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...

17 Commits

Author SHA1 Message Date
github-actions[bot] 223f3136b4 Release 0.8.14 (#1491)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-14 21:49:37 -08:00
Thuc Pham c6bad7d951 docs(next): chat UI with rsc example (#1481)
Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>
2024-11-14 21:33:30 -08:00
Aman Rao 630b425545 feat: add Azure CosmosDB NoSql Chat store (#1490)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-14 21:30:55 -08:00
github-actions[bot] 4c7b891446 Release 0.8.13 (#1480)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: himself65 <himself65@users.noreply.github.com>
2024-11-14 18:25:19 -08:00
Alex Yang a9c5b4899b docs: update docusaurus.config.js (#1489) 2024-11-14 17:36:52 -08:00
Alex Yang a7b0ac3cb7 feat(anthropic): support prompt caching (#1488) 2024-11-14 17:35:21 -08:00
Alex Yang a7540ff47b docs: update (#1486) 2024-11-14 15:46:48 -08:00
Aman Rao c69605f406 feat: add async support to BaseChatStore and BaseChatStoreMemory (#1483)
Co-authored-by: Alex Yang <himself65@outlook.com>
2024-11-14 13:45:50 -08:00
Alex Yang ee20c44d9b feat(workflow): allow send event with no output (#1479) 2024-11-14 00:17:53 -08:00
Alex Yang 1d470363df docs: add banner for legacy (#1478) 2024-11-13 18:16:13 -08:00
github-actions[bot] b39f40dbd8 Release (#1477)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: himself65 <himself65@users.noreply.github.com>
2024-11-13 01:25:40 -08:00
Alex Yang fadc8b8ea0 feat: recoverable data with error handling (#1476) 2024-11-13 01:15:50 -08:00
Alex Yang ea92b6986d chore: update changeset 2024-11-13 01:15:28 -08:00
Alex Yang 17f9022d22 fix: output event check (#1475) 2024-11-13 00:46:35 -08:00
github-actions[bot] 14792cd8b4 Release 0.8.12 (#1473)
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2024-11-12 16:20:25 -08:00
Alex Yang 7ae6eaa0a2 chore: update changeset 2024-11-12 12:49:17 -08:00
Alex Yang dbb5bd9f23 feat: allow tool_choice for OpenAIAgent (#1472) 2024-11-12 12:46:57 -08:00
93 changed files with 1859 additions and 255 deletions
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@@ -1,12 +1,16 @@
# LlamaIndex.TS
<p align="center">
<img height="100" width="100" alt="LlamaIndex logo" src="https://ts.llamaindex.ai/square.svg" />
</p>
<h1 align="center">LlamaIndex.TS</h1>
<h3 align="center">
Data framework for your LLM application.
</h3>
[![NPM Version](https://img.shields.io/npm/v/llamaindex)](https://www.npmjs.com/package/llamaindex)
[![NPM License](https://img.shields.io/npm/l/llamaindex)](https://www.npmjs.com/package/llamaindex)
[![NPM Downloads](https://img.shields.io/npm/dm/llamaindex)](https://www.npmjs.com/package/llamaindex)
[![Discord](https://img.shields.io/discord/1059199217496772688)](https://discord.com/invite/eN6D2HQ4aX)
LlamaIndex is a data framework for your LLM application.
Use your own data with large language models (LLMs, OpenAI ChatGPT and others) in JS runtime environments with TypeScript support.
Documentation: https://ts.llamaindex.ai/
+26
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@@ -1,5 +1,31 @@
# docs
## 0.0.119
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
## 0.0.118
### Patch Changes
- llamaindex@0.8.13
- @llamaindex/examples@0.0.16
## 0.0.117
### Patch Changes
- @llamaindex/examples@0.0.15
## 0.0.116
### Patch Changes
- llamaindex@0.8.12
## 0.0.115
### Patch Changes
+6
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@@ -62,6 +62,12 @@ const config = {
({
// Replace with your project's social card
image: "img/favicon.png", // TODO change this
announcementBar: {
id: "migrate_to_next",
content:
'We are migrating to Next.js based documentation. Check it out <a href="https://ts.llamaindex.ai/docs/llamaindex">here</a>!',
isCloseable: false,
},
navbar: {
title: "LlamaIndex.TS",
logo: {
+1 -1
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@@ -1,6 +1,6 @@
{
"name": "docs",
"version": "0.0.115",
"version": "0.0.119",
"private": true,
"scripts": {
"docusaurus": "docusaurus",
+42
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@@ -1,5 +1,47 @@
# @llamaindex/doc
## 0.0.17
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
## 0.0.16
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [ee20c44]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
- @llamaindex/workflow@0.0.6
- llamaindex@0.8.13
- @llamaindex/cloud@2.0.10
- @llamaindex/node-parser@0.0.11
- @llamaindex/openai@0.1.35
- @llamaindex/readers@1.0.11
## 0.0.15
### Patch Changes
- Updated dependencies [ea92b69]
- Updated dependencies [fadc8b8]
- @llamaindex/workflow@0.0.5
## 0.0.14
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
- @llamaindex/openai@0.1.34
- @llamaindex/cloud@2.0.9
- llamaindex@0.8.12
- @llamaindex/node-parser@0.0.10
- @llamaindex/readers@1.0.10
## 0.0.13
### Patch Changes
+2 -2
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@@ -1,6 +1,6 @@
{
"name": "@llamaindex/doc",
"version": "0.0.13",
"version": "0.0.17",
"private": true,
"scripts": {
"build": "pnpm run build:docs && next build",
@@ -12,7 +12,7 @@
},
"dependencies": {
"@icons-pack/react-simple-icons": "^10.1.0",
"@llamaindex/chat-ui": "0.0.5",
"@llamaindex/chat-ui": "0.0.8",
"@llamaindex/cloud": "workspace:*",
"@llamaindex/core": "workspace:*",
"@llamaindex/node-parser": "workspace:*",
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@@ -1,6 +1,6 @@
import { LlamaIndexAdapter, type Message } from "ai";
import { SimpleChatEngine, type ChatMessage } from "llamaindex";
import { NextResponse, type NextRequest } from "next/server";
import { Message } from "ai";
import { simulateReadableStream } from "ai/test";
import { NextRequest, NextResponse } from "next/server";
export async function POST(request: NextRequest) {
try {
@@ -12,16 +12,19 @@ export async function POST(request: NextRequest) {
{ status: 400 },
);
}
const chatEngine = new SimpleChatEngine();
return LlamaIndexAdapter.toDataStreamResponse(
await chatEngine.chat({
message: userMessage.content,
chatHistory: messages as ChatMessage[],
stream: true,
}),
{},
const mockResponse = `Hello! This is a mock response to: ${userMessage.content}`;
return new Response(
simulateReadableStream({
chunkDelayInMs: 20,
values: mockResponse.split(" ").map((t) => `0:"${t} "\n`),
}).pipeThrough(new TextEncoderStream()),
{
status: 200,
headers: {
"X-Vercel-AI-Data-Stream": "v1",
"Content-Type": "text/plain; charset=utf-8",
},
},
);
} catch (error) {
const detail = (error as Error).message;
-8
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@@ -1,8 +0,0 @@
"use client";
import { ChatSection } from "@llamaindex/chat-ui";
import { useChat } from "ai/react";
export const ChatDemo = () => {
const handler = useChat();
return <ChatSection handler={handler} />;
};
@@ -0,0 +1,16 @@
"use client";
import { ChatInput, ChatMessages, ChatSection } from "@llamaindex/chat-ui";
import { useChat } from "ai/react";
export const ChatDemo = () => {
const handler = useChat();
return (
<ChatSection handler={handler}>
<ChatMessages>
<ChatMessages.List className="h-auto max-h-[400px]" />
<ChatMessages.Actions />
</ChatMessages>
<ChatInput />
</ChatSection>
);
};
@@ -0,0 +1,55 @@
import { Markdown } from "@llamaindex/chat-ui/widgets";
import { generateId, Message, parseStreamPart } from "ai";
import { createAI, createStreamableUI, getMutableAIState } from "ai/rsc";
import { simulateReadableStream } from "ai/test";
import { ReactNode } from "react";
type ServerState = Message[];
type FrontendState = Array<Message & { display: ReactNode }>;
type Actions = {
chat: (message: Message) => Promise<Message & { display: ReactNode }>;
};
export const AI = createAI<ServerState, FrontendState, Actions>({
initialAIState: [],
initialUIState: [],
actions: {
chat: async (message: Message) => {
"use server";
const aiState = getMutableAIState<typeof AI>();
aiState.update((prev) => [...prev, message]);
const mockResponse = `Hello! This is a mock response to: ${message.content}`;
const responseStream = simulateReadableStream({
chunkDelayInMs: 20,
values: mockResponse.split(" ").map((t) => `0:"${t} "\n`),
});
const uiStream = createStreamableUI();
const assistantMessage: Message = {
id: generateId(),
role: "assistant",
content: "",
};
responseStream.pipeTo(
new WritableStream({
write: async (message) => {
assistantMessage.content += parseStreamPart(message).value;
uiStream.update(<Markdown content={assistantMessage.content} />);
},
close: () => {
aiState.done([...aiState.get(), assistantMessage]);
uiStream.done();
},
}),
);
return {
...assistantMessage,
display: uiStream.value,
};
},
},
});
@@ -0,0 +1,33 @@
"use client";
import {
ChatInput,
ChatMessage,
ChatMessages,
ChatSection as ChatSectionUI,
} from "@llamaindex/chat-ui";
import { useChatRSC } from "./use-chat-rsc";
export const ChatSectionRSC = () => {
const handler = useChatRSC();
return (
<ChatSectionUI handler={handler}>
<ChatMessages>
<ChatMessages.List className="h-auto max-h-[400px]">
{handler.messages.map((message, index) => (
<ChatMessage
key={index}
message={message}
isLast={index === handler.messages.length - 1}
>
<ChatMessage.Avatar />
<ChatMessage.Content>{message.display}</ChatMessage.Content>
</ChatMessage>
))}
<ChatMessages.Loading />
</ChatMessages.List>
</ChatMessages>
<ChatInput />
</ChatSectionUI>
);
};
@@ -0,0 +1,8 @@
import { AI } from "./ai-action";
import { ChatSectionRSC } from "./chat-section";
export const ChatDemoRSC = () => (
<AI>
<ChatSectionRSC />
</AI>
);
@@ -0,0 +1,41 @@
"use client";
import { useActions } from "ai/rsc";
import { generateId, Message } from "ai";
import { useUIState } from "ai/rsc";
import { useState } from "react";
import { AI } from "./ai-action";
export function useChatRSC() {
const [input, setInput] = useState<string>("");
const [isLoading, setIsLoading] = useState<boolean>(false);
const [messages, setMessages] = useUIState<typeof AI>();
const { chat } = useActions<typeof AI>();
const append = async (message: Omit<Message, "id">) => {
const newMsg: Message = { ...message, id: generateId() };
setIsLoading(true);
try {
setMessages((prev) => [...prev, { ...newMsg, display: message.content }]);
const assistantMsg = await chat(newMsg);
setMessages((prev) => [...prev, assistantMsg]);
} catch (error) {
console.error(error);
}
setIsLoading(false);
setInput("");
return message.content;
};
return {
input,
setInput,
isLoading,
messages,
setMessages,
append,
};
}
@@ -1,8 +1,8 @@
---
title: Chat-UI
description: Use chat-ui to add a chat interface to your LlamaIndexTS application.
title: Using API Route
description: Chat interface for your LlamaIndexTS application using API Route
---
import { ChatDemo } from '../../../../components/demo/chat';
import { ChatDemo } from '../../../../../components/demo/chat/api/demo';
import "@llamaindex/chat-ui/styles/code.css";
import "@llamaindex/chat-ui/styles/katex.css";
@@ -26,7 +26,7 @@ This is the simplest way to add a chat interface to your application. Copy the f
```json doc-gen:file
{
"file": "./src/components/demo/chat.tsx",
"file": "./src/components/demo/chat/api/demo.tsx",
"codeblock": true
}
```
@@ -37,6 +37,7 @@ Combining both, you're getting a fully functional chat interface:
<ChatDemo />
## Next Steps
The steps above are the bare minimum to get a chat interface working. From here, you can go two ways:
@@ -0,0 +1,6 @@
{
"title": "Chat-UI",
"description": "Use chat-ui to add a chat interface to your LlamaIndexTS application.",
"defaultOpen": false,
"pages": ["chat", "rsc"]
}
@@ -0,0 +1,68 @@
---
title: Using Next.js RSC
description: Chat interface for your LlamaIndexTS application using Next.js RSC
---
import { ChatDemoRSC } from '../../../../../components/demo/chat/rsc/demo';
import "@llamaindex/chat-ui/styles/code.css";
import "@llamaindex/chat-ui/styles/katex.css";
Using [chat-ui](https://github.com/run-llama/chat-ui), it's easy to add a chat interface to your LlamaIndexTS application using [Next.js RSC](https://nextjs.org/docs/app/building-your-application/rendering/server-components) and [Vercel AI RSC](https://sdk.vercel.ai/docs/ai-sdk-rsc/overview).
