diff --git a/docs/core_docs/docs/integrations/chat/chrome_ai.mdx b/docs/core_docs/docs/integrations/chat/chrome_ai.mdx new file mode 100644 index 000000000000..c13ba779e34a --- /dev/null +++ b/docs/core_docs/docs/integrations/chat/chrome_ai.mdx @@ -0,0 +1,59 @@ +--- +sidebar_label: ChromeAI +--- + +import CodeBlock from "@theme/CodeBlock"; + +# ChatChromeAI + +:::info +This feature is **experimental** and is subject to change. +::: + +:::note +The `Built-in AI Early Preview Program` by Google is currently in beta. To apply for access or find more information, please visit [this link](https://developer.chrome.com/docs/ai/built-in). +::: + +ChatChromeAI leverages the webGPU and Gemini Nano to run LLMs directly in the browser, without the need for an internet connection. +This allows for running faster and private models without ever having data leave the consumers device. + +## Getting started + +Once you've been granted access to the program, follow all steps to download the model. + +Once downloaded, you can start using `ChatChromeAI` in the browser as follows: + +```typescript +import { ChatChromeAI } from "@langchain/community/experimental/chat_models/chrome_ai"; +import { HumanMessage } from "@langchain/core/messages"; + +const model = new ChatChromeAI({ + temperature: 0.5, // Optional, defaults to 0.5 + topK: 40, // Optional, defaults to 40 +}); + +const message = new HumanMessage("Write me a short poem please"); + +const response = await model.invoke([message]); +``` + +### Streaming + +`ChatChromeAI` also supports streaming chunks: + +```typescript +import { AIMessageChunk } from "@langchain/core/messages"; + +let fullMessage: AIMessageChunk | undefined = undefined; +for await (const chunk of await model.stream([message])) { + if (!fullMessage) { + fullMessage = chunk; + } else { + fullMessage = fullMessage.concat(chunk); + } + console.log(fullMessage.content); +} +``` + +We also have a simple demo application which you can copy to instantly start running `ChatChromeAI` in your browser. +Navigate to the [README.md](https://github.com/langchain-ai/langchainjs/tree/main/libs/langchain-community/src/experimental/chrome_ai/app/README.md) in the `./app` directory of the integration for more instructions. diff --git a/libs/langchain-community/.gitignore b/libs/langchain-community/.gitignore index 4246a650f6df..1e47ea0ab61e 100644 --- a/libs/langchain-community/.gitignore +++ b/libs/langchain-community/.gitignore @@ -1030,6 +1030,10 @@ experimental/chat_models/ollama_functions.cjs experimental/chat_models/ollama_functions.js experimental/chat_models/ollama_functions.d.ts experimental/chat_models/ollama_functions.d.cts +experimental/chat_models/chrome_ai.cjs +experimental/chat_models/chrome_ai.js +experimental/chat_models/chrome_ai.d.ts +experimental/chat_models/chrome_ai.d.cts chains/graph_qa/cypher.cjs chains/graph_qa/cypher.js chains/graph_qa/cypher.d.ts diff --git a/libs/langchain-community/langchain.config.js b/libs/langchain-community/langchain.config.js index 7012d8e06c5a..e73c23b4938c 100644 --- a/libs/langchain-community/langchain.config.js +++ b/libs/langchain-community/langchain.config.js @@ -316,6 +316,7 @@ export const config = { "experimental/hubs/makersuite/googlemakersuitehub": "experimental/hubs/makersuite/googlemakersuitehub", "experimental/chat_models/ollama_functions": "experimental/chat_models/ollama_functions", + "experimental/chat_models/chrome_ai": "experimental/chat_models/chrome_ai/chat_models", // chains "chains/graph_qa/cypher": "chains/graph_qa/cypher" }, diff --git a/libs/langchain-community/package.json b/libs/langchain-community/package.json index 3ef6acbe7890..b7feada5ff7d 100644 --- a/libs/langchain-community/package.json +++ b/libs/langchain-community/package.json @@ -3022,6 +3022,15 @@ "import": "./experimental/chat_models/ollama_functions.js", "require": "./experimental/chat_models/ollama_functions.cjs" }, + "./experimental/chat_models/chrome_ai": { + "types": { + "import": "./experimental/chat_models/chrome_ai.d.ts", + "require": "./experimental/chat_models/chrome_ai.d.cts", + "default": "./experimental/chat_models/chrome_ai.d.ts" + }, + "import": "./experimental/chat_models/chrome_ai.js", + "require": "./experimental/chat_models/chrome_ai.cjs" + }, "./chains/graph_qa/cypher": { "types": { "import": "./chains/graph_qa/cypher.d.ts", @@ -4067,6 +4076,10 @@ "experimental/chat_models/ollama_functions.js", "experimental/chat_models/ollama_functions.d.ts", "experimental/chat_models/ollama_functions.d.cts", + "experimental/chat_models/chrome_ai.cjs", + "experimental/chat_models/chrome_ai.js", + "experimental/chat_models/chrome_ai.d.ts", + "experimental/chat_models/chrome_ai.d.cts", "chains/graph_qa/cypher.cjs", "chains/graph_qa/cypher.js", "chains/graph_qa/cypher.d.ts", diff --git a/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/README.md b/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/README.md new file mode 100644 index 000000000000..d16118000176 --- /dev/null +++ b/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/README.md @@ -0,0 +1,23 @@ +# ChatChromeAI + +This is a simple application designed to run in the browser that uses the webGPU and Gemini Nano. +Gemini Nano is a LLM which Google Chrome has embedded in the browser. As of 06/26/2024 it is still in beta. +To request access or find more information, please visit [this link](https://developer.chrome.com/docs/ai/built-in). + +## Getting Started + +To run this application, you'll first need to build the locally dependencies. From the root of the `langchain-ai/langchainjs` repo, run the following command: + +```bash +yarn build --filter=@langchain/community --filter=@langchain/openai +``` + +Once the dependencies are built, navigate into this directory (`libs/langchain-community/src/experimental/chat_models/chrome_ai/app`) and run the following commands: + +```bash +yarn install # install the dependencies + +yarn start # start the application +``` + +Then, open your browser and navigate to [`http://127.0.0.1:8080/src/chrome_ai.html`](http://127.0.0.1:8080/src/chrome_ai.html). diff --git a/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/package.json b/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/package.json new file mode 100644 index 000000000000..461f8683a307 --- /dev/null +++ b/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/package.json @@ -0,0 +1,16 @@ +{ + "name": "chrome_ai", + "packageManager": "yarn@3.4.1", + "scripts": { + "start": "rm -rf ./dist && yarn webpack && yarn http-server -c-1 -p 8080" + }, + "devDependencies": { + "http-server": "^14.0.1", + "webpack": "^5.92.1", + "webpack-cli": "^5.1.4" + }, + "dependencies": { + "@langchain/community": "file:../../../../../", + "@langchain/openai": "file:../../../../../../langchain-openai" + } +} diff --git a/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/src/chrome_ai.html b/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/src/chrome_ai.html new file mode 100644 index 000000000000..f08f7131e587 --- /dev/null +++ b/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/src/chrome_ai.html @@ -0,0 +1,111 @@ + + + + ChatChromeAI Example + + + +

LangChain.js🦜🔗 - ChatChromeAI Example

+ + + +
+
+
+ +
+ +
+
+
+
+ First Token: -- ms + Total Time: -- ms + Total Tokens: -- +
+
+
+ + + + diff --git a/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/src/index.js b/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/src/index.js new file mode 100644 index 000000000000..1edd95feeec2 --- /dev/null +++ b/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/src/index.js @@ -0,0 +1,68 @@ +import { ChatChromeAI } from "@langchain/community/experimental/chat_models/chrome_ai"; +import { encodingForModel } from "@langchain/core/utils/tiktoken"; + +const model = new ChatChromeAI(); +const destroyButton = document.getElementById("destroyButton"); +const inputForm = document.getElementById("inputForm"); +const submitButton = inputForm.querySelector("button[type='submit']"); + +// Initialize the model when the page loads +window.addEventListener("load", async () => { + try { + await