- 58b3ee5: google vertex ai don't support empty functionDeclarations array. You must pass an empty array to LLMAgent if you don't have tools so Gemini was no able to use it in agent mode. Also Gemini 2.0 flash lite was added to model list.
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.14
 
 ### Patch Changes

packages/providers/google/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/google",
   "description": "Google Adapter for LlamaIndex",
-  "version": "0.0.14",
+  "version": "0.1.0",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/google/src/base.ts

@@ -56,6 +56,7 @@ export const GEMINI_MODEL_INFO_MAP: Record<GEMINI_MODEL, GeminiModelInfo> = {
   [GEMINI_MODEL.GEMINI_2_0_FLASH_EXPERIMENTAL]: { contextWindow: 10 ** 6 },
   [GEMINI_MODEL.GEMINI_2_0_FLASH]: { contextWindow: 10 ** 6 },
   [GEMINI_MODEL.GEMINI_2_0_FLASH_LITE_PREVIEW]: { contextWindow: 10 ** 6 },
+  [GEMINI_MODEL.GEMINI_2_0_FLASH_LITE]: { contextWindow: 10 ** 6 },
   [GEMINI_MODEL.GEMINI_2_0_FLASH_THINKING_EXP]: { contextWindow: 32768 },
   [GEMINI_MODEL.GEMINI_2_0_PRO_EXPERIMENTAL]: { contextWindow: 2 * 10 ** 6 },
 };
@@ -278,24 +279,26 @@ export class Gemini extends ToolCallLLM<GeminiAdditionalChatOptions> {
   ): GeminiChatStreamResponse {
     const context = getChatContext(params);
     const client = this.session.getGenerativeModel(this.metadata);
-    const chat = client.startChat(
-      params.tools
-        ? {
-            history: context.history,
-            tools: [
-              {
-                functionDeclarations: params.tools.map(
-                  mapBaseToolToGeminiFunctionDeclaration,
-                ),
-              },
-            ],
-            safetySettings: DEFAULT_SAFETY_SETTINGS,
-          }
-        : {
-            history: context.history,
-            safetySettings: DEFAULT_SAFETY_SETTINGS,
+    const tools = params.tools?.length
+      ? [
+          {
+            functionDeclarations: params.tools.map(
+              mapBaseToolToGeminiFunctionDeclaration,
+            ),
           },
-    );
+        ]
+      : [];
+    const startChatParams = params.tools
+      ? {
+          history: context.history,
+          tools,
+          safetySettings: DEFAULT_SAFETY_SETTINGS,
+        }
+      : {
+          history: context.history,
+          safetySettings: DEFAULT_SAFETY_SETTINGS,
+        };
+    const chat = client.startChat(startChatParams);
     const result = await chat.sendMessageStream(context.message);
     yield* this.session.getChatStream(result);
   }

packages/providers/google/src/types.ts

@@ -66,6 +66,7 @@ export enum GEMINI_MODEL {
   GEMINI_PRO_1_5_FLASH_LATEST = "gemini-1.5-flash-002",
   GEMINI_2_0_FLASH_EXPERIMENTAL = "gemini-2.0-flash-exp",
   GEMINI_2_0_FLASH = "gemini-2.0-flash-001",
+  GEMINI_2_0_FLASH_LITE = "gemini-2.0-flash-lite-001",
   GEMINI_2_0_FLASH_LITE_PREVIEW = "gemini-2.0-flash-lite-preview-02-05",
   GEMINI_2_0_FLASH_THINKING_EXP = "gemini-2.0-flash-thinking-exp-01-21",
   GEMINI_2_0_PRO_EXPERIMENTAL = "gemini-2.0-pro-exp-02-05",

packages/providers/groq/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/groq
 
+## 0.0.58
+
+### Patch Changes
+
+- @llamaindex/openai@0.1.59
+
 ## 0.0.57
 
 ### Patch Changes

packages/providers/groq/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/groq",
   "description": "Groq Adapter for LlamaIndex",
-  "version": "0.0.57",
+  "version": "0.0.58",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/huggingface/CHANGELOG.md

@@ -1,5 +1,13 @@
 # @llamaindex/huggingface
 
+## 0.0.43
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+  - @llamaindex/openai@0.1.59
+
 ## 0.0.42
 
 ### Patch Changes

packages/providers/huggingface/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/huggingface",
   "description": "Huggingface Adapter for LlamaIndex",
-  "version": "0.0.42",
+  "version": "0.0.43",
   "type": "module",
   "types": "dist/index.d.ts",
   "main": "dist/index.cjs",

packages/providers/jinaai/CHANGELOG.md

@@ -1,5 +1,13 @@
 # @llamaindex/jinaai
 
+## 0.0.3
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+  - @llamaindex/openai@0.1.59
+
 ## 0.0.2
 
 ### Patch Changes

packages/providers/jinaai/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/jinaai",
   "description": "JinaAI Adapter for LlamaIndex",
-  "version": "0.0.2",
+  "version": "0.0.3",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/mistral/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/mistral
 
+## 0.0.12
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.11
 
 ### Patch Changes

packages/providers/mistral/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/mistral",
   "description": "Mistral Adapter for LlamaIndex",
-  "version": "0.0.11",
+  "version": "0.0.12",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/mixedbread/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/mixedbread
 