With RSC, the chat messages are not returned as JSON from the server (like when using an [API route](./chat)), instead the chat message components are rendered on the server side.
This is for example useful for rendering a whole chat history on the server before sending it to the client. [Check here](https://sdk.vercel.ai/docs/getting-started/navigating-the-library#when-to-use-ai-sdk-rsc), for a discussion of when to use use RSC.
For implementing a chat interface with RSC, you need to create an AI action and then connect the chat interface to use it.
## Create an AI action
First, define an [AI context provider](https://sdk.vercel.ai/examples/rsc/state-management/ai-ui-states) with a chat server action:
```json doc-gen:file
{
"file": "./src/components/demo/chat/rsc/ai-action.tsx",
"codeblock": true
}
```
The chat server action is using LlamaIndexTS to generate a response based on the chat history and the user input.
## Create the chat UI
The entrypoint of our application initializes the AI provider for the application and adds a `ChatSection` component:
```json doc-gen:file
{
"file": "./src/components/demo/chat/rsc/demo.tsx",
"codeblock": true
}
```
The `ChatSection` component is created by using chat components from @llamaindex/chat-ui:
```json doc-gen:file
{
"file": "./src/components/demo/chat/rsc/chat-section.tsx",
"codeblock": true
}
```
It is using a `useChatRSC` hook to conntect the chat interface to the `chat` AI action that we defined earlier:
```json doc-gen:file
{
"file": "./src/components/demo/chat/rsc/use-chat-rsc.tsx",
"codeblock": true
}
```
## Try RSC Chat ⬇️
<ChatDemoRSC />
## Next Steps
The steps above are the bare minimum to get a chat interface working with RSC. From here, you can go two ways:
1. Use our [full-stack RSC example](https://github.com/run-llama/nextjs-rsc) based on [create-llama](https://github.com/run-llama/create-llama) to get started quickly with a fully working chat interface or
2. Learn more about [AI RSC](https://sdk.vercel.ai/examples/rsc), [chat-ui](https://github.com/run-llama/chat-ui) and [LlamaIndexTS](https://github.com/run-llama/llamaindex-ts) to customize the chat interface and AI actions to your needs.
@@ -1,5 +1,24 @@
# @llamaindex/cloudflare-worker-agent-test
## 0.0.110
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
## 0.0.109
### Patch Changes
- llamaindex@0.8.13
## 0.0.108
### Patch Changes
- llamaindex@0.8.12
## 0.0.107
### Patch Changes
@@ -1,6 +1,6 @@
{
"name": "@llamaindex/cloudflare-worker-agent-test",
"version": "0.0.107",
"version": "0.0.110",
"type": "module",
"private": true,
"scripts": {
@@ -1,5 +1,17 @@
# @llamaindex/llama-parse-browser-test
## 0.0.30
### Patch Changes
- @llamaindex/cloud@2.0.10
## 0.0.29
### Patch Changes
- @llamaindex/cloud@2.0.9
## 0.0.28
### Patch Changes
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/llama-parse-browser-test",
"private": true,
"version": "0.0.28",
"version": "0.0.30",
"type": "module",
"scripts": {
"dev": "vite",
+19
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@@ -1,5 +1,24 @@
# @llamaindex/next-agent-test
## 0.1.110
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
## 0.1.109
### Patch Changes
- llamaindex@0.8.13
## 0.1.108
### Patch Changes
- llamaindex@0.8.12
## 0.1.107
### Patch Changes
+1 -1
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@@ -1,6 +1,6 @@
{
"name": "@llamaindex/next-agent-test",
"version": "0.1.107",
"version": "0.1.110",
"private": true,
"scripts": {
"dev": "next dev",
@@ -1,5 +1,24 @@
# test-edge-runtime
## 0.1.109
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
## 0.1.108
### Patch Changes
- llamaindex@0.8.13
## 0.1.107
### Patch Changes
- llamaindex@0.8.12
## 0.1.106
### Patch Changes
@@ -1,6 +1,6 @@
{
"name": "@llamaindex/nextjs-edge-runtime-test",
"version": "0.1.106",
"version": "0.1.109",
"private": true,
"scripts": {
"dev": "next dev",
@@ -1,5 +1,24 @@
# @llamaindex/next-node-runtime
## 0.0.91
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
## 0.0.90
### Patch Changes
- llamaindex@0.8.13
## 0.0.89
### Patch Changes
- llamaindex@0.8.12
## 0.0.88
### Patch Changes
@@ -1,6 +1,6 @@
{
"name": "@llamaindex/next-node-runtime-test",
"version": "0.0.88",
"version": "0.0.91",
"private": true,
"scripts": {
"dev": "next dev",
@@ -1,5 +1,24 @@
# @llamaindex/waku-query-engine-test
## 0.0.110
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
## 0.0.109
### Patch Changes
- llamaindex@0.8.13
## 0.0.108
### Patch Changes
- llamaindex@0.8.12
## 0.0.107
### Patch Changes
+1 -1
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@@ -1,6 +1,6 @@
{
"name": "@llamaindex/waku-query-engine-test",
"version": "0.0.107",
"version": "0.0.110",
"type": "module",
"private": true,
"scripts": {
+20
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@@ -1,5 +1,25 @@
# examples
## 0.0.16
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [ee20c44]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
- @llamaindex/workflow@0.0.6
- llamaindex@0.8.13
- @llamaindex/readers@1.0.11
## 0.0.15
### Patch Changes
- Updated dependencies [ea92b69]
- Updated dependencies [fadc8b8]
- @llamaindex/workflow@0.0.5
## 0.0.14
### Patch Changes
+38
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@@ -0,0 +1,38 @@
import { Anthropic } from "llamaindex";
async function main() {
const anthropic = new Anthropic({
model: "claude-3-5-sonnet-20241022",
});
const entireBook = await fetch(
"https://www.gutenberg.org/files/1342/1342-0.txt",
).then((response) => response.text());
const response = await anthropic.chat({
messages: [
{
content:
"You are an AI assistant tasked with analyzing literary works. Your goal is to provide insightful commentary on themes, characters, and writing style.\n",
role: "system",
},
{
content: entireBook,
role: "system",
options: {
cache_control: {
type: "ephemeral",
},
},
},
{
content: "analyze the major themes in Pride and Prejudice.",
role: "user",
},
],
});
console.log(response.message.content);
}
main().catch(console.error);
+5 -5
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@@ -1,15 +1,15 @@
{
"name": "@llamaindex/examples",
"private": true,
"version": "0.0.14",
"version": "0.0.16",
"dependencies": {
"@aws-crypto/sha256-js": "^5.2.0",
"@azure/cosmos": "^4.1.1",
"@azure/identity": "^4.4.1",
"@datastax/astra-db-ts": "^1.4.1",
"@llamaindex/core": "^0.4.7",
"@llamaindex/readers": "^1.0.8",
"@llamaindex/workflow": "^0.0.4",
"@llamaindex/core": "^0.4.10",
"@llamaindex/readers": "^1.0.11",
"@llamaindex/workflow": "^0.0.6",
"@notionhq/client": "^2.2.15",
"@pinecone-database/pinecone": "^3.0.2",
"@vercel/postgres": "^0.10.0",
@@ -18,7 +18,7 @@
"commander": "^12.1.0",
"dotenv": "^16.4.5",
"js-tiktoken": "^1.0.14",
"llamaindex": "^0.8.10",
"llamaindex": "^0.8.13",
"mongodb": "^6.7.0",
"pathe": "^1.1.2",
"postgres": "^3.4.4"
+19
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@@ -1,5 +1,24 @@
# @llamaindex/autotool
## 5.0.14
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
## 5.0.13
### Patch Changes
- llamaindex@0.8.13
## 5.0.12
### Patch Changes
- llamaindex@0.8.12
## 5.0.11
### Patch Changes
@@ -1,5 +1,27 @@
# @llamaindex/autotool-01-node-example
## 0.0.57
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
- @llamaindex/autotool@5.0.14
## 0.0.56
### Patch Changes
- llamaindex@0.8.13
- @llamaindex/autotool@5.0.13
## 0.0.55
### Patch Changes
- llamaindex@0.8.12
- @llamaindex/autotool@5.0.12
## 0.0.54
### Patch Changes
@@ -13,5 +13,5 @@
"scripts": {
"start": "node --import tsx --import @llamaindex/autotool/node ./src/index.ts"
},
"version": "0.0.54"
"version": "0.0.57"
}
@@ -1,5 +1,27 @@
# @llamaindex/autotool-02-next-example
## 0.1.101
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
- @llamaindex/autotool@5.0.14
## 0.1.100
### Patch Changes
- llamaindex@0.8.13
- @llamaindex/autotool@5.0.13
## 0.1.99
### Patch Changes
- llamaindex@0.8.12
- @llamaindex/autotool@5.0.12
## 0.1.98
### Patch Changes
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/autotool-02-next-example",
"private": true,
"version": "0.1.98",
"version": "0.1.101",
"scripts": {
"dev": "next dev",
"build": "next build",
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/autotool",
"type": "module",
"version": "5.0.11",
"version": "5.0.14",
"description": "auto transpile your JS function to LLM Agent compatible",
"files": [
"dist",
+15
View File
@@ -1,5 +1,20 @@
# @llamaindex/cloud
## 2.0.10
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
## 2.0.9
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
## 2.0.8
### Patch Changes
+1 -1
View File
@@ -1,6 +1,6 @@
{
"name": "@llamaindex/cloud",
"version": "2.0.8",
"version": "2.0.10",
"type": "module",
"license": "MIT",
"scripts": {
+15
View File
@@ -1,5 +1,20 @@
# @llamaindex/community
## 0.0.68
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
## 0.0.67
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
## 0.0.66
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/community",
"description": "Community package for LlamaIndexTS",
"version": "0.0.66",
"version": "0.0.68",
"type": "module",
"types": "dist/type/index.d.ts",
"main": "dist/cjs/index.js",
+13
View File
@@ -1,5 +1,18 @@
# @llamaindex/core
## 0.4.10
### Patch Changes
- a7b0ac3: fix: update tool call llm type
- c69605f: feat: add async support to BaseChatStore and BaseChatStoreMemory
## 0.4.9
### Patch Changes
- 7ae6eaa: feat: allow pass `additionalChatOptions` to agent
## 0.4.8
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/core",
"type": "module",
"version": "0.4.8",
"version": "0.4.10",
"description": "LlamaIndex Core Module",
"exports": {
"./agent": {
+71 -14
View File
@@ -106,11 +106,17 @@ export type AgentRunnerParams<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = {
llm: AI;
chatHistory: ChatMessage<AdditionalMessageOptions>[];
systemPrompt: MessageContent | null;
runner: AgentWorker<AI, Store, AdditionalMessageOptions>;
runner: AgentWorker<
AI,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>;
tools:
| BaseToolWithCall[]
| ((query: MessageContent) => Promise<BaseToolWithCall[]>);
@@ -125,6 +131,7 @@ export type AgentParamsBase<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> =
| {
llm?: AI;
@@ -132,6 +139,7 @@ export type AgentParamsBase<
systemPrompt?: MessageContent;
verbose?: boolean;
tools: BaseToolWithCall[];
additionalChatOptions?: AdditionalChatOptions;
}
| {
llm?: AI;
@@ -139,6 +147,7 @@ export type AgentParamsBase<
systemPrompt?: MessageContent;
verbose?: boolean;
toolRetriever: ObjectRetriever<BaseToolWithCall>;
