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@genkit-ai/core

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Genkit AI framework core libraries.

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/** * Copyright 2024 Google LLC * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ import { Dotprompt } from 'dotprompt'; import { AsyncLocalStorage } from 'node:async_hooks'; import type * as z from 'zod'; import { runOutsideActionRuntimeContext, type Action, type ActionMetadata, } from './action.js'; import { BackgroundAction, lookupBackgroundAction, } from './background-action.js'; import { ActionContext } from './context.js'; import { GenkitError } from './error.js'; import { logger } from './logging.js'; import type { PluginProvider } from './plugin.js'; import { toJsonSchema, type JSONSchema } from './schema.js'; export type AsyncProvider<T> = () => Promise<T>; /** * Type of a runnable action. */ export type ActionType = | 'custom' | 'embedder' | 'evaluator' | 'executable-prompt' | 'flow' | 'indexer' | 'model' | 'background-model' | 'check-operation' | 'cancel-operation' | 'prompt' | 'reranker' | 'retriever' | 'tool' | 'util' | 'resource'; /** * A schema is either a Zod schema or a JSON schema. */ export interface Schema { schema?: z.ZodTypeAny; jsonSchema?: JSONSchema; } function parsePluginName(registryKey: string) { const tokens = registryKey.split('/'); if (tokens.length >= 4) { return tokens[2]; } return undefined; } interface ParsedRegistryKey { actionType: ActionType; pluginName?: string; actionName: string; } /** * Parses the registry key into key parts as per the key format convention. Ex: * - /model/googleai/gemini-2.0-flash * - /prompt/my-plugin/folder/my-prompt * - /util/generate */ export function parseRegistryKey( registryKey: string ): ParsedRegistryKey | undefined { const tokens = registryKey.split('/'); if (tokens.length < 3) { // Invalid key format return undefined; } // ex: /model/googleai/gemini-2.0-flash or /prompt/my-plugin/folder/my-prompt if (tokens.length >= 4) { return { actionType: tokens[1] as ActionType, pluginName: tokens[2], actionName: tokens.slice(3).join('/'), }; } // ex: /util/generate return { actionType: tokens[1] as ActionType, actionName: tokens[2], }; } export type ActionsRecord = Record<string, Action<z.ZodTypeAny, z.ZodTypeAny>>; export type ActionMetadataRecord = Record<string, ActionMetadata>; /** * The registry is used to store and lookup actions, trace stores, flow state stores, plugins, and schemas. */ export class Registry { private actionsById: Record< string, | Action<z.ZodTypeAny, z.ZodTypeAny> | PromiseLike<Action<z.ZodTypeAny, z.ZodTypeAny>> > = {}; private pluginsByName: Record<string, PluginProvider> = {}; private schemasByName: Record<string, Schema> = {}; private valueByTypeAndName: Record<string, Record<string, any>> = {}; private allPluginsInitialized = false; public apiStability: 'stable' | 'beta' = 'stable'; readonly asyncStore: AsyncStore; readonly dotprompt: Dotprompt; readonly parent?: Registry; /** Additional runtime context data for flows and tools. */ context?: ActionContext; constructor(parent?: Registry) { if (parent) { this.parent = parent; this.apiStability = parent?.apiStability; this.asyncStore = parent.asyncStore; this.dotprompt = parent.dotprompt; } else { this.asyncStore = new AsyncStore(); this.dotprompt = new Dotprompt({ schemaResolver: async (name) => { const resolvedSchema = await this.lookupSchema(name); if (!resolvedSchema) { throw new GenkitError({ message: `Schema '${name}' not found`, status: 'NOT_FOUND', }); } return toJsonSchema(resolvedSchema); }, }); } } /** * Creates a new registry overlaid onto the provided registry. * @param parent The parent registry. * @returns The new overlaid registry. */ static withParent(parent: Registry) { return new Registry(parent); } /** * Looks up an action in the registry. * @param key The key of the action to lookup. * @returns The action. */ async lookupAction< I extends z.ZodTypeAny, O extends z.ZodTypeAny, R