mirror of
https://github.com/langchain-ai/langgraph.git
synced 2026-09-12 04:37:51 +02:00
Add basic docs
This commit is contained in:
@@ -0,0 +1,432 @@
|
||||
# How to stream runs into an React app
|
||||
|
||||
!!! info "Prerequisites" - [LangGraph Platform](../concepts/langgraph_platform.md) - [LangGraph Server](../concepts/langgraph_server.md)
|
||||
|
||||
The `useStream()` hook allows you to easily stream values from a LangGraph run. It enables the following features:
|
||||
|
||||
- Streaming messages: Streams messages from the run as they are generated.
|
||||
- State management: Thread state is managed for you, including messages, loading and error states.
|
||||
- Branching support: We handle checkpoint branching for you, so you can focus on building your chat interface.
|
||||
- Headless: Bring your own chat UI and implement streaming into any design or layout.
|
||||
|
||||
This guide will show you how you can use `useStream()` to stream values within your React application.
|
||||
|
||||
## Example
|
||||
|
||||
```tsx
|
||||
"use client";
|
||||
|
||||
import { useStream } from "@langchain/langgraph-sdk/react";
|
||||
import type { Message } from "@langchain/langgraph-sdk";
|
||||
|
||||
export default function App() {
|
||||
const thread = useStream<{ messages: Message[] }>({
|
||||
apiUrl: "http://localhost:2024",
|
||||
assistantId: "agent",
|
||||
messagesKey: "messages",
|
||||
});
|
||||
|
||||
return (
|
||||
<div>
|
||||
<div>
|
||||
{thread.messages.map((message) => (
|
||||
<div key={message.id}>{message.content as string}</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
<form
|
||||
onSubmit={(e) => {
|
||||
e.preventDefault();
|
||||
|
||||
const form = e.target as HTMLFormElement;
|
||||
const message = new FormData(form).get("message") as string;
|
||||
|
||||
form.reset();
|
||||
thread.submit({ messages: [{ type: "human", content: message }] });
|
||||
}}
|
||||
>
|
||||
<input type="text" name="message" />
|
||||
|
||||
{thread.isLoading ? (
|
||||
<button key="stop" type="button" onClick={() => thread.stop()}>
|
||||
Stop
|
||||
</button>
|
||||
) : (
|
||||
<button key="submit" type="submit">
|
||||
Send
|
||||
</button>
|
||||
)}
|
||||
</form>
|
||||
</div>
|
||||
);
|
||||
}
|
||||
```
|
||||
|
||||
## Customise UI
|
||||
|
||||
The `useStream()` hook provides built-in state management capabilities to simplify your application development. It handles:
|
||||
|
||||
- Thread state management
|
||||
- Loading states during stream operations
|
||||
- Error handling and error states
|
||||
- Message management
|
||||
|
||||
This allows you to focus on building your UI while the `useStream()` hook takes care of the underlying state complexity.
|
||||
|
||||
### Loading state
|
||||
|
||||
The `isLoading` property is set to `true` whenever the stream is running. This is useful for:
|
||||
|
||||
1. Showing a loading spinner to indicate that the stream is running.
|
||||
2. Disabling the input box to prevent multiple submissions.
|
||||
3. Showing a cancellation button to cancel a run.
|
||||
|
||||
```tsx
|
||||
export default function App() {
|
||||
const { isLoading, stop } = useStream<{ messages: Message[] }>({
|
||||
apiUrl: "http://localhost:2024",
|
||||
assistantId: "agent",
|
||||
messagesKey: "messages",
|
||||
});
|
||||
|
||||
return (
|
||||
<form>
|
||||
{isLoading && (
|
||||
<button key="stop" type="button" onClick={() => stop()}>
|
||||
Stop
|
||||
</button>
|
||||
)}
|
||||
</form>
|
||||
);
|
||||
}
|
||||
```
|
||||
|
||||
### Thread management
|
||||
|
||||
The `useStream()` hook manages a thread for you. You can use the `threadId` property to get the thread ID. Pass in the `onThreadId` callback to get notified when the new thread is created.
