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Settings.ts
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Settings.ts
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import { CallbackManager } from "./callbacks/CallbackManager.js";
import { OpenAIEmbedding } from "./embeddings/OpenAIEmbedding.js";
import { OpenAI } from "./llm/open_ai.js";
import { PromptHelper } from "./PromptHelper.js";
import { SimpleNodeParser } from "./nodeParsers/SimpleNodeParser.js";
import { AsyncLocalStorage, getEnv } from "@llamaindex/env";
import type { ServiceContext } from "./ServiceContext.js";
import type { BaseEmbedding } from "./embeddings/types.js";
import {
getCallbackManager,
setCallbackManager,
withCallbackManager,
} from "./internal/settings/CallbackManager.js";
import type { LLM } from "./llm/types.js";
import type { NodeParser } from "./nodeParsers/types.js";
export type PromptConfig = {
llm?: string;
lang?: string;
};
export interface Config {
prompt: PromptConfig;
llm: LLM | null;
promptHelper: PromptHelper | null;
embedModel: BaseEmbedding | null;
nodeParser: NodeParser | null;
callbackManager: CallbackManager | null;
chunkSize?: number;
chunkOverlap?: number;
}
/**
* @internal
*/
class GlobalSettings implements Config {
#prompt: PromptConfig = {};
#llm: LLM | null = null;
#promptHelper: PromptHelper | null = null;
#embedModel: BaseEmbedding | null = null;
#nodeParser: NodeParser | null = null;
#chunkSize?: number;
#chunkOverlap?: number;
#llmAsyncLocalStorage = new AsyncLocalStorage<LLM>();
#promptHelperAsyncLocalStorage = new AsyncLocalStorage<PromptHelper>();
#embedModelAsyncLocalStorage = new AsyncLocalStorage<BaseEmbedding>();
#nodeParserAsyncLocalStorage = new AsyncLocalStorage<NodeParser>();
#chunkSizeAsyncLocalStorage = new AsyncLocalStorage<number>();
#chunkOverlapAsyncLocalStorage = new AsyncLocalStorage<number>();
#promptAsyncLocalStorage = new AsyncLocalStorage<PromptConfig>();
get debug() {
const debug = getEnv("DEBUG");
return (
getEnv("NODE_ENV") === "development" &&
Boolean(debug) &&
debug?.includes("llamaindex")
);
}
get llm(): LLM {
if (this.#llm === null) {
this.#llm = new OpenAI();
}
return this.#llmAsyncLocalStorage.getStore() ?? this.#llm;
}
set llm(llm: LLM) {
this.#llm = llm;
}
withLLM<Result>(llm: LLM, fn: () => Result): Result {
return this.#llmAsyncLocalStorage.run(llm, fn);
}
get promptHelper(): PromptHelper {
if (this.#promptHelper === null) {
this.#promptHelper = new PromptHelper();
}
return this.#promptHelperAsyncLocalStorage.getStore() ?? this.#promptHelper;
}
set promptHelper(promptHelper: PromptHelper) {
this.#promptHelper = promptHelper;
}
withPromptHelper<Result>(
promptHelper: PromptHelper,
fn: () => Result,
): Result {
return this.#promptHelperAsyncLocalStorage.run(promptHelper, fn);
}
get embedModel(): BaseEmbedding {
if (this.#embedModel === null) {
this.#embedModel = new OpenAIEmbedding();
}
return this.#embedModelAsyncLocalStorage.getStore() ?? this.#embedModel;
}
set embedModel(embedModel: BaseEmbedding) {
this.#embedModel = embedModel;
}
withEmbedModel<Result>(embedModel: BaseEmbedding, fn: () => Result): Result {
return this.#embedModelAsyncLocalStorage.run(embedModel, fn);
}
get nodeParser(): NodeParser {
if (this.#nodeParser === null) {
this.#nodeParser = new SimpleNodeParser({
chunkSize: this.#chunkSize,
chunkOverlap: this.#chunkOverlap,
});
}
return this.#nodeParserAsyncLocalStorage.getStore() ?? this.#nodeParser;
}
set nodeParser(nodeParser: NodeParser) {
this.#nodeParser = nodeParser;
}
withNodeParser<Result>(nodeParser: NodeParser, fn: () => Result): Result {
return this.#nodeParserAsyncLocalStorage.run(nodeParser, fn);
}
get callbackManager(): CallbackManager {
return getCallbackManager();
}
set callbackManager(callbackManager: CallbackManager) {
setCallbackManager(callbackManager);
}
withCallbackManager<Result>(
callbackManager: CallbackManager,
fn: () => Result,
): Result {
return withCallbackManager(callbackManager, fn);
}
set chunkSize(chunkSize: number | undefined) {
this.#chunkSize = chunkSize;
}
get chunkSize(): number | undefined {
return this.#chunkSizeAsyncLocalStorage.getStore() ?? this.#chunkSize;
}
withChunkSize<Result>(chunkSize: number, fn: () => Result): Result {
return this.#chunkSizeAsyncLocalStorage.run(chunkSize, fn);
}
get chunkOverlap(): number | undefined {
return this.#chunkOverlapAsyncLocalStorage.getStore() ?? this.#chunkOverlap;
}
set chunkOverlap(chunkOverlap: number | undefined) {
this.#chunkOverlap = chunkOverlap;
}
withChunkOverlap<Result>(chunkOverlap: number, fn: () => Result): Result {
return this.#chunkOverlapAsyncLocalStorage.run(chunkOverlap, fn);
}
get prompt(): PromptConfig {
return this.#promptAsyncLocalStorage.getStore() ?? this.#prompt;
}
set prompt(prompt: PromptConfig) {
this.#prompt = prompt;
}
withPrompt<Result>(prompt: PromptConfig, fn: () => Result): Result {
return this.#promptAsyncLocalStorage.run(prompt, fn);
}
}
export const llmFromSettingsOrContext = (serviceContext?: ServiceContext) => {
if (serviceContext?.llm) {
return serviceContext.llm;
}
return Settings.llm;
};
export const nodeParserFromSettingsOrContext = (
serviceContext?: ServiceContext,
) => {
if (serviceContext?.nodeParser) {
return serviceContext.nodeParser;
}
return Settings.nodeParser;
};
export const embedModelFromSettingsOrContext = (
serviceContext?: ServiceContext,
) => {
if (serviceContext?.embedModel) {
return serviceContext.embedModel;
}
return Settings.embedModel;
};
export const promptHelperFromSettingsOrContext = (
serviceContext?: ServiceContext,
) => {
if (serviceContext?.promptHelper) {
return serviceContext.promptHelper;
}
return Settings.promptHelper;
};
export const Settings = new GlobalSettings();