extends Action<I, O>, >(key: string): Promise<R> { // We always try to initialize the plugin first. const parsedKey = parseRegistryKey(key); if (parsedKey?.pluginName && this.pluginsByName[parsedKey.pluginName]) { await this.initializePlugin(parsedKey.pluginName); // If we don't see the key in the registry, we try to resolve // the action with the dynamic resolver. If it exists, it will // register the action in the registry. if (!this.actionsById[key]) { await this.resolvePluginAction( parsedKey.pluginName, parsedKey.actionType, parsedKey.actionName ); } } return ( ((await this.actionsById[key]) as R) || this.parent?.lookupAction(key) ); } /** * Looks up a background action from the registry. * @param key The key of the action to lookup. * @returns The action. */ async lookupBackgroundAction( key: string ): Promise<BackgroundAction | undefined> { return lookupBackgroundAction(this, key); } /** * Registers an action in the registry. * @param type The type of the action to register. * @param action The action to register. */ registerAction<I extends z.ZodTypeAny, O extends z.ZodTypeAny>( type: ActionType, action: Action<I, O> ) { if (type !== action.__action.actionType) { throw new GenkitError({ status: 'INVALID_ARGUMENT', message: `action type (${type}) does not match type on action (${action.__action.actionType})`, }); } const key = `/${type}/${action.__action.name}`; logger.debug(`registering ${key}`); if (this.actionsById.hasOwnProperty(key)) { // TODO: Make this an error! logger.warn( `WARNING: ${key} already has an entry in the registry. Overwriting.` ); } this.actionsById[key] = action; } /** * Registers an action promise in the registry. */ registerActionAsync<I extends z.ZodTypeAny, O extends z.ZodTypeAny>( type: ActionType, name: string, action: PromiseLike<Action<I, O>> ) { const key = `/${type}/${name}`; logger.debug(`registering ${key} (async)`); if (this.actionsById.hasOwnProperty(key)) { // TODO: Make this an error! logger.warn( `WARNING: ${key} already has an entry in the registry. Overwriting.` ); } this.actionsById[key] = action; } /** * Returns all actions that have been registered in the registry. * @returns All actions in the registry as a map of <key, action>. */ async listActions(): Promise<ActionsRecord> { await this.initializeAllPlugins(); const actions: Record<string, Action<z.ZodTypeAny, z.ZodTypeAny>> = {}; await Promise.all( Object.entries(this.actionsById).map(async ([key, action]) => { actions[key] = await action; }) ); return { ...(await this.parent?.listActions()), ...actions, }; } /** * Returns all actions that are resolvable by plugins as well as those that are already * in the registry. * * NOTE: this method should not be used in latency sensitive code paths. * It may rely on "admin" API calls such as "list models", which may cause increased cold start latency. * * @returns All resolvable action metadata as a map of <key, action metadata>. */ async listResolvableActions(): Promise<ActionMetadataRecord> { const resolvableActions = {} as ActionMetadataRecord; // We listActions for all plugins in parallel. await Promise.all( Object.entries(this.pluginsByName).map(async ([pluginName, plugin]) => { if (plugin.listActions) { try { (await plugin.listActions()).forEach((meta) => { if (!meta.name) { throw new GenkitError({ status: 'INVALID_ARGUMENT', message: `Invalid metadata when listing actions from ${pluginName} - name required`, }); } if (!meta.actionType) { throw new GenkitError({ status: 'INVALID_ARGUMENT', message: `Invalid metadata when listing actions from ${pluginName} - actionType required`, }); } resolvableActions[`/${meta.actionType}/${meta.name}`] = meta; }); } catch (e) { logger.error(`Error listing actions for ${pluginName}\n`, e); } } }) ); // Also add actions that are already registered. for (const [key, action] of Object.entries(await this.listActions())) { resolvableActions[key] = action.__action; } return { ...