|
||||
|
||||
```tsx
|
||||
const [threadId, setThreadId] = useState<string | null>(null);
|
||||
|
||||
const thread = useStream<{ messages: Message[] }>({
|
||||
apiUrl: "http://localhost:2024",
|
||||
assistantId: "agent",
|
||||
|
||||
threadId: threadId,
|
||||
onThreadId: setThreadId,
|
||||
});
|
||||
```
|
||||
|
||||
We recommend setting the `threadId` as a query parameter in the URL, so that you can resume the conversation from the same thread even when the page is refreshed.
|
||||
|
||||
### Messages handling
|
||||
|
||||
To enable messages handling, you need to pass the `messagesKey` option to the `useStream()` hook. When enabled, the `useStream()` hook will keep track of the message chunks received from the server and concatenate them together to form a complete message. The completed message chunks can be retrieved via the `messages` property.
|
||||
|
||||
```tsx
|
||||
import type { Message } from "@langchain/langgraph-sdk";
|
||||
import { useStream } from "@langchain/langgraph-sdk/react";
|
||||
|
||||
export default function HomePage() {
|
||||
const thread = useStream<{ messages: Message[] }>({
|
||||
apiUrl: "http://localhost:2024",
|
||||
assistantId: "agent",
|
||||
messagesKey: "messages",
|
||||
});
|
||||
|
||||
return (
|
||||
<div>
|
||||
{thread.messages.map((message) => (
|
||||
<div key={message.id}>{message.content as string}</div>
|
||||
))}
|
||||
</div>
|
||||
);
|
||||
}
|
||||
```
|
||||
|
||||
### Branching
|
||||
|
||||
To enable branching, you need to enable messages handling. Pass the `messagesKey` option to the `useStream()` hook. For each message, you can use `getMessagesMetadata()` to get the first checkpoint from which the message has been first seen. You can then create a new run from the checkpoint preceding the first seen checkpoint to create a new branch in a thread.
|
||||
|
||||
A branch can be created in following ways:
|
||||
|
||||
1. Edit a previous user message.
|
||||
2. Request a regeneration of a previous assistant message.
|
||||
|
||||
```tsx
|
||||
/* eslint-disable @typescript-eslint/no-floating-promises */
|
||||
"use client";
|
||||
|
||||
import type { Message } from "@langchain/langgraph-sdk";
|
||||
import { useStream } from "@langchain/langgraph-sdk/react";
|
||||
import {
|
||||
Annotation,
|
||||
MessagesAnnotation,
|
||||
type StateType,
|
||||
type UpdateType,
|
||||
} from "@langchain/langgraph/web";
|
||||
import { useState } from "react";
|
||||
|
||||
const AgentState = Annotation.Root({
|
||||
...MessagesAnnotation.spec,
|
||||
});
|
||||
|
||||
function BranchSwitcher({
|
||||
branch,
|
||||
branchOptions,
|
||||
onSelect,
|
||||
}: {
|
||||
branch: string | undefined;
|
||||
branchOptions: string[] | undefined;
|
||||
onSelect: (branch: string) => void;
|
||||
}) {
|
||||
if (!branchOptions || !branch) return null;
|
||||
const index = branchOptions.indexOf(branch);
|
||||
|
||||
return (
|
||||
<div className="flex items-center gap-2">
|
||||
<button
|
||||
type="button"
|
||||
onClick={() => {
|
||||
const prevBranch = branchOptions[index - 1];
|
||||
if (!prevBranch) return;
|
||||
onSelect(prevBranch);
|
||||
}}
|
||||
>
|
||||
Prev
|
||||
</button>
|
||||
<span>
|
||||
{index + 1} / {branchOptions.length}
|
||||
</span>
|
||||