additionalChatOptions?: AdditionalChatOptions;
};
/**
@@ -153,21 +162,36 @@ export abstract class AgentWorker<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> {
#taskSet = new Set<TaskStep<AI, Store, AdditionalMessageOptions>>();
abstract taskHandler: TaskHandler<AI, Store, AdditionalMessageOptions>;
#taskSet = new Set<
TaskStep<AI, Store, AdditionalMessageOptions, AdditionalChatOptions>
>();
abstract taskHandler: TaskHandler<
AI,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>;
public createTask(
query: MessageContent,
context: AgentTaskContext<AI, Store, AdditionalMessageOptions>,
): ReadableStream<TaskStepOutput<AI, Store, AdditionalMessageOptions>> {
context: AgentTaskContext<
AI,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>,
): ReadableStream<
TaskStepOutput<AI, Store, AdditionalMessageOptions, AdditionalChatOptions>
> {
context.store.messages.push({
role: "user",
content: query,
});
const taskOutputStream = createTaskOutputStream(this.taskHandler, context);
return new ReadableStream<
TaskStepOutput<AI, Store, AdditionalMessageOptions>
TaskStepOutput<AI, Store, AdditionalMessageOptions, AdditionalChatOptions>
>({
start: async (controller) => {
for await (const stepOutput of taskOutputStream) {
@@ -176,7 +200,8 @@ export abstract class AgentWorker<
let currentStep: TaskStep<
AI,
Store,
AdditionalMessageOptions
AdditionalMessageOptions,
AdditionalChatOptions
> | null = stepOutput.taskStep;
while (currentStep) {
this.#taskSet.delete(currentStep);
@@ -227,6 +252,7 @@ export abstract class AgentRunner<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> extends BaseChatEngine {
readonly #llm: AI;
readonly #tools:
@@ -234,7 +260,12 @@ export abstract class AgentRunner<
| ((query: MessageContent) => Promise<BaseToolWithCall[]>);
readonly #systemPrompt: MessageContent | null = null;
#chatHistory: ChatMessage<AdditionalMessageOptions>[];
readonly #runner: AgentWorker<AI, Store, AdditionalMessageOptions>;
readonly #runner: AgentWorker<
AI,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>;
readonly #verbose: boolean;
// create extra store
@@ -245,7 +276,7 @@ export abstract class AgentRunner<
}
static defaultTaskHandler: TaskHandler<LLM> = async (step, enqueueOutput) => {
const { llm, getTools, stream } = step.context;
const { llm, getTools, stream, additionalChatOptions } = step.context;
const lastMessage = step.context.store.messages.at(-1)!.content;
const tools = await getTools(lastMessage);
if (!stream) {
@@ -253,8 +284,9 @@ export abstract class AgentRunner<
stream,
tools,
messages: [...step.context.store.messages],
additionalChatOptions,
});
await stepTools<LLM>({
await stepTools({
response,
tools,
step,
@@ -265,6 +297,7 @@ export abstract class AgentRunner<
stream,
tools,
messages: [...step.context.store.messages],
additionalChatOptions,
});
await stepToolsStreaming<LLM>({
response,
@@ -276,7 +309,12 @@ export abstract class AgentRunner<
};
protected constructor(
params: AgentRunnerParams<AI, Store, AdditionalMessageOptions>,
params: AgentRunnerParams<
AI,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>,
) {
super();
const { llm, chatHistory, systemPrompt, runner, tools, verbose } = params;
@@ -330,6 +368,7 @@ export abstract class AgentRunner<
stream: boolean = false,
verbose: boolean | undefined = undefined,
chatHistory?: ChatMessage<AdditionalMessageOptions>[],
additionalChatOptions?: AdditionalChatOptions,
) {
const initialMessages = [...(chatHistory ?? this.#chatHistory)];
if (this.#systemPrompt !== null) {
@@ -348,6 +387,7 @@ export abstract class AgentRunner<
stream,
toolCallCount: 0,
llm: this.#llm,
additionalChatOptions: additionalChatOptions ?? {},
getTools: (message) => this.getTools(message),
store: {
...this.createStore(),
@@ -365,13 +405,29 @@ export abstract class AgentRunner<
});
}
async chat(params: NonStreamingChatEngineParams): Promise<EngineResponse>;
async chat(
params: StreamingChatEngineParams,
params: NonStreamingChatEngineParams<
AdditionalMessageOptions,
AdditionalChatOptions
>,
): Promise<EngineResponse>;
async chat(
params: StreamingChatEngineParams<
AdditionalMessageOptions,
AdditionalChatOptions
>,
): Promise<ReadableStream<EngineResponse>>;
@wrapEventCaller
async chat(
params: NonStreamingChatEngineParams | StreamingChatEngineParams,
params:
| NonStreamingChatEngineParams<
AdditionalMessageOptions,
AdditionalChatOptions
>
| StreamingChatEngineParams<
AdditionalMessageOptions,
AdditionalChatOptions
>,
): Promise<EngineResponse | ReadableStream<EngineResponse>> {
let chatHistory: ChatMessage<AdditionalMessageOptions>[] = [];
@@ -388,6 +444,7 @@ export abstract class AgentRunner<
!!params.stream,
false,
chatHistory,
params.chatOptions,
);
for await (const stepOutput of task) {
// update chat history for each round
+47 -5
View File
@@ -4,24 +4,66 @@ import { ObjectRetriever } from "../objects";
import { AgentRunner, AgentWorker, type AgentParamsBase } from "./base.js";
import { validateAgentParams } from "./utils.js";
type LLMParamsBase = AgentParamsBase<LLM>;
type LLMParamsBase<
AI extends LLM,
AdditionalMessageOptions extends object = AI extends LLM<
object,
infer AdditionalMessageOptions
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = AgentParamsBase<AI, AdditionalMessageOptions, AdditionalChatOptions>;
type LLMParamsWithTools = LLMParamsBase & {
type LLMParamsWithTools<
AI extends LLM,
AdditionalMessageOptions extends object = AI extends LLM<
object,
infer AdditionalMessageOptions
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = LLMParamsBase<AI, AdditionalMessageOptions, AdditionalChatOptions> & {
tools: BaseToolWithCall[];
};
type LLMParamsWithToolRetriever = LLMParamsBase & {
type LLMParamsWithToolRetriever<
AI extends LLM,
AdditionalMessageOptions extends object = AI extends LLM<
object,
infer AdditionalMessageOptions
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = LLMParamsBase<AI, AdditionalMessageOptions, AdditionalChatOptions> & {
toolRetriever: ObjectRetriever<BaseToolWithCall>;
};
export type LLMAgentParams = LLMParamsWithTools | LLMParamsWithToolRetriever;
export type LLMAgentParams<
AI extends LLM,
AdditionalMessageOptions extends object = AI extends LLM<
object,
infer AdditionalMessageOptions
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> =
| LLMParamsWithTools<AI, AdditionalMessageOptions, AdditionalChatOptions>
| LLMParamsWithToolRetriever<
AI,
AdditionalMessageOptions,
AdditionalChatOptions
>;
export class LLMAgentWorker extends AgentWorker<LLM> {
taskHandler = AgentRunner.defaultTaskHandler;
}
export class LLMAgent extends AgentRunner<LLM> {
constructor(params: LLMAgentParams) {
constructor(params: LLMAgentParams<LLM>) {
validateAgentParams(params);
const llm = params.llm ?? (Settings.llm ? (Settings.llm as LLM) : null);
if (!llm)
+33 -6
View File
@@ -19,6 +19,7 @@ export type AgentTaskContext<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = {
readonly stream: boolean;
readonly toolCallCount: number;
@@ -26,6 +27,7 @@ export type AgentTaskContext<
readonly getTools: (
input: MessageContent,
) => BaseToolWithCall[] | Promise<BaseToolWithCall[]>;
readonly additionalChatOptions: Partial<AdditionalChatOptions>;
shouldContinue: (
taskStep: Readonly<TaskStep<Model, Store, AdditionalMessageOptions>>,
) => boolean;
@@ -45,13 +47,26 @@ export type TaskStep<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = {
id: UUID;
context: AgentTaskContext<Model, Store, AdditionalMessageOptions>;
context: AgentTaskContext<
Model,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>;
// linked list
prevStep: TaskStep<Model, Store, AdditionalMessageOptions> | null;
nextSteps: Set<TaskStep<Model, Store, AdditionalMessageOptions>>;
prevStep: TaskStep<
Model,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
> | null;
nextSteps: Set<
TaskStep<Model, Store, AdditionalMessageOptions, AdditionalChatOptions>
>;
};
export type TaskStepOutput<
@@ -63,8 +78,14 @@ export type TaskStepOutput<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = {
taskStep: TaskStep<Model, Store, AdditionalMessageOptions>;
taskStep: TaskStep<
Model,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>;
// output shows the response to the user
output:
| ChatResponse<AdditionalMessageOptions>
@@ -81,10 +102,16 @@ export type TaskHandler<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = (
step: TaskStep<Model, Store, AdditionalMessageOptions>,
step: TaskStep<Model, Store, AdditionalMessageOptions, AdditionalChatOptions>,
enqueueOutput: (
taskOutput: TaskStepOutput<Model, Store, AdditionalMessageOptions>,
taskOutput: TaskStepOutput<
Model,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>,
) => void,
) => Promise<void>;
+4
View File
@@ -16,14 +16,18 @@ export interface BaseChatEngineParams<
export interface StreamingChatEngineParams<
AdditionalMessageOptions extends object = object,
AdditionalChatOptions extends object = object,
> extends BaseChatEngineParams<AdditionalMessageOptions> {
stream: true;
chatOptions?: AdditionalChatOptions;
}
export interface NonStreamingChatEngineParams<
AdditionalMessageOptions extends object = object,
AdditionalChatOptions extends object = object,
> extends BaseChatEngineParams<AdditionalMessageOptions> {
stream?: false;
chatOptions?: AdditionalChatOptions;
}
export abstract class BaseChatEngine {
+3 -1
View File
@@ -66,6 +66,8 @@ export abstract class BaseLLM<
export abstract class ToolCallLLM<
AdditionalChatOptions extends object = object,
> extends BaseLLM<AdditionalChatOptions, ToolCallLLMMessageOptions> {
AdditionalMessageOptions extends
ToolCallLLMMessageOptions = ToolCallLLMMessageOptions,
> extends BaseLLM<AdditionalChatOptions, AdditionalMessageOptions> {
abstract supportToolCall: boolean;
}
+3 -3
View File
@@ -71,15 +71,15 @@ export abstract class BaseChatStoreMemory<
return this.chatStore.getMessages(this.chatStoreKey);
}
put(messages: ChatMessage<AdditionalMessageOptions>) {
put(messages: ChatMessage<AdditionalMessageOptions>): void | Promise<void> {
this.chatStore.addMessage(this.chatStoreKey, messages);
}
set(messages: ChatMessage<AdditionalMessageOptions>[]) {
set(messages: ChatMessage<AdditionalMessageOptions>[]): void | Promise<void> {
this.chatStore.setMessages(this.chatStoreKey, messages);
}
reset() {
reset(): void | Promise<void> {
this.chatStore.deleteMessages(this.chatStoreKey);
}
}
@@ -19,5 +19,7 @@ export abstract class BaseChatStore<
): void;
abstract deleteMessages(key: string): void;
abstract deleteMessage(key: string, idx: number): void;
abstract getKeys(): IterableIterator<string>;