model.initialize(); + destroyButton.disabled = false; + submitButton.disabled = false; + } catch (error) { + console.error("Failed to initialize model:", error); + alert("Failed to initialize model. Please try refreshing the page."); + } +}); + +destroyButton.addEventListener("click", () => { + model.destroy(); + destroyButton.disabled = true; + submitButton.disabled = true; +}); + +inputForm.addEventListener("submit", async (event) => { + event.preventDefault(); + const input = document.getElementById("inputField").value; + const humanMessage = ["human", input]; + + // Clear previous response + const responseTextElement = document.getElementById("responseText"); + responseTextElement.textContent = ""; + + let fullMsg = ""; + let timeToFirstTokenMs = 0; + let totalTimeMs = 0; + try { + const startTime = performance.now(); + for await (const chunk of await model.stream(humanMessage)) { + if (timeToFirstTokenMs === 0) { + timeToFirstTokenMs = performance.now() - startTime; + } + fullMsg += chunk.content; + // Update the response element with the new content + responseTextElement.textContent = fullMsg; + } + totalTimeMs = performance.now() - startTime; + } catch (error) { + console.error("An error occurred:", error); + responseTextElement.textContent = "An error occurred: " + error.message; + } + + const encoding = await encodingForModel("gpt2"); + const numTokens = encoding.encode(fullMsg).length; + + // Update the stat pills + document.getElementById( + "firstTokenTime" + ).textContent = `First Token: ${Math.round(timeToFirstTokenMs)} ms`; + document.getElementById("totalTime").textContent = `Total Time: ${Math.round( + totalTimeMs + )} ms`; + document.getElementById( + "totalTokens" + ).textContent = `Total Tokens: ${numTokens}`; +}); diff --git a/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/webpack.config.js b/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/webpack.config.js new file mode 100644 index 000000000000..b61b991f68b1 --- /dev/null +++ b/libs/langchain-community/src/experimental/chat_models/chrome_ai/app/webpack.config.js @@ -0,0 +1,10 @@ +const path = require("path"); + +module.exports = { + entry: 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SimpleChatModel, + type BaseChatModelParams, +} from "@langchain/core/language_models/chat_models"; +import type { BaseLanguageModelCallOptions } from "@langchain/core/language_models/base"; +import { + CallbackManagerForLLMRun, + Callbacks, +} from "@langchain/core/callbacks/manager"; +import { BaseMessage, AIMessageChunk } from "@langchain/core/messages"; +import { ChatGenerationChunk } from "@langchain/core/outputs"; +import { IterableReadableStream } from "@langchain/core/utils/stream"; + +export interface AI { + canCreateTextSession(): Promise; + createTextSession(options?: AITextSessionOptions): Promise; + defaultTextSessionOptions(): Promise; +} + +export interface AITextSession { + prompt(input: string): Promise; + promptStreaming(input: string): ReadableStream; + destroy(): void; + clone(): AITextSession; +} + +export interface AITextSessionOptions { + topK: number; + temperature: number; +} + +export const enum AIModelAvailability { + Readily = "readily", + AfterDownload = "after-download", + No = "no", +} + +export interface ChromeAIInputs extends BaseChatModelParams { + topK?: number; + temperature?: number; + /** + * An optional function to format the prompt before sending it to the model. + */ + promptFormatter?: (messages: BaseMessage[]) => string; +} + +export interface ChromeAICallOptions extends BaseLanguageModelCallOptions {} + +function formatPrompt(messages: BaseMessage[]): string { + return messages + .map((message) => { + if (typeof message.content !