<button
|
||||
type="button"
|
||||
onClick={() => {
|
||||
const nextBranch = branchOptions[index + 1];
|
||||
if (!nextBranch) return;
|
||||
onSelect(nextBranch);
|
||||
}}
|
||||
>
|
||||
Next
|
||||
</button>
|
||||
</div>
|
||||
);
|
||||
}
|
||||
|
||||
function EditMessage({
|
||||
message,
|
||||
onEdit,
|
||||
}: {
|
||||
message: Message;
|
||||
onEdit: (message: Message) => void;
|
||||
}) {
|
||||
const [editing, setEditing] = useState(false);
|
||||
|
||||
if (!editing) {
|
||||
return (
|
||||
<button type="button" onClick={() => setEditing(true)}>
|
||||
Edit
|
||||
</button>
|
||||
);
|
||||
}
|
||||
|
||||
return (
|
||||
<form
|
||||
onSubmit={(e) => {
|
||||
e.preventDefault();
|
||||
const form = e.target as HTMLFormElement;
|
||||
const content = new FormData(form).get("content") as string;
|
||||
|
||||
form.reset();
|
||||
onEdit({ type: "human", content });
|
||||
setEditing(false);
|
||||
}}
|
||||
>
|
||||
<input name="content" defaultValue={message.content as string} />
|
||||
<button type="submit">Save</button>
|
||||
</form>
|
||||
);
|
||||
}
|
||||
|
||||
export default function App() {
|
||||
const thread = useStream<
|
||||
StateType<typeof AgentState.spec>,
|
||||
UpdateType<typeof AgentState.spec>
|
||||
>({
|
||||
apiUrl: "http://localhost:2024",
|
||||
assistantId: "agent",
|
||||
messagesKey: "messages",
|
||||
});
|
||||
|
||||
return (
|
||||
<div>
|
||||
<div>
|
||||
{thread.messages.map((message) => {
|
||||
const meta = thread.getMessagesMetadata(message);
|
||||
const parentCheckpoint = meta?.firstSeenState?.parent_checkpoint;
|
||||
|
||||
return (
|
||||
<div key={message.id}>
|
||||
<div>{message.content as string}</div>
|
||||
|
||||
{message.type === "human" && (
|
||||
<EditMessage
|
||||
message={message}
|
||||
onEdit={(message) =>
|
||||
thread.submit(
|
||||
{ messages: [message] },
|
||||
{ checkpoint: parentCheckpoint },
|
||||
)
|
||||
}
|
||||
/>
|
||||
)}
|
||||
|
||||
{message.type === "ai" && (
|
||||
<button
|
||||
type="button"
|
||||
onClick={() =>
|
||||
thread.submit(undefined, { checkpoint: parentCheckpoint })
|
||||
}
|
||||
>
|
||||
<span>Regenerate</span>
|
||||
</button>
|
||||
)}
|
||||
|
||||
<BranchSwitcher
|
||||
branch={meta?.branch}
|
||||
branchOptions={meta?.branchOptions}
|
||||
onSelect={(branch) => thread.setBranch(branch)}
|
||||
/>
|
||||
</div>
|
||||
);
|
||||
})}
|
||||
</div>
|
||||
|
||||
<form
|
||||
onSubmit={(e) => {
|
||||
e.preventDefault();
|
||||
|
||||
const form = e.target as HTMLFormElement;
|
||||
const message = new FormData(form).get("message") as string;
|
||||
|
||||
form.reset();
|
||||
thread.submit({ messages: [message] });
|
||||
}}
|
||||
>
|
||||
<input type="text" name="message" />
|
||||
|
||||
{thread.isLoading ? (
|
||||
<button key="stop" type="button" onClick={() => thread.stop()}>
|
||||
Stop
|
||||
</button>
|
||||
) : (
|
||||
<button key="submit" type="submit">
|
||||
Send
|
||||
</button>
|
||||
)}
|
||||
</form>
|
||||
</div>
|
||||
);
|
||||
}
|
||||
```
|
||||
|
||||
### TypeScript and Type safety
|
||||
|
||||
The `useStream()` hook accepts generic parameters that can be used to specify the thread state and update type as well as the custom event type, avoiding the need to manually type-cast.