+## 0.0.12
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.11
 
 ### Patch Changes

packages/providers/mixedbread/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/mixedbread",
   "description": "Mixedbread Adapter for LlamaIndex",
-  "version": "0.0.11",
+  "version": "0.0.12",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/ollama/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/ollama
 
+## 0.0.47
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.46
 
 ### Patch Changes

packages/providers/ollama/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/ollama",
   "description": "Ollama Adapter for LlamaIndex",
-  "version": "0.0.46",
+  "version": "0.0.47",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/openai/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/openai
 
+## 0.1.59
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.1.58
 
 ### Patch Changes

packages/providers/openai/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/openai",
   "description": "OpenAI Adapter for LlamaIndex",
-  "version": "0.1.58",
+  "version": "0.1.59",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/portkey-ai/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/portkey-ai
 
+## 0.0.40
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.39
 
 ### Patch Changes

packages/providers/portkey-ai/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/portkey-ai",
   "description": "Portkey Adapter for LlamaIndex",
-  "version": "0.0.39",
+  "version": "0.0.40",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/replicate/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/replicate
 
+## 0.0.40
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.39
 
 ### Patch Changes

packages/providers/replicate/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/replicate",
   "description": "Replicate Adapter for LlamaIndex",
-  "version": "0.0.39",
+  "version": "0.0.40",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/astra/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/astra
 
+## 0.0.12
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.11
 
 ### Patch Changes

packages/providers/storage/astra/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/astra",
   "description": "Astra Storage for LlamaIndex",
-  "version": "0.0.11",
+  "version": "0.0.12",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/azure/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/azure
 
+## 0.1.7
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.1.6
 
 ### Patch Changes

packages/providers/storage/azure/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/azure",
   "description": "Azure Storage for LlamaIndex",
-  "version": "0.1.6",
+  "version": "0.1.7",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/chroma/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/chroma
 
+## 0.0.12
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.11
 
 ### Patch Changes

packages/providers/storage/chroma/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/chroma",
   "description": "Chroma Storage for LlamaIndex",
-  "version": "0.0.11",
+  "version": "0.0.12",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/firestore/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/firestore
 
+## 1.0.5
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 1.0.4
 
 ### Patch Changes

packages/providers/storage/firestore/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/firestore",
   "description": "Firestore Storage for LlamaIndex",
-  "version": "1.0.4",
+  "version": "1.0.5",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/milvus/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/milvus
 
+## 0.1.7
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.1.6
 
 ### Patch Changes

packages/providers/storage/milvus/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/milvus",
   "description": "Milvus Storage for LlamaIndex",
-  "version": "0.1.6",
+  "version": "0.1.7",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/mongodb/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/mongodb
 
+## 0.0.12
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.11
 
 ### Patch Changes

packages/providers/storage/mongodb/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/mongodb",
   "description": "MongoDB Storage for LlamaIndex",
-  "version": "0.0.11",
+  "version": "0.0.12",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/pinecone/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/pinecone
 
+## 0.0.12
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.11
 
 ### Patch Changes

packages/providers/storage/pinecone/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/pinecone",
   "description": "Pinecone Storage for LlamaIndex",
-  "version": "0.0.11",
+  "version": "0.0.12",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/postgres/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/postgres
 
+## 0.0.40
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.39
 
 ### Patch Changes

packages/providers/storage/postgres/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/postgres",
   "description": "PostgreSQL Storage for LlamaIndex",
-  "version": "0.0.39",
+  "version": "0.0.40",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/qdrant/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/qdrant
 
+## 0.1.7
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.1.6
 
 ### Patch Changes

packages/providers/storage/qdrant/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/qdrant",
   "description": "Qdrant Storage for LlamaIndex",
-  "version": "0.1.6",
+  "version": "0.1.7",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/upstash/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/upstash
 
+## 0.0.12
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.11
 
 ### Patch Changes

packages/providers/storage/upstash/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/upstash",
   "description": "Upstash Storage for LlamaIndex",
-  "version": "0.0.11",
+  "version": "0.0.12",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/storage/weaviate/CHANGELOG.md

@@ -1,5 +1,12 @@
 # @llamaindex/weaviate
 
+## 0.0.12
+
+### Patch Changes
+
+- Updated dependencies [4bac71d]
+  - @llamaindex/core@0.5.7
+
 ## 0.0.11
 
 ### Patch Changes

packages/providers/storage/weaviate/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/weaviate",
   "description": "Weaviate Storage for LlamaIndex",
-  "version": "0.0.11",
+  "version": "0.0.12",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",

packages/providers/together/CHANGELOG.md

@@ -1,5 +1,11 @@
 # @llamaindex/together
 
+## 0.0.3
+
+### Patch Changes
+
+- @llamaindex/openai@0.1.59
+
 ## 0.0.2
 
 ### Patch Changes

packages/providers/together/package.json

@@ -1,7 +1,7 @@
 {
   "name": "@llamaindex/together",
   "description": "Together Adapter for LlamaIndex",
-  "version": "0.0.2",
+  "version": "0.0.3",
   "type": "module",
   "main": "./dist/index.cjs",
   "module": "./dist/index.js",