abstract getKeys():
| IterableIterator<string>
| Promise<IterableIterator<string>>;
}
+19
View File
@@ -1,5 +1,24 @@
# @llamaindex/experimental
## 0.0.126
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
## 0.0.125
### Patch Changes
- llamaindex@0.8.13
## 0.0.124
### Patch Changes
- llamaindex@0.8.12
## 0.0.123
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/experimental",
"description": "Experimental package for LlamaIndexTS",
"version": "0.0.123",
"version": "0.0.126",
"type": "module",
"types": "dist/type/index.d.ts",
"main": "dist/cjs/index.js",
+48
View File
@@ -1,5 +1,53 @@
# llamaindex
## 0.8.14
### Patch Changes
- 630b425: feat: add Azure CosmosDB NoSql Chat store
## 0.8.13
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/anthropic@0.0.19
- @llamaindex/core@0.4.10
- @llamaindex/cloud@2.0.10
- @llamaindex/node-parser@0.0.11
- @llamaindex/clip@0.0.19
- @llamaindex/deepinfra@0.0.19
- @llamaindex/huggingface@0.0.19
- @llamaindex/ollama@0.0.26
- @llamaindex/openai@0.1.35
- @llamaindex/portkey-ai@0.0.19
- @llamaindex/replicate@0.0.19
- @llamaindex/readers@1.0.11
- @llamaindex/groq@0.0.34
- @llamaindex/vllm@0.0.5
## 0.8.12
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
- @llamaindex/openai@0.1.34
- @llamaindex/cloud@2.0.9
- @llamaindex/node-parser@0.0.10
- @llamaindex/anthropic@0.0.18
- @llamaindex/clip@0.0.18
- @llamaindex/deepinfra@0.0.18
- @llamaindex/huggingface@0.0.18
- @llamaindex/ollama@0.0.25
- @llamaindex/portkey-ai@0.0.18
- @llamaindex/replicate@0.0.18
- @llamaindex/readers@1.0.10
- @llamaindex/groq@0.0.33
- @llamaindex/vllm@0.0.4
## 0.8.11
### Patch Changes
+1 -1
View File
@@ -1,6 +1,6 @@
{
"name": "llamaindex",
"version": "0.8.11",
"version": "0.8.14",
"license": "MIT",
"type": "module",
"keywords": [
@@ -0,0 +1,345 @@
import { CosmosClient, type Container, type Database } from "@azure/cosmos";
import { DefaultAzureCredential, type TokenCredential } from "@azure/identity";
import type {
ChatMessage,
MessageContent,
MessageType,
} from "@llamaindex/core/llms";
import { BaseChatStore } from "@llamaindex/core/storage/chat-store";
import { getEnv } from "@llamaindex/env";
const USER_AGENT_SUFFIX = "llamaindex-cdbnosql-chatstore-javascript";
const DEFAULT_CHAT_DATABASE = "ChatMessagesDB";
const DEFAULT_CHAT_CONTAINER = "ChatMessagesContainer";
const DEFAULT_OFFER_THROUGHPUT = 400;
function parseConnectionString(connectionString: string): {
endpoint: string;
key: string;
} {
const parts = connectionString.split(";");
let endpoint = "";
let accountKey = "";
parts.forEach((part) => {
const [key, value] = part.split("=");
if (key && key.trim() === "AccountEndpoint") {
endpoint = value?.trim() ?? "";
} else if ((key ?? "").trim() === "AccountKey") {
accountKey = value?.trim() ?? "";
}
});
if (!endpoint || !accountKey) {
throw new Error(
"Invalid connection string: missing AccountEndpoint or AccountKey.",
);
}
return { endpoint, key: accountKey };
}
export interface AzureCosmosChatDatabaseProperties {
throughput?: number;
}
export interface AzureCosmosChatContainerProperties {
// eslint-disable-next-line @typescript-eslint/no-explicit-any
[key: string]: any;
}
export interface AzureCosmosNoSqlChatStoreConfig {
cosmosClient?: CosmosClient;
dbName?: string;
containerName?: string;
userId?: string;
sessionId?: string;
cosmosContainerProperties?: AzureCosmosChatContainerProperties;
cosmosDatabaseProperties?: AzureCosmosChatDatabaseProperties;
ttlInSeconds?: number;
}
export class AzureCosmosNoSqlChatStore<
AdditionalMessageOptions extends object = object,
> extends BaseChatStore<AdditionalMessageOptions> {
private userId: string;
private ttl: number;
private cosmosClient: CosmosClient;
private database!: Database;
private container!: Container;
private initPromise?: Promise<void>;
private dbName: string;
private containerName: string;
private cosmosContainerProperties: AzureCosmosChatContainerProperties;
private cosmosDatabaseProperties: AzureCosmosChatDatabaseProperties;
private initialize: () => Promise<void>;
constructor({
cosmosClient,
dbName = DEFAULT_CHAT_DATABASE,
containerName = DEFAULT_CHAT_CONTAINER,
cosmosContainerProperties = { partitionKey: "/userId" },
cosmosDatabaseProperties = {},
ttlInSeconds = -1,
}: AzureCosmosNoSqlChatStoreConfig) {
super();
if (!cosmosClient) {
throw new Error(
"CosmosClient is required for AzureCosmosDBNoSQLChatStore initialization",
);
}
this.ttl = ttlInSeconds;
this.userId = cosmosContainerProperties.userId || "anonymous";
this.cosmosClient = cosmosClient;
this.dbName = dbName;
this.containerName = containerName;
this.cosmosContainerProperties = cosmosContainerProperties;
this.cosmosDatabaseProperties = cosmosDatabaseProperties;
this.initialize = () => {
if (this.initPromise === undefined) {
this.initPromise = this.init().catch((error) => {
console.error(
"Error during AzureCosmosDBNoSQLChatStore initialization",
error,
);
});
}
return this.initPromise;
};
}
client(): CosmosClient {
return this.cosmosClient;
}
// Asynchronous initialization method to create database and container
private async init(): Promise<void> {
// Set default throughput if not provided
const throughput =
this.cosmosDatabaseProperties?.throughput || DEFAULT_OFFER_THROUGHPUT;
// Create the database if it doesn't exist
const { database } = await this.cosmosClient.databases.createIfNotExists({
id: this.dbName,
throughput,
});
this.database = database;
// Create the container if it doesn't exist
const { container } = await this.database.containers.createIfNotExists({
id: this.containerName,
throughput: this.cosmosContainerProperties?.throughput,
partitionKey: "/userId",
indexingPolicy: this.cosmosContainerProperties?.indexingPolicy,
defaultTtl: this.ttl,
uniqueKeyPolicy: this.cosmosContainerProperties?.uniqueKeyPolicy,
conflictResolutionPolicy:
this.cosmosContainerProperties?.conflictResolutionPolicy,
computedProperties: this.cosmosContainerProperties?.computedProperties,
});
this.container = container;
}
/**
* Static method for creating an instance using a connection string.
* If no connection string is provided, it will attempt to use the env variable `AZURE_COSMOSDB_NOSQL_CONNECTION_STRING` as connection string.
* @returns Instance of AzureCosmosNoSqlKVStore
*/
static fromConnectionString(
config: {
connectionString?: string;
} & AzureCosmosNoSqlChatStoreConfig = {},
): AzureCosmosNoSqlChatStore {
const cosmosConnectionString =
config.connectionString ||
(getEnv("AZURE_COSMOSDB_NOSQL_CONNECTION_STRING") as string);
if (!cosmosConnectionString) {
throw new Error("Azure CosmosDB connection string must be provided");
}
const { endpoint, key } = parseConnectionString(cosmosConnectionString);
const cosmosClient = new CosmosClient({
endpoint,
key,
userAgentSuffix: USER_AGENT_SUFFIX,
});
return new AzureCosmosNoSqlChatStore({
...config,
cosmosClient,
});
}
/**
* Static method for creating an instance using a account endpoint and key.
* If no endpoint and key is provided, it will attempt to use the env variable `AZURE_COSMOSDB_NOSQL_ACCOUNT_ENDPOINT` as enpoint and `AZURE_COSMOSDB_NOSQL_ACCOUNT_KEY` as key.
* @returns Instance of AzureCosmosNoSqlKVStore
*/
static fromAccountAndKey(
config: {
endpoint?: string;
key?: string;
} & AzureCosmosNoSqlChatStoreConfig = {},
): AzureCosmosNoSqlChatStore {
const cosmosEndpoint =
config.endpoint ||
(getEnv("AZURE_COSMOSDB_NOSQL_ACCOUNT_ENDPOINT") as string);
const cosmosKey =
config.key || (getEnv("AZURE_COSMOSDB_NOSQL_ACCOUNT_KEY") as string);
if (!cosmosEndpoint || !cosmosKey) {
throw new Error(
"Azure CosmosDB account endpoint and key must be provided",
);
}
const cosmosClient = new CosmosClient({
endpoint: cosmosEndpoint,
key: cosmosKey,
userAgentSuffix: USER_AGENT_SUFFIX,
});
return new AzureCosmosNoSqlChatStore({
...config,
cosmosClient,
});
}
/**
* Static method for creating an instance using AAD token.
* If no endpoint and credentials are provided, it will attempt to use the env variable `AZURE_COSMOSDB_NOSQL_ACCOUNT_ENDPOINT` as endpoint and use DefaultAzureCredential() as credentials.
* @returns Instance of AzureCosmosNoSqlKVStore
*/
static fromAadToken(
config: {
endpoint?: string;
credential?: TokenCredential;
} & AzureCosmosNoSqlChatStoreConfig = {},
): AzureCosmosNoSqlChatStore {
const cosmosEndpoint =
config.endpoint ||
(getEnv("AZURE_COSMOSDB_NOSQL_CONNECTION_STRING") as string);
if (!cosmosEndpoint) {
throw new Error("Azure CosmosDB account endpoint must be provided");
}
const credentials = config.credential ?? new DefaultAzureCredential();
const cosmosClient = new CosmosClient({
endpoint: cosmosEndpoint,
aadCredentials: credentials,
userAgentSuffix: USER_AGENT_SUFFIX,
});
return new AzureCosmosNoSqlChatStore({
...config,
cosmosClient,
});
}
private convertToChatMessage(
// eslint-disable-next-line @typescript-eslint/no-explicit-any
message: any,
): ChatMessage<AdditionalMessageOptions> {
return {
content: message.content as MessageContent,
role: message.role as MessageType,
options: message.options as AdditionalMessageOptions,
} as ChatMessage<AdditionalMessageOptions>;
}
private convertToCosmosMessage(
message: ChatMessage<AdditionalMessageOptions>,
): // eslint-disable-next-line @typescript-eslint/no-explicit-any
any {
return {
content: message.content,
role: message.role,
options: message.options,
};
}
/**
* Set messages for a given key.
*/
async setMessages(
key: string,
messages: ChatMessage<AdditionalMessageOptions>[],
): Promise<void> {
await this.initialize();
const inputMessages = messages.map(this.convertToCosmosMessage);
await this.container.items.upsert({
id: key,
messages: inputMessages,
userId: this.userId,
});
}
/**
* Get messages for a given key.
*/
async getMessages(
key: string,
): Promise<ChatMessage<AdditionalMessageOptions>[]> {
await this.initialize();
const res = await this.container.item(key, this.userId).read();
const messageHistory = res?.resource?.messages ?? [];
const result = messageHistory.map(this.convertToChatMessage);
return result;
}
/**
* Add a message for a given key.
*/
async addMessage(
key: string,
message: ChatMessage<AdditionalMessageOptions>,
idx?: number,
): Promise<void> {
await this.initialize();
const res = await this.container.item(key, this.userId).read();
const messageHistory = res?.resource?.messages ?? [];
if (idx === undefined) {
messageHistory.push(this.convertToCosmosMessage(message));
} else {
messageHistory.splice(idx, 0, this.convertToCosmosMessage(message));
}
await this.setMessages(key, messageHistory);
}
/**
* Deletes all messages for a given key.