|
||||
|
||||
```tsx
|
||||
// Type definition of the state
|
||||
type StateType = { messages: Message[] };
|
||||
|
||||
// Type definition of the update
|
||||
type UpdateType = { messages: Message[] | Message };
|
||||
|
||||
// Type definition of the custom event
|
||||
type CustomEventType = { counter: number };
|
||||
|
||||
const thread = useStream<StateType, UpdateType, CustomEventType>({
|
||||
apiUrl: "http://localhost:2024",
|
||||
assistantId: "agent",
|
||||
messagesKey: "messages",
|
||||
});
|
||||
```
|
||||
|
||||
If you use `LangGraph.js`, you can re-use the same `Annotation` as the one used within `StateGraph`.
|
||||
|
||||
!!! warning "Importing from @langchain/langgraph/web"
|
||||
|
||||
Make sure to import from `@langchain/langgraph/web` and not from `@langchain/langgraph`, as the default entrypoint will attempt to initialize `AsyncLocalStorage`, which is not available in the browser.
|
||||
|
||||
```tsx
|
||||
"use client";
|
||||
|
||||
import { useStream } from "@langchain/langgraph-sdk/react";
|
||||
import {
|
||||
Annotation,
|
||||
MessagesAnnotation,
|
||||
type StateType,
|
||||
type UpdateType,
|
||||
} from "@langchain/langgraph/web";
|
||||
|
||||
const AgentState = Annotation.Root({
|
||||
...MessagesAnnotation.spec,
|
||||
});
|
||||
|
||||
export default function HomePage() {
|
||||
const thread = useStream<
|
||||
StateType<typeof AgentState.spec>,
|
||||
UpdateType<typeof AgentState.spec>
|
||||
>({
|
||||
apiUrl: "http://localhost:2024",
|
||||
assistantId: "agent",
|
||||
messagesKey: "messages",
|
||||
});
|
||||
|
||||
return (
|
||||
<div>
|
||||
<div>
|
||||
{thread.messages.map((message) => (
|
||||
<div key={message.id}>{message.content as string}</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
<form
|
||||
onSubmit={(e) => {
|
||||
e.preventDefault();
|
||||
|
||||
const form = e.target as HTMLFormElement;
|
||||
const message = new FormData(form).get("message") as string;
|
||||
|
||||
form.reset();
|
||||
thread.submit({ messages: [message] });
|
||||
}}
|
||||
>
|
||||
<input type="text" name="message" />
|
||||
|
||||
{thread.isLoading ? (
|
||||
<button key="stop" type="button" onClick={() => thread.stop()}>
|
||||
Stop
|
||||
</button>
|
||||
) : (
|
||||
<button key="submit" type="submit">
|
||||
Send
|
||||
</button>
|
||||
)}
|
||||
</form>
|
||||
</div>
|
||||
);
|
||||
}
|
||||
```
|
||||
|
||||
## Event callbacks
|
||||
|
||||
The `useStream()` hook provides few event callbacks that you can use to react to specific events.
|
||||
|
||||
- `onError`: Called when an error occurs.
|
||||
- `onFinish`: Called when the stream is finished.
|
||||
- `onUpdateEvent`: Called when an update event is received.
|
||||
- `onCustomEvent`: Called when a custom event is received. See [Custom events](../concepts/custom-events.md) to learn how to stream custom events.
|
||||
- `onMetadataEvent`: Called when a metadata event is received.
|
||||
|
||||
## Learn more
|
||||
|
||||
TODO: add a link to the `useStream()` hook documentation.
|
||||
Reference in New Issue
Block a user