(await this.parent?.listResolvableActions()), ...resolvableActions, }; } /** * Initializes all plugins in the registry. */ async initializeAllPlugins() { if (this.allPluginsInitialized) { return; } for (const pluginName of Object.keys(this.pluginsByName)) { await this.initializePlugin(pluginName); } this.allPluginsInitialized = true; } /** * Registers a plugin provider. This plugin must be initialized before it can be used by calling {@link initializePlugin} or {@link initializeAllPlugins}. * @param name The name of the plugin to register. * @param provider The plugin provider. */ registerPluginProvider(name: string, provider: PluginProvider) { if (this.pluginsByName[name]) { throw new Error(`Plugin ${name} already registered`); } this.allPluginsInitialized = false; let cached; let isInitialized = false; this.pluginsByName[name] = { name: provider.name, initializer: () => { if (!isInitialized) { cached = provider.initializer(); isInitialized = true; } return cached; }, resolver: async (actionType: ActionType, actionName: string) => { if (provider.resolver) { await provider.resolver(actionType, actionName); } }, listActions: async () => { if (provider.listActions) { return await provider.listActions(); } return []; }, }; } /** * Looks up a plugin. * @param name The name of the plugin to lookup. * @returns The plugin provider. */ lookupPlugin(name: string): PluginProvider | undefined { return this.pluginsByName[name] || this.parent?.lookupPlugin(name); } /** * Resolves a new Action dynamically by registering it. * @param pluginName The name of the plugin * @param actionType The type of the action * @param actionName The name of the action * @returns */ async resolvePluginAction( pluginName: string, actionType: ActionType, actionName: string ) { const plugin = this.pluginsByName[pluginName]; if (plugin) { return await runOutsideActionRuntimeContext(this, async () => { if (plugin.resolver) { await plugin.resolver(actionType, actionName); } }); } } /** * Initializes a plugin already registered with {@link registerPluginProvider}. * @param name The name of the plugin to initialize. * @returns The plugin. */ async initializePlugin(name: string) { if (this.pluginsByName[name]) { return await runOutsideActionRuntimeContext(this, () => this.pluginsByName[name].initializer() ); } } /** * Registers a schema. * @param name The name of the schema to register. * @param data The schema to register (either a Zod schema or a JSON schema). */ registerSchema(name: string, data: Schema) { if (this.schemasByName[name]) { throw new Error(`Schema ${name} already registered`); } this.schemasByName[name] = data; } registerValue(type: string, name: string, value: any) { if (!this.valueByTypeAndName[type]) { this.valueByTypeAndName[type] = {}; } this.valueByTypeAndName[type][name] = value; } async lookupValue<T = unknown>( type: string, key: string ): Promise<T | undefined> { const pluginName = parsePluginName(key); if (!this.valueByTypeAndName[type]?.[key] && pluginName) { await this.initializePlugin(pluginName); } return ( (this.valueByTypeAndName[type]?.[key] as T) || this.parent?.lookupValue(type, key) ); } async listValues<T>(type: string): Promise<Record<string, T>> { await this.initializeAllPlugins(); return { ...((await this.parent?.listValues(type)) || {}), ...(this.valueByTypeAndName[type] || {}), } as Record<string, T>; } /** * Looks up a schema. * @param name The name of the schema to lookup. * @returns The schema. */ lookupSchema(name: string): Schema | undefined { return this.schemasByName[name] || this.parent?.lookupSchema(name); } } /** * Manages AsyncLocalStorage instances in a single place. */ export class AsyncStore { private asls: Record<string, AsyncLocalStorage<any>> = {}; getStore<T>(key: string): T | undefined { return this.asls[key]?.getStore(); } run<T, R>(key: string, store: T, callback: () => R): R { if (!this.asls[key]) { this.asls[key] = new AsyncLocalStorage<T>(); } return this.asls[key].run(store, callback); } } /** * An object that has a reference to Genkit Registry. */ export interface HasRegistry { get registry(): Registry; }