*/
async deleteMessages(key: string): Promise<void> {
await this.initialize();
try {
await this.container.item(key, this.userId).delete();
// eslint-disable-next-line no-empty
} catch (e) {}
}
/**
* Deletes one message at idx index for a given key.
*/
async deleteMessage(key: string, idx: number): Promise<void> {
await this.initialize();
const res = await this.container.item(key, this.userId).read();
const messageHistory = res?.resource?.messages ?? [];
if (idx >= 0 && idx < messageHistory.length) {
messageHistory.splice(idx, 1);
await this.setMessages(key, messageHistory);
}
}
/**
* Get all keys.
*/
async getKeys(): Promise<IterableIterator<string>> {
await this.initialize();
const result = await this.container.items
.query("Select c.id from c")
.fetchAll();
const keys = result.resources.map((res: { id: string }) => res.id);
function* keyGenerator(): IterableIterator<string> {
for (const key of keys) {
yield key;
}
}
return keyGenerator();
}
}
+1
View File
@@ -2,6 +2,7 @@ export * from "@llamaindex/core/storage/chat-store";
export * from "@llamaindex/core/storage/doc-store";
export * from "@llamaindex/core/storage/index-store";
export * from "@llamaindex/core/storage/kv-store";
export * from "./chatStore/AzureCosmosNoSqlChatStore.js";
export * from "./docStore/AzureCosmosNoSqlDocumentStore.js";
export { PostgresDocumentStore } from "./docStore/PostgresDocumentStore.js";
export { SimpleDocumentStore } from "./docStore/SimpleDocumentStore.js";
+15
View File
@@ -1,5 +1,20 @@
# @llamaindex/node-parser
## 0.0.11
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
## 0.0.10
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
## 0.0.9
### Patch Changes
+1 -1
View File
@@ -1,6 +1,6 @@
{
"name": "@llamaindex/node-parser",
"version": "0.0.9",
"version": "0.0.11",
"description": "Node parser for LlamaIndex",
"type": "module",
"exports": {
+16
View File
@@ -1,5 +1,21 @@
# @llamaindex/anthropic
## 0.0.19
### Patch Changes
- a7b0ac3: feat(anthropic): support prompt caching
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
## 0.0.18
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
## 0.0.17
### Patch Changes
+2 -2
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/anthropic",
"description": "Anthropic Adapter for LlamaIndex",
"version": "0.0.17",
"version": "0.0.19",
"type": "module",
"main": "./dist/index.cjs",
"module": "./dist/index.js",
@@ -33,7 +33,7 @@
"bunchee": "5.6.1"
},
"dependencies": {
"@anthropic-ai/sdk": "0.27.1",
"@anthropic-ai/sdk": "0.32.1",
"@llamaindex/core": "workspace:*",
"@llamaindex/env": "workspace:*",
"remeda": "^2.12.0"
+1 -1
View File
@@ -11,7 +11,7 @@ import { Settings } from "@llamaindex/core/global";
import type { EngineResponse } from "@llamaindex/core/schema";
import { Anthropic } from "./llm.js";
export type AnthropicAgentParams = LLMAgentParams;
export type AnthropicAgentParams = LLMAgentParams<Anthropic>;
export class AnthropicAgentWorker extends LLMAgentWorker {}
+76 -23
View File
@@ -1,5 +1,9 @@
import type { ClientOptions } from "@anthropic-ai/sdk";
import { Anthropic as SDKAnthropic } from "@anthropic-ai/sdk";
import type {
BetaCacheControlEphemeral,
BetaTextBlockParam,
} from "@anthropic-ai/sdk/resources/beta/index";
import type {
TextBlock,
TextBlockParam,
@@ -8,6 +12,7 @@ import type {
ImageBlockParam,
MessageCreateParamsNonStreaming,
MessageParam,
Model,
Tool,
ToolResultBlockParam,
ToolUseBlock,
@@ -75,6 +80,9 @@ export const ALL_AVAILABLE_ANTHROPIC_LEGACY_MODELS = {
"claude-2.1": {
contextWindow: 200000,
},
"claude-2.0": {
contextWindow: 100000,
},
"claude-instant-1.2": {
contextWindow: 100000,
},
@@ -82,18 +90,30 @@ export const ALL_AVAILABLE_ANTHROPIC_LEGACY_MODELS = {
export const ALL_AVAILABLE_V3_MODELS = {
"claude-3-opus": { contextWindow: 200000 },
"claude-3-opus-latest": { contextWindow: 200000 },
"claude-3-opus-20240229": { contextWindow: 200000 },
"claude-3-sonnet": { contextWindow: 200000 },
"claude-3-sonnet-20240229": { contextWindow: 200000 },
"claude-3-haiku": { contextWindow: 200000 },
"claude-3-haiku-20240307": { contextWindow: 200000 },
};
export const ALL_AVAILABLE_V3_5_MODELS = {
"claude-3-5-sonnet": { contextWindow: 200000 },
"claude-3-5-sonnet-20241022": { contextWindow: 200000 },
"claude-3-5-sonnet-20240620": { contextWindow: 200000 },
"claude-3-5-sonnet-latest": { contextWindow: 200000 },
"claude-3-5-haiku": { contextWindow: 200000 },
"claude-3-5-haiku-latest": { contextWindow: 200000 },
"claude-3-5-haiku-20241022": { contextWindow: 200000 },
};
export const ALL_AVAILABLE_ANTHROPIC_MODELS = {
...ALL_AVAILABLE_ANTHROPIC_LEGACY_MODELS,
...ALL_AVAILABLE_V3_MODELS,
...ALL_AVAILABLE_V3_5_MODELS,
} satisfies {
[key in Model]: { contextWindow: number };
};
const AVAILABLE_ANTHROPIC_MODELS_WITHOUT_DATE: { [key: string]: string } = {
@@ -104,10 +124,16 @@ const AVAILABLE_ANTHROPIC_MODELS_WITHOUT_DATE: { [key: string]: string } = {
} as { [key in keyof typeof ALL_AVAILABLE_ANTHROPIC_MODELS]: string };
export type AnthropicAdditionalChatOptions = object;
export type AnthropicToolCallLLMMessageOptions = ToolCallLLMMessageOptions & {
cache_control?: BetaCacheControlEphemeral | null;
};
export class Anthropic extends ToolCallLLM<AnthropicAdditionalChatOptions> {
export class Anthropic extends ToolCallLLM<
AnthropicAdditionalChatOptions,
AnthropicToolCallLLMMessageOptions
> {
// Per completion Anthropic params
model: keyof typeof ALL_AVAILABLE_ANTHROPIC_MODELS;
model: keyof typeof ALL_AVAILABLE_ANTHROPIC_MODELS | ({} & string);
temperature: number;
topP: number;
maxTokens?: number | undefined;
@@ -147,7 +173,12 @@ export class Anthropic extends ToolCallLLM<AnthropicAdditionalChatOptions> {
temperature: this.temperature,
topP: this.topP,
maxTokens: this.maxTokens,
contextWindow: ALL_AVAILABLE_ANTHROPIC_MODELS[this.model].contextWindow,
contextWindow:
this.model in ALL_AVAILABLE_ANTHROPIC_MODELS
? ALL_AVAILABLE_ANTHROPIC_MODELS[
this.model as keyof typeof ALL_AVAILABLE_ANTHROPIC_MODELS
].contextWindow
: 200000,
tokenizer: undefined,
};
}
@@ -291,56 +322,74 @@ export class Anthropic extends ToolCallLLM<AnthropicAdditionalChatOptions> {
chat(
params: LLMChatParamsStreaming<
AnthropicAdditionalChatOptions,
ToolCallLLMMessageOptions
AnthropicToolCallLLMMessageOptions
>,
): Promise<AsyncIterable<ChatResponseChunk<ToolCallLLMMessageOptions>>>;
): Promise<
AsyncIterable<ChatResponseChunk<AnthropicToolCallLLMMessageOptions>>
>;
chat(
params: LLMChatParamsNonStreaming<
AnthropicAdditionalChatOptions,
ToolCallLLMMessageOptions
AnthropicToolCallLLMMessageOptions
>,
): Promise<ChatResponse<ToolCallLLMMessageOptions>>;
): Promise<ChatResponse<AnthropicToolCallLLMMessageOptions>>;
@wrapLLMEvent
async chat(
params:
| LLMChatParamsNonStreaming<
AnthropicAdditionalChatOptions,
ToolCallLLMMessageOptions
AnthropicToolCallLLMMessageOptions
>
| LLMChatParamsStreaming<
AnthropicAdditionalChatOptions,
ToolCallLLMMessageOptions
AnthropicToolCallLLMMessageOptions
>,
): Promise<
| ChatResponse<ToolCallLLMMessageOptions>
| AsyncIterable<ChatResponseChunk<ToolCallLLMMessageOptions>>
| ChatResponse<AnthropicToolCallLLMMessageOptions>
| AsyncIterable<ChatResponseChunk<AnthropicToolCallLLMMessageOptions>>
> {
let { messages } = params;
const { stream, tools } = params;
let systemPrompt: string | null = null;
let systemPrompt: string | Array<BetaTextBlockParam> | null = null;
const systemMessages = messages.filter(
(message) => message.role === "system",
);
if (systemMessages.length > 0) {
systemPrompt = systemMessages
.map((message) => message.content)
.join("\n");
systemPrompt = systemMessages.map((message) =>
message.options && "cache_control" in message.options
? {
type: "text",
text: extractText(message.content),
cache_control: message.options.cache_control,
}
: {
type: "text",
text: extractText(message.content),
},
);
messages = messages.filter((message) => message.role !== "system");
}
const beta =
systemPrompt?.find((message) => "cache_control" in message) !== undefined;
// case: Non-streaming
let anthropic = this.session.anthropic;
if (beta) {
// @ts-expect-error type casting
anthropic = anthropic.beta.promptCaching;
}
// case: Streaming
if (stream) {
if (tools) {
console.error("Tools are not supported in streaming mode");
}
return this.streamChat(messages, systemPrompt);
return this.streamChat(messages, systemPrompt, anthropic);
}
// case: Non-streaming
const anthropic = this.session.anthropic;
if (tools) {
const params: MessageCreateParamsNonStreaming = {
@@ -378,7 +427,10 @@ export class Anthropic extends ToolCallLLM<AnthropicAdditionalChatOptions> {
toolCall: toolUseBlock.map((block) => ({
id: block.id,
name: block.name,
input: block.input,
input:
typeof block.input === "object"
? JSON.stringify(block.input)
: `${block.input}`,
})),
}
: {},
@@ -411,10 +463,11 @@ export class Anthropic extends ToolCallLLM<AnthropicAdditionalChatOptions> {
}
protected async *streamChat(
messages: ChatMessage<ToolCallLLMMessageOptions>[],
systemPrompt?: string | null,
): AsyncIterable<ChatResponseChunk<ToolCallLLMMessageOptions>> {
const stream = await this.session.anthropic.messages.create({
messages: ChatMessage<AnthropicToolCallLLMMessageOptions>[],
systemPrompt: string | Array<BetaTextBlockParam> | null,
anthropic: SDKAnthropic,
): AsyncIterable<ChatResponseChunk<AnthropicToolCallLLMMessageOptions>> {
const stream = await anthropic.messages.create({
model: this.getModelName(this.model),
messages: this.formatMessages(messages),
max_tokens: this.maxTokens ?? 4096,
+17
View File
@@ -1,5 +1,22 @@
# @llamaindex/clip
## 0.0.19
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