== "string") { + throw new Error( + "ChatChromeAI does not support non-string message content." + ); + } + return `${message._getType()}: ${message.content}`; + }) + .join("\n"); +} + +/** + * To use this model you need to have the `Built-in AI Early Preview Program` + * for Chrome. You can find more information about the program here: + * @link https://developer.chrome.com/docs/ai/built-in + * + * @example + * ```typescript + * // Initialize the ChatChromeAI model. + * const model = new ChatChromeAI({ + * temperature: 0.5, // Optional. Default is 0.5. + * topK: 40, // Optional. Default is 40. + * }); + * + * // Call the model with a message and await the response. + * const response = await model.invoke([ + * new HumanMessage({ content: "My name is John." }), + * ]); + * ``` + */ +export class ChatChromeAI extends SimpleChatModel { + session?: AITextSession; + + temperature = 0.5; + + topK = 40; + + promptFormatter: (messages: BaseMessage[]) => string; + + static lc_name() { + return "ChatChromeAI"; + } + + constructor(inputs?: ChromeAIInputs) { + super({ + callbacks: {} as Callbacks, + ...inputs, + }); + this.temperature = inputs?.temperature ?? this.temperature; + this.topK = inputs?.topK ?? this.topK; + this.promptFormatter = inputs?.promptFormatter ?? formatPrompt; + } + + _llmType() { + return "chrome-ai"; + } + + /** + * Initialize the model. This method must be called before calling `.invoke()`. + */ + async initialize() { + if (typeof window === "undefined") { + throw new Error("ChatChromeAI can only be used in the browser."); + } + + const { ai } = window as any; + const canCreateTextSession = await ai.canCreateTextSession(); + if (canCreateTextSession === AIModelAvailability.No) { + throw new Error("The AI model is not available."); + } else if (canCreateTextSession === AIModelAvailability.AfterDownload) { + throw new Error("The AI model is not yet downloaded."); + } + + this.session = await ai.createTextSession({ + topK: this.topK, + temperature: this.temperature, + }); + } + + /** + * Call `.destroy()` to free resources if you no longer need a session. + * When a session is destroyed, it can no longer be used, and any ongoing + * execution will be aborted. You may want to keep the session around if + * you intend to prompt the model often since creating a session can take + * some time. + */ + destroy() { + if (!this.session) { + return console.log("No session found. Returning."); + } + this.session.destroy(); + } + + async *_streamResponseChunks( + messages: BaseMessage[], + _options: this["ParsedCallOptions"], + runManager?: CallbackManagerForLLMRun + ): AsyncGenerator { + if (!this.session) { + throw new Error("Session not found. Please call `.initialize()` first."); + } + const textPrompt = this.promptFormatter(messages); + + const stream = this.session.promptStreaming(textPrompt); + const iterableStream = IterableReadableStream.fromReadableStream(stream); + + let previousContent = ""; + for await (const chunk of iterableStream) { + const newContent = chunk.slice(previousContent.length); + previousContent += newContent; + yield new ChatGenerationChunk({ + text: newContent, + message: new AIMessageChunk({ + content: newContent, + additional_kwargs: {}, + }), + }); + await runManager?.handleLLMNewToken(newContent); + } + } + + async _call( + messages: BaseMessage[], + options: this["ParsedCallOptions"], + runManager?: CallbackManagerForLLMRun + ): Promise { + const chunks = []; + for await (const chunk of this._streamResponseChunks( + messages, + options, + runManager + )) { + chunks.push(chunk.text); + } + return chunks.join(""); + } +} diff --git a/libs/langchain-community/src/load/import_map.ts b/libs/langchain-community/src/load/import_map.ts index d06053cbde26..06afe430b297 100644 --- a/libs/langchain-community/src/load/import_map.ts +++ b/libs/langchain-community/src/load/import_map.ts @@ -77,3 +77,4 @@ export * as utils__event_source_parse from "../utils/event_source_parse.js"; export * as experimental__callbacks__handlers__datadog from "../experimental/callbacks/handlers/datadog.js"; export * as experimental__graph_transformers__llm from "../experimental/graph_transformers/llm.js"; export * as experimental__chat_models__ollama_functions from "../experimental/chat_models/ollama_functions.js"; +export * as experimental__chat_models__chrome_ai from "../experimental/chat_models/chrome_ai/chat_models.js";