- @llamaindex/openai@0.1.35
## 0.0.18
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
- @llamaindex/openai@0.1.34
## 0.0.17
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/clip",
"description": "Clip Embedding Adapter for LlamaIndex",
"version": "0.0.17",
"version": "0.0.19",
"type": "module",
"types": "dist/index.d.ts",
"main": "dist/index.cjs",
+17
View File
@@ -1,5 +1,22 @@
# @llamaindex/deepinfra
## 0.0.19
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
- @llamaindex/openai@0.1.35
## 0.0.18
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
- @llamaindex/openai@0.1.34
## 0.0.17
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/deepinfra",
"description": "Deepinfra Adapter for LlamaIndex",
"version": "0.0.17",
"version": "0.0.19",
"type": "module",
"main": "./dist/index.cjs",
"module": "./dist/index.js",
+13
View File
@@ -1,5 +1,18 @@
# @llamaindex/groq
## 0.0.34
### Patch Changes
- @llamaindex/openai@0.1.35
## 0.0.33
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/openai@0.1.34
## 0.0.32
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/groq",
"description": "Groq Adapter for LlamaIndex",
"version": "0.0.32",
"version": "0.0.34",
"type": "module",
"main": "./dist/index.cjs",
"module": "./dist/index.js",
@@ -1,5 +1,22 @@
# @llamaindex/huggingface
## 0.0.19
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
- @llamaindex/openai@0.1.35
## 0.0.18
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
- @llamaindex/openai@0.1.34
## 0.0.17
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/huggingface",
"description": "Huggingface Adapter for LlamaIndex",
"version": "0.0.17",
"version": "0.0.19",
"type": "module",
"types": "dist/index.d.ts",
"main": "dist/index.cjs",
+15
View File
@@ -1,5 +1,20 @@
# @llamaindex/ollama
## 0.0.26
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
## 0.0.25
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
## 0.0.24
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/ollama",
"description": "Ollama Adapter for LlamaIndex",
"version": "0.0.24",
"version": "0.0.26",
"type": "module",
"main": "./dist/index.cjs",
"module": "./dist/index.js",
+1 -1
View File
@@ -8,7 +8,7 @@ import { Ollama } from "./llm";
// This is likely not necessary anymore but leaving it here just incase it's in use elsewhere
export type OllamaAgentParams = LLMAgentParams & {
export type OllamaAgentParams = LLMAgentParams<Ollama> & {
model?: string;
};
+16
View File
@@ -1,5 +1,21 @@
# @llamaindex/openai
## 0.1.35
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
## 0.1.34
### Patch Changes
- 7ae6eaa: feat: allow pass `additionalChatOptions` to agent
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
## 0.1.33
### Patch Changes
+2 -3
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/openai",
"description": "OpenAI Adapter for LlamaIndex",
"version": "0.1.33",
"version": "0.1.35",
"type": "module",
"main": "./dist/index.cjs",
"module": "./dist/index.js",
@@ -35,7 +35,6 @@
"dependencies": {
"@llamaindex/core": "workspace:*",
"@llamaindex/env": "workspace:*",
"openai": "^4.68.1",
"remeda": "^2.12.0"
"openai": "^4.68.1"
}
}
+8 -3
View File
@@ -4,11 +4,16 @@ import {
type LLMAgentParams,
} from "@llamaindex/core/agent";
import { Settings } from "@llamaindex/core/global";
import { OpenAI } from "./llm";
import type { ToolCallLLMMessageOptions } from "@llamaindex/core/llms";
import { OpenAI, type OpenAIAdditionalChatOptions } from "./llm";
// This is likely not necessary anymore but leaving it here just incase it's in use elsewhere
// This is likely not necessary anymore but leaving it here just in case it's in use elsewhere
export type OpenAIAgentParams = LLMAgentParams;
export type OpenAIAgentParams = LLMAgentParams<
OpenAI,
ToolCallLLMMessageOptions,
OpenAIAdditionalChatOptions
>;
export class OpenAIAgentWorker extends LLMAgentWorker {}
@@ -1,5 +1,20 @@
# @llamaindex/portkey-ai
## 0.0.19
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
## 0.0.18
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
## 0.0.17
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/portkey-ai",
"description": "Portkey Adapter for LlamaIndex",
"version": "0.0.17",
"version": "0.0.19",
"type": "module",
"main": "./dist/index.cjs",
"module": "./dist/index.js",
+15
View File
@@ -1,5 +1,20 @@
# @llamaindex/replicate
## 0.0.19
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
## 0.0.18
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
## 0.0.17
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/replicate",
"description": "Replicate Adapter for LlamaIndex",
"version": "0.0.17",
"version": "0.0.19",
"type": "module",
"main": "./dist/index.cjs",
"module": "./dist/index.js",
+13
View File
@@ -1,5 +1,18 @@
# @llamaindex/vllm
## 0.0.5
### Patch Changes
- @llamaindex/openai@0.1.35
## 0.0.4
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/openai@0.1.34
## 0.0.3
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/vllm",
"description": "vLLM Adapter for LlamaIndex",
"version": "0.0.3",
"version": "0.0.5",
"type": "module",
"main": "./dist/index.cjs",
"module": "./dist/index.js",
+15
View File
@@ -1,5 +1,20 @@
# @llamaindex/readers
## 1.0.11
### Patch Changes
- Updated dependencies [a7b0ac3]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
## 1.0.10
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
## 1.0.9
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/readers",
"description": "LlamaIndex Readers",
"version": "1.0.9",
"version": "1.0.11",
"type": "module",
"exports": {
"./node/hook": "./node/dist/hook.js",
+13
View File
@@ -1,5 +1,18 @@
# @llamaindex/workflow
## 0.0.6
### Patch Changes
- ee20c44: feat(workflow): allow send event with no output
## 0.0.5
### Patch Changes
- ea92b69: fix: output event check
- fadc8b8: feat: recoverable context with error handling
## 0.0.4
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/workflow",
"description": "Workflow API",
"version": "0.0.4",
"version": "0.0.6",
"type": "module",
"types": "dist/index.d.ts",
"module": "dist/index.js",
+106 -95
View File
@@ -13,19 +13,18 @@ export type StepHandler<
AnyWorkflowEventConstructor | StartEventConstructor,
...(AnyWorkflowEventConstructor | StopEventConstructor)[],
] = [AnyWorkflowEventConstructor | StartEventConstructor],
Out extends [
AnyWorkflowEventConstructor | StartEventConstructor,
...(AnyWorkflowEventConstructor | StopEventConstructor)[],
] = [AnyWorkflowEventConstructor | StopEventConstructor],
Out extends (AnyWorkflowEventConstructor | StopEventConstructor)[] = [],
> = (
context: HandlerContext<Data>,
...events: {
[K in keyof Inputs]: InstanceType<Inputs[K]>;
}
) => Promise<
{
[K in keyof Out]: InstanceType<Out[K]>;
}[number]
Out extends []
? void
: {
[K in keyof Out]: InstanceType<Out[K]>;
}[number]
>;
export type ReadonlyStepMap<Data> = ReadonlyMap<
@@ -275,7 +274,7 @@ export class WorkflowContext<Start = string, Stop = string, Data = unknown>
*/
#createStreamEvents(): AsyncIterableIterator<WorkflowEvent<unknown>> {
const isPendingEvents = new WeakSet<WorkflowEvent<unknown>>();
const pendingTasks = new Set<Promise<WorkflowEvent<unknown>>>();
const pendingTasks = new Set<Promise<WorkflowEvent<unknown> | void>>();
const enqueuedEvents = new Set<WorkflowEvent<unknown>>();
const stream = new ReadableStream<WorkflowEvent<unknown>>({
start: async (controller) => {
@@ -325,101 +324,104 @@ export class WorkflowContext<Start = string, Stop = string, Data = unknown>
}
const [steps, inputsMap, outputsMap] =
this.#getStepFunction(event);
const nextEventPromises: Promise<WorkflowEvent<unknown>>[] = [
...steps,
]
.map((step) => {
const inputs = [...(inputsMap.get(step) ?? [])];
const acceptableInputs: WorkflowEvent<unknown>[] =
this.#pendingInputQueue.filter((event) =>
inputs.some((input) => event instanceof input),
);
const events: WorkflowEvent<unknown>[] = flattenEvents(
inputs,
[event, ...acceptableInputs],
);
// remove the event from the queue, in case of infinite loop
events.forEach((event) => {
const protocolIdx = this.#queue.findIndex(
(protocol) =>
protocol.type === "event" &&
protocol.event === event,
);
if (protocolIdx !== -1) {
this.#queue.splice(protocolIdx, 1);
}
});
if (events.length !== inputs.length) {
if (this.#verbose) {
console.log(
`Not enough inputs for step ${step.name}, waiting for more events`,
const nextEventPromises: Promise<WorkflowEvent<unknown> | void>[] =
[...steps]
.map((step) => {
const inputs = [...(inputsMap.get(step) ?? [])];
const acceptableInputs: WorkflowEvent<unknown>[] =
this.#pendingInputQueue.filter((event) =>
inputs.some((input) => event instanceof input),
);
}
// not enough to run the step, push back to the queue
this.#sendEvent(event);
isPendingEvents.add(event);
return null;
}
if (isPendingEvents.has(event)) {
isPendingEvents.delete(event);
}
if (this.#verbose) {
console.log(
`Running step ${step.name} with inputs ${events}`,
const events: WorkflowEvent<unknown>[] = flattenEvents(
inputs,
[event, ...acceptableInputs],
);
}
const data = this.data;
return (step as StepHandler<Data>)
.call(
null,
{
get data() {
return data;
},
sendEvent: this.#sendEvent,
requireEvent: this.#requireEvent,
},
// @ts-expect-error IDK why
...events.sort((a, b) => {
const aIndex = inputs.indexOf(
a.constructor as AnyWorkflowEventConstructor,
);
const bIndex = inputs.indexOf(
b.constructor as AnyWorkflowEventConstructor,
);
return aIndex - bIndex;
}),
)
.then((nextEvent) => {
// remove the event from the queue, in case of infinite loop
events.forEach((event) => {
const protocolIdx = this.#queue.findIndex(
(protocol) =>
protocol.type === "event" &&
protocol.event === event,
);
if (protocolIdx !== -1) {
this.#queue.splice(protocolIdx, 1);
}
});
if (events.length !== inputs.length) {
if (this.#verbose) {
console.log(
`Step ${step.name} completed, next event is ${nextEvent}`,
`Not enough inputs for step ${step.name}, waiting for more events`,
);
}
const outputs = outputsMap.get(step) ?? [];
const outputEvents = flattenEvents(outputs, [
nextEvent,
]);
if (outputEvents.length !== outputs.length) {
if (this.#strict) {
const error = Error(
`Step ${step.name} returned an unexpected output event ${nextEvent}`,
// not enough to run the step, push back to the queue
this.#sendEvent(event);
isPendingEvents.add(event);
return null;
}
if (isPendingEvents.has(event)) {
isPendingEvents.delete(event);
}
if (this.#verbose) {
console.log(
`Running step ${step.name} with inputs ${events}`,
);
}
const data = this.data;
return (step as StepHandler<Data>)
.call(
null,
{
get data() {
return data;
},
sendEvent: this.#sendEvent,
requireEvent: this.#requireEvent,
},
// @ts-expect-error IDK why
...events.sort((a, b) => {
const aIndex = inputs.indexOf(
a.constructor as AnyWorkflowEventConstructor,
);
controller.error(error);
} else {
console.warn(
`Step ${step.name} returned an unexpected output event ${nextEvent}`,
const bIndex = inputs.indexOf(
b.constructor as AnyWorkflowEventConstructor,
);
return aIndex - bIndex;
}),
)
.then((nextEvent: void | WorkflowEvent<unknown>) => {
if (nextEvent === undefined) {
return;
}
if (this.#verbose) {
console.log(
`Step ${step.name} completed, next event is ${nextEvent}`,
);
}
}
if (!(nextEvent instanceof StopEvent)) {
this.#pendingInputQueue.unshift(nextEvent);
this.#sendEvent(nextEvent);
}
return nextEvent;
});
})
.filter((promise) => promise !== null);
const outputs = outputsMap.get(step) ?? [];
if (
!outputs.some(
(output) => nextEvent.constructor === output,
)
) {
if (this.#strict) {
const error = Error(
`Step ${step.name} returned an unexpected output event ${nextEvent}`,
);
controller.error(error);
} else {
console.warn(
`Step ${step.name} returned an unexpected output event ${nextEvent}`,
);
}
}
if (!(nextEvent instanceof StopEvent)) {
this.#pendingInputQueue.unshift(nextEvent);
this.#sendEvent(nextEvent);
}
return nextEvent;
});
})
.filter((promise) => promise !== null);
nextEventPromises.forEach((promise) => {
pendingTasks.add(promise);
promise
@@ -432,6 +434,9 @@ export class WorkflowContext<Start = string, Stop = string, Data = unknown>
});
Promise.race(nextEventPromises)
.then((fastestNextEvent) => {
if (fastestNextEvent === undefined) {
return;
}
if (!enqueuedEvents.has(fastestNextEvent)) {
controller.enqueue(fastestNextEvent);
enqueuedEvents.add(fastestNextEvent);
@@ -440,7 +445,10 @@ export class WorkflowContext<Start = string, Stop = string, Data = unknown>
})
.then(async (fastestNextEvent) =>
Promise.all(nextEventPromises).then((nextEvents) => {
for (const nextEvent of nextEvents) {
const events = nextEvents.filter(
(event) => event !== undefined,
);
for (const nextEvent of events) {
// do not enqueue the same event twice
if (fastestNextEvent !== nextEvent) {
if (!enqueuedEvents.has(nextEvent)) {
@@ -452,6 +460,9 @@ export class WorkflowContext<Start = string, Stop = string, Data = unknown>
}),
)
.catch((err) => {
// when the step raise an error, should go back to the previous step
this.#sendEvent(event);
isPendingEvents.add(event);
controller.error(err);
});
}
+6 -7
View File
@@ -57,10 +57,7 @@ export class Workflow<ContextData, Start, Stop> {
AnyWorkflowEventConstructor | StartEventConstructor,
...(AnyWorkflowEventConstructor | StopEventConstructor)[],
],
const Out extends [
AnyWorkflowEventConstructor | StopEventConstructor,
...(AnyWorkflowEventConstructor | StopEventConstructor)[],
],
const Out extends (AnyWorkflowEventConstructor | StopEventConstructor)[],
>(
parameters: StepParameters<In, Out>,
stepFn: (
@@ -69,9 +66,11 @@ export class Workflow<ContextData, Start, Stop> {
[K in keyof In]: InstanceType<In[K]>;
}
) => Promise<
{
[K in keyof Out]: InstanceType<Out[K]>;
}[number]
Out extends []
? void
: {
[K in keyof Out]: InstanceType<Out[K]>;
}[number]
>,
): this {
const { inputs, outputs } = parameters;
+78 -28
View File
@@ -127,8 +127,8 @@ importers:
specifier: ^10.1.0
version: 10.1.0(react@18.3.1)
'@llamaindex/chat-ui':
specifier: 0.0.5
version: 0.0.5(@types/react-dom@18.3.1)(@types/react@18.3.12)(encoding@0.1.13)(react-dom@18.3.1(react@18.3.1))(react@18.3.1)
specifier: 0.0.8
version: 0.0.8(@types/react-dom@18.3.1)(@types/react@18.3.12)(encoding@0.1.13)(react-dom@18.3.1(react@18.3.1))(react@18.3.1)
'@llamaindex/cloud':
specifier: workspace:*
version: link:../../packages/cloud
@@ -173,10 +173,10 @@ importers:
version: 1.1.3(@types/react-dom@18.3.1)(@types/react@18.3.12)(react-dom@18.3.1(react@18.3.1))(react@18.3.1)
'@vercel/functions':
specifier: ^1.5.0
version: 1.5.0(@aws-sdk/credential-provider-web-identity@3.679.0(@aws-sdk/client-sts@3.682.0))
version: 1.5.0(@aws-sdk/credential-provider-web-identity@3.679.0)
ai:
specifier: ^3.4.31
version: 3.4.31(openai@4.69.0(encoding@0.1.13)(zod@3.23.8))(react@18.3.1)(sswr@2.1.0(svelte@5.1.9))(svelte@5.1.9)(vue@3.5.12(typescript@5.6.3))(zod@3.23.8)
version: 3.4.31(openai@4.69.0(encoding@0.1.13)(zod@3.23.8))(react@18.3.1)(sswr@2.1.0)(vue@3.5.12(typescript@5.6.3))(zod@3.23.8)
class-variance-authority:
specifier: ^0.7.0
version: 0.7.0
@@ -257,7 +257,7 @@ importers:
version: 1.22.2
shiki-magic-move:
specifier: ^0.5.0
version: 0.5.0(react@18.3.1)(shiki@1.22.2)(svelte@5.1.9)(vue@3.5.12(typescript@5.6.3))
version: 0.5.0(react@18.3.1)(shiki@1.22.2)(vue@3.5.12(typescript@5.6.3))
swr:
specifier: ^2.2.5
version: 2.2.5(react@18.3.1)
@@ -428,7 +428,7 @@ importers:
dependencies:
ai:
specifier: ^3.3.21
version: 3.4.31(openai@4.69.0(encoding@0.1.13)(zod@3.23.8))(react@18.3.1)(sswr@2.1.0(svelte@5.1.9))(svelte@5.1.9)(vue@3.5.12(typescript@5.6.3))(zod@3.23.8)
version: 3.4.31(openai@4.69.0(zod@3.23.8))(react@18.3.1)(sswr@2.1.0(svelte@5.1.9))(svelte@5.1.9)(vue@3.5.12(typescript@5.6.3))(zod@3.23.8)
llamaindex:
specifier: workspace:*
version: link:../../../packages/llamaindex
@@ -584,13 +584,13 @@ importers:
specifier: ^1.4.1
version: 1.5.0
'@llamaindex/core':
specifier: ^0.4.7
specifier: ^0.4.10
version: link:../packages/core
'@llamaindex/readers':
specifier: ^1.0.8
specifier: ^1.0.11
version: link:../packages/readers
'@llamaindex/workflow':
specifier: ^0.0.4
specifier: ^0.0.6
version: link:../packages/workflow
'@notionhq/client':
specifier: ^2.2.15
@@ -606,7 +606,7 @@ importers:
version: 2.4.9
chromadb:
specifier: ^1.8.1
version: 1.9.2(cohere-ai@7.14.0(encoding@0.1.13))(encoding@0.1.13)(openai@4.69.0(encoding@0.1.13)(zod@3.23.8))
version: 1.9.2(cohere-ai@7.14.0(encoding@0.1.13))(encoding@0.1.13)(openai@4.69.0(encoding@0.1.13))
commander:
specifier: ^12.1.0
version: 12.1.0
@@ -617,7 +617,7 @@ importers:
specifier: ^1.0.14
version: 1.0.15
llamaindex:
specifier: ^0.8.10
specifier: ^0.8.13
version: link:../packages/llamaindex
mongodb:
specifier: ^6.7.0
@@ -738,7 +738,7 @@ importers:
version: 1.1.0(@types/react@18.3.12)(react@18.3.1)
ai:
specifier: ^3.3.21
version: 3.4.31(openai@4.69.0(encoding@0.1.13)(zod@3.23.8))(react@18.3.1)(sswr@2.1.0(svelte@5.1.9))(svelte@5.1.9)(vue@3.5.12(typescript@5.6.3))(zod@3.23.8)
version: 3.4.31(openai@4.69.0(zod@3.23.8))(react@18.3.1)(sswr@2.1.0(svelte@5.1.9))(svelte@5.1.9)(vue@3.5.12(typescript@5.6.3))(zod@3.23.8)
class-variance-authority:
specifier: ^0.7.0
version: 0.7.0
@@ -1191,8 +1191,8 @@ importers:
packages/providers/anthropic:
dependencies:
'@anthropic-ai/sdk':
specifier: 0.27.1
version: 0.27.1(encoding@0.1.13)
specifier: 0.32.1
version: 0.32.1(encoding@0.1.13)
'@llamaindex/core':
specifier: workspace:*
version: link:../../core
@@ -1310,9 +1310,6 @@ importers:
openai:
specifier: ^4.68.1
version: 4.69.0(encoding@0.1.13)(zod@3.23.8)
remeda:
specifier: ^2.12.0
version: 2.16.0
devDependencies:
bunchee:
specifier: 5.6.1
@@ -1704,6 +1701,9 @@ packages:
'@anthropic-ai/sdk@0.27.1':
resolution: {integrity: sha512-AKFd/E8HO26+DOVPiZpEked3Pm2feA5d4gcX2FcJXr9veDkXbKO90hr2C7N2TL7mPIMwm040ldXlsIZQ416dHg==}
'@anthropic-ai/sdk@0.32.1':
resolution: {integrity: sha512-U9JwTrDvdQ9iWuABVsMLj8nJVwAyQz6QXvgLsVhryhCEPkLsbcP/MXxm+jYcAwLoV8ESbaTTjnD4kuAFa+Hyjg==}
'@apidevtools/json-schema-ref-parser@11.7.2':
resolution: {integrity: sha512-4gY54eEGEstClvEkGnwVkTkrx0sqwemEFG5OSRRn3tD91XH0+Q8XIkYIfo7IwEWPpJZwILb9GUXeShtplRc/eA==}
engines: {node: '>= 16'}
@@ -3755,8 +3755,8 @@ packages:
'@leichtgewicht/ip-codec@2.0.5':
resolution: {integrity: sha512-Vo+PSpZG2/fmgmiNzYK9qWRh8h/CHrwD0mo1h1DzL4yzHNSfWYujGTYsWGreD000gcgmZ7K4Ys6Tx9TxtsKdDw==}
'@llamaindex/chat-ui@0.0.5':
resolution: {integrity: sha512-nGlhtAeIlVBtHAsCtBN5f+/iJpIHQ7uFf43ebye/wATf5tT12HUl3tP5O/+XC7nyXXwByjk5KAEN+hk3aC1Cug==}
'@llamaindex/chat-ui@0.0.8':
resolution: {integrity: sha512-yTWgxDzJD6F8w17CNIIJkSBE+hyd+WRqhF6lSElqo3k7CQyhtYr8cOD7cS6K8gBqaI3Xha5EPqvqV0+enJA0Mg==}
peerDependencies:
react: ^18.2.0
@@ -13428,6 +13428,18 @@ snapshots:
transitivePeerDependencies:
- encoding
'@anthropic-ai/sdk@0.32.1(encoding@0.1.13)':
dependencies:
'@types/node': 18.19.64
'@types/node-fetch': 2.6.11
abort-controller: 3.0.0
agentkeepalive: 4.5.0
form-data-encoder: 1.7.2
formdata-node: 4.4.1
node-fetch: 2.7.0(encoding@0.1.13)
transitivePeerDependencies:
- encoding
'@apidevtools/json-schema-ref-parser@11.7.2':
dependencies:
'@jsdevtools/ono': 7.1.3
@@ -16522,7 +16534,7 @@ snapshots:
'@leichtgewicht/ip-codec@2.0.5': {}
'@llamaindex/chat-ui@0.0.5(@types/react-dom@18.3.1)(@types/react@18.3.12)(encoding@0.1.13)(react-dom@18.3.1(react@18.3.1))(react@18.3.1)':
'@llamaindex/chat-ui@0.0.8(@types/react-dom@18.3.1)(@types/react@18.3.12)(encoding@0.1.13)(react-dom@18.3.1(react@18.3.1))(react@18.3.1)':
dependencies:
'@llamaindex/pdf-viewer': 1.2.0(@types/react@18.3.12)(encoding@0.1.13)(react-dom@18.3.1(react@18.3.1))(react@18.3.1)
'@radix-ui/react-collapsible': 1.1.1(@types/react-dom@18.3.1)(@types/react@18.3.12)(react-dom@18.3.1(react@18.3.1))(react@18.3.1)
@@ -18604,7 +18616,7 @@ snapshots:
'@upstash/vector@1.1.7': {}
'@vercel/functions@1.5.0(@aws-sdk/credential-provider-web-identity@3.679.0(@aws-sdk/client-sts@3.682.0))':
'@vercel/functions@1.5.0(@aws-sdk/credential-provider-web-identity@3.679.0)':
optionalDependencies:
'@aws-sdk/credential-provider-web-identity': 3.679.0(@aws-sdk/client-sts@3.682.0)
@@ -18882,7 +18894,7 @@ snapshots:
clean-stack: 2.2.0
indent-string: 4.0.0
ai@3.4.31(openai@4.69.0(encoding@0.1.13)(zod@3.23.8))(react@18.3.1)(sswr@2.1.0(svelte@5.1.9))(svelte@5.1.9)(vue@3.5.12(typescript@5.6.3))(zod@3.23.8):
ai@3.4.31(openai@4.69.0(encoding@0.1.13)(zod@3.23.8))(react@18.3.1)(sswr@2.1.0)(vue@3.5.12(typescript@5.6.3))(zod@3.23.8):
dependencies:
'@ai-sdk/provider': 0.0.26
'@ai-sdk/provider-utils': 1.0.22(zod@3.23.8)
@@ -18901,6 +18913,30 @@ snapshots:
openai: 4.69.0(encoding@0.1.13)(zod@3.23.8)
react: 18.3.1
sswr: 2.1.0(svelte@5.1.9)
zod: 3.23.8
transitivePeerDependencies:
- solid-js
- vue
ai@3.4.31(openai@4.69.0(zod@3.23.8))(react@18.3.1)(sswr@2.1.0(svelte@5.1.9))(svelte@5.1.9)(vue@3.5.12(typescript@5.6.3))(zod@3.23.8):
dependencies:
'@ai-sdk/provider': 0.0.26
'@ai-sdk/provider-utils': 1.0.22(zod@3.23.8)
'@ai-sdk/react': 0.0.70(react@18.3.1)(zod@3.23.8)
'@ai-sdk/solid': 0.0.54(zod@3.23.8)
'@ai-sdk/svelte': 0.0.57(svelte@5.1.9)(zod@3.23.8)
'@ai-sdk/ui-utils': 0.0.50(zod@3.23.8)
'@ai-sdk/vue': 0.0.59(vue@3.5.12(typescript@5.6.3))(zod@3.23.8)
'@opentelemetry/api': 1.9.0
eventsource-parser: 1.1.2
json-schema: 0.4.0
jsondiffpatch: 0.6.0
secure-json-parse: 2.7.0
zod-to-json-schema: 3.23.5(zod@3.23.8)
optionalDependencies:
openai: 4.69.0(zod@3.23.8)
react: 18.3.1
sswr: 2.1.0(svelte@5.1.9)
svelte: 5.1.9
zod: 3.23.8
transitivePeerDependencies:
@@ -19588,7 +19624,7 @@ snapshots:
transitivePeerDependencies:
- encoding
chromadb@1.9.2(cohere-ai@7.14.0(encoding@0.1.13))(encoding@0.1.13)(openai@4.69.0(encoding@0.1.13)(zod@3.23.8)):
chromadb@1.9.2(cohere-ai@7.14.0(encoding@0.1.13))(encoding@0.1.13)(openai@4.69.0(encoding@0.1.13)):
dependencies:
cliui: 8.0.1
isomorphic-fetch: 3.0.0(encoding@0.1.13)
@@ -20675,7 +20711,7 @@ snapshots:
debug: 4.3.7
enhanced-resolve: 5.17.1
eslint: 9.14.0(jiti@2.4.0)
eslint-module-utils: 2.12.0(@typescript-eslint/parser@8.13.0(eslint@9.14.0(jiti@2.4.0))(typescript@5.6.3))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3)(eslint@9.14.0(jiti@2.4.0))
eslint-module-utils: 2.12.0(@typescript-eslint/parser@8.13.0(eslint@9.14.0(jiti@2.4.0))(typescript@5.6.3))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3(@typescript-eslint/parser@8.13.0(eslint@9.14.0(jiti@2.4.0))(typescript@5.6.3))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.31.0)(eslint@9.14.0(jiti@2.4.0)))(eslint@9.14.0(jiti@2.4.0))
fast-glob: 3.3.2
get-tsconfig: 4.8.1
is-bun-module: 1.1.0
@@ -20688,7 +20724,7 @@ snapshots:
- eslint-import-resolver-webpack
- supports-color
eslint-module-utils@2.12.0(@typescript-eslint/parser@8.13.0(eslint@9.14.0(jiti@2.4.0))(typescript@5.6.3))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3)(eslint@9.14.0(jiti@2.4.0)):
eslint-module-utils@2.12.0(@typescript-eslint/parser@8.13.0(eslint@9.14.0(jiti@2.4.0))(typescript@5.6.3))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3(@typescript-eslint/parser@8.13.0(eslint@9.14.0(jiti@2.4.0))(typescript@5.6.3))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.31.0)(eslint@9.14.0(jiti@2.4.0)))(eslint@9.14.0(jiti@2.4.0)):
dependencies:
debug: 3.2.7
optionalDependencies:
@@ -20710,7 +20746,7 @@ snapshots:
doctrine: 2.1.0
eslint: 9.14.0(jiti@2.4.0)
eslint-import-resolver-node: 0.3.9
eslint-module-utils: 2.12.0(@typescript-eslint/parser@8.13.0(eslint@9.14.0(jiti@2.4.0))(typescript@5.6.3))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3)(eslint@9.14.0(jiti@2.4.0))
eslint-module-utils: 2.12.0(@typescript-eslint/parser@8.13.0(eslint@9.14.0(jiti@2.4.0))(typescript@5.6.3))(eslint-import-resolver-node@0.3.9)(eslint-import-resolver-typescript@3.6.3(@typescript-eslint/parser@8.13.0(eslint@9.14.0(jiti@2.4.0))(typescript@5.6.3))(eslint-import-resolver-node@0.3.9)(eslint-plugin-import@2.31.0)(eslint@9.14.0(jiti@2.4.0)))(eslint@9.14.0(jiti@2.4.0))
hasown: 2.0.2
is-core-module: 2.15.1
is-glob: 4.0.3
@@ -24376,6 +24412,21 @@ snapshots:
transitivePeerDependencies:
- encoding
openai@4.69.0(zod@3.23.8):
dependencies:
'@types/node': 18.19.64
'@types/node-fetch': 2.6.11
abort-controller: 3.0.0
agentkeepalive: 4.5.0
form-data-encoder: 1.7.2
formdata-node: 4.4.1
node-fetch: 2.7.0(encoding@0.1.13)
optionalDependencies:
zod: 3.23.8
transitivePeerDependencies:
- encoding
optional: true
openapi-sampler@1.5.1:
dependencies:
'@types/json-schema': 7.0.15
@@ -26247,14 +26298,13 @@ snapshots:
interpret: 1.4.0
rechoir: 0.6.2
shiki-magic-move@0.5.0(react@18.3.1)(shiki@1.22.2)(svelte@5.1.9)(vue@3.5.12(typescript@5.6.3)):
shiki-magic-move@0.5.0(react@18.3.1)(shiki@1.22.2)(vue@3.5.12(typescript@5.6.3)):
dependencies:
diff-match-patch-es: 0.1.1
ohash: 1.1.4
optionalDependencies:
react: 18.3.1
shiki: 1.22.2
svelte: 5.1.9
vue: 3.5.12(typescript@5.6.3)
shiki@1.22.2:
+43
View File
@@ -1,5 +1,48 @@
# @llamaindex/unit-test
## 0.0.24
### Patch Changes
- Updated dependencies [630b425]
- llamaindex@0.8.14
## 0.0.23
### Patch Changes
- ee20c44: feat(workflow): allow send event with no output
- Updated dependencies [a7b0ac3]
- Updated dependencies [ee20c44]
- Updated dependencies [c69605f]
- @llamaindex/core@0.4.10
- @llamaindex/workflow@0.0.6
- llamaindex@0.8.13
- @llamaindex/cloud@2.0.10
- @llamaindex/node-parser@0.0.11
- @llamaindex/openai@0.1.35
- @llamaindex/readers@1.0.11
## 0.0.22
### Patch Changes
- Updated dependencies [ea92b69]
- Updated dependencies [fadc8b8]
- @llamaindex/workflow@0.0.5
## 0.0.21
### Patch Changes
- Updated dependencies [7ae6eaa]
- @llamaindex/core@0.4.9
- @llamaindex/openai@0.1.34
- @llamaindex/cloud@2.0.9
- llamaindex@0.8.12
- @llamaindex/node-parser@0.0.10
- @llamaindex/readers@1.0.10
## 0.0.20
### Patch Changes
+1 -1
View File
@@ -1,7 +1,7 @@
{
"name": "@llamaindex/unit-test",
"private": true,
"version": "0.0.20",
"version": "0.0.24",
"type": "module",
"scripts": {
"test": "vitest run"
+110
View File
@@ -531,6 +531,21 @@ describe("workflow basic", () => {
const result = await myWorkflow.run("start");
expect(result.data).toBe("query result");
});
test("allow output with send event", async () => {
const myFlow = new Workflow<unknown, string, string>({ verbose: true });
myFlow.addStep(
{
inputs: [StartEvent<string>],
outputs: [],
},
async (context, ev) => {
context.sendEvent(new StopEvent(`Hello ${ev.data}!`));
},
);
const result = myFlow.run("world");
expect((await result).data).toBe("Hello world!");
});
});
describe("workflow event loop", () => {
@@ -794,6 +809,21 @@ describe("workflow event loop", () => {
}
`);
});
test("workflow multiple output", async () => {
const myFlow = new Workflow<unknown, string, string>({ verbose: true });
myFlow.addStep(
{
inputs: [StartEvent<string>],
outputs: [StopEvent<string>, StopEvent<string>],
},
async (_context, ev) => {
return new StopEvent(`Hello ${ev.data}!`);
},
);
const result = await myFlow.run("world").strict();
expect(result.data).toBe("Hello world!");
});
});
describe("snapshot", async () => {
@@ -869,3 +899,83 @@ describe("snapshot", async () => {
expect(fn).toHaveBeenCalledTimes(1);
});
});
describe("error", () => {
test("error in handler", async () => {
const myFlow = new Workflow<boolean, string, string>({ verbose: true });
myFlow.addStep(
{
inputs: [StartEvent<string>],
outputs: [StopEvent<string>],
},
async ({ data }) => {
if (!data) {
throw new Error("Something went wrong");
} else {
return new StopEvent(`Hello ${data}!`);
}
},
);
await expect(myFlow.run("world")).rejects.toThrow("Something went wrong");
{
const context = myFlow.run("world");
try {
for await (const _ of context) {
// do nothing
}
} catch (error) {
expect(error).toBeInstanceOf(Error);
expect((error as Error).message).toBe("Something went wrong");
const snapshot = context.snapshot();
const newContext = myFlow.recover(snapshot).with(true);
expect((await newContext).data).toBe("Hello true!");
}
}
});
test("recover in the middle of workflow", async () => {
const myFlow = new Workflow<string | undefined, string, string>({
verbose: true,
});
class AEvent extends WorkflowEvent<string> {}
myFlow.addStep(
{
inputs: [StartEvent<string>],
outputs: [AEvent],
},
async ({ data }) => {
if (data !== undefined) {
throw new Error("Something went wrong");
}
return new AEvent("world");
},
);
myFlow.addStep(
{
inputs: [AEvent],
outputs: [StopEvent],
},
async ({ data }, ev) => {
if (data === undefined) {
throw new Error("Something went wrong");
}
return new StopEvent(`Hello, ${data}!`);
},
);
// no context, so will throw error
const context = myFlow.run("world");
try {
for await (const _ of context) {
// do nothing
}
} catch (error) {
expect(error).toBeInstanceOf(Error);
expect((error as Error).message).toBe("Something went wrong");
const snapshot = context.snapshot();
const newContext = myFlow.recover(snapshot).with("Recovered Data");
expect((await newContext).data).toBe("Hello, Recovered Data!");
}
});
});