mastra-browser-core
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The core foundation of the Mastra framework, providing essential components and interfaces for building AI-powered applications.
1 lines • 104 kB
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type {\n CoreMessage,\n DeepPartial,\n GenerateObjectResult,\n GenerateTextResult,\n LanguageModel,\n StreamObjectResult,\n StreamTextResult,\n} from 'ai';\nimport type { JSONSchema7 } from 'json-schema';\nimport type { ZodSchema } from 'zod';\n\nimport type {\n GenerateReturn,\n LLMInnerStreamOptions,\n LLMStreamObjectOptions,\n LLMStreamOptions,\n LLMTextObjectOptions,\n LLMTextOptions,\n StreamReturn,\n} from '../';\nimport type { MastraPrimitives } from '../../action';\nimport { MastraBase } from '../../base';\nimport { RegisteredLogger } from '../../logger';\nimport type { Mastra } from '../../mastra';\n\nexport class MastraLLMBase extends MastraBase {\n // @ts-ignore\n #mastra?: MastraPrimitives;\n #model: LanguageModel;\n\n constructor({ name, model }: { name: string; model: LanguageModel }) {\n super({\n component: RegisteredLogger.LLM,\n name,\n });\n\n this.#model = model;\n }\n\n getProvider() {\n return this.#model.provider;\n }\n\n getModelId() {\n return this.#model.modelId;\n }\n\n getModel() {\n return this.#model;\n }\n\n convertToMessages(messages: string | string[] | CoreMessage[]): CoreMessage[] {\n if (Array.isArray(messages)) {\n return messages.map(m => {\n if (typeof m === 'string') {\n return {\n role: 'user',\n content: m,\n };\n }\n return m;\n });\n }\n\n return [\n {\n role: 'user',\n content: messages,\n },\n ];\n }\n\n __registerPrimitives(p: MastraPrimitives) {\n if (p.telemetry) {\n this.__setTelemetry(p.telemetry);\n }\n\n if (p.logger) {\n this.__setLogger(p.logger);\n }\n }\n\n __registerMastra(p: Mastra) {\n this.#mastra = p;\n }\n\n async __text<Z extends ZodSchema | JSONSchema7 | undefined>(\n input: LLMTextOptions<Z>,\n ): Promise<GenerateTextResult<any, any>> {\n this.logger.debug(`[LLMs:${this.name}] Generating text.`, { input });\n throw new Error('Method not implemented.');\n }\n\n async __textObject<T extends ZodSchema | JSONSchema7 | undefined>(\n input: LLMTextObjectOptions<T>,\n ): Promise<GenerateObjectResult<T>> {\n this.logger.debug(`[LLMs:${this.name}] Generating object.`, { input });\n throw new Error('Method not implemented.');\n }\n\n async generate<Z extends ZodSchema | JSONSchema7 | undefined = undefined>(\n messages: string | string[] | CoreMessage[],\n options: LLMStreamOptions<Z> = {},\n ): Promise<GenerateReturn<Z>> {\n this.logger.debug(`[LLMs:${this.name}] Generating text.`, { messages, options });\n throw new Error('Method not implemented.');\n }\n\n async __stream<Z extends ZodSchema | JSONSchema7 | undefined = undefined>(\n input: LLMInnerStreamOptions<Z>,\n ): Promise<StreamTextResult<any, any>> {\n this.logger.debug(`[LLMs:${this.name}] Streaming text.`, { input });\n throw new Error('Method not implemented.');\n }\n\n async __streamObject<T extends ZodSchema | JSONSchema7 | undefined>(\n input: LLMStreamObjectOptions<T>,\n ): Promise<StreamObjectResult<DeepPartial<T>, T, never>> {\n this.logger.debug(`[LLMs:${this.name}] Streaming object.`, { input });\n throw new Error('Method not implemented.');\n }\n\n async stream<Z extends ZodSchema | JSONSchema7 | undefined = undefined>(\n messages: string | string[] | CoreMessage[],\n options: LLMStreamOptions<Z> = {},\n ): Promise<StreamReturn<Z>> {\n this.logger.debug(`[LLMs:${this.name}] Streaming text.`, { messages, options });\n throw new Error('Method not implemented.');\n }\n}\n","import type { CoreMessage, CoreToolMessage, LanguageModel, Schema, ToolInvocation, ToolResultPart } from 'ai';\nimport { generateObject, generateText, jsonSchema, Output, streamObject, streamText } from 'ai';\nimport type { JSONSchema7 } from 'json-schema';\nimport type { ZodSchema } from 'zod';\nimport { z } from 'zod';\n\nimport type {\n GenerateReturn,\n LLMInnerStreamOptions,\n LLMStreamObjectOptions,\n LLMStreamOptions,\n LLMTextObjectOptions,\n LLMTextOptions,\n StreamReturn,\n} from '../';\nimport type { MastraPrimitives } from '../../action';\nimport type { AiMessageType, ToolsInput } from '../../agent/types';\nimport type { Mastra } from '../../mastra';\nimport type { MessageType } from '../../memory';\nimport type { MastraMemory } from '../../memory/memory';\nimport type { CoreTool } from '../../tools';\nimport { createMastraProxy, delay, makeCoreTool } from '../../utils';\n\nimport { MastraLLMBase } from './base';\n\nexport class MastraLLM extends MastraLLMBase {\n #model: LanguageModel;\n #mastra?: Mastra;\n\n constructor({ model, mastra }: { model: LanguageModel; mastra?: Mastra }) {\n super({ name: 'aisdk', model });\n\n this.#model = model;\n\n if (mastra) {\n this.#mastra = mastra;\n if (mastra.getLogger()) {\n this.__setLogger(mastra.getLogger());\n }\n }\n }\n\n __registerPrimitives(p: MastraPrimitives) {\n if (p.telemetry) {\n this.__setTelemetry(p.telemetry);\n }\n\n if (p.logger) {\n this.__setLogger(p.logger);\n }\n }\n\n __registerMastra(p: Mastra) {\n this.#mastra = p;\n }\n\n getProvider() {\n return this.#model.provider;\n }\n\n getModelId() {\n return this.#model.modelId;\n }\n\n getModel() {\n return this.#model;\n }\n\n convertTools({\n tools,\n runId,\n threadId,\n resourceId,\n memory,\n }: {\n tools?: ToolsInput;\n runId?: string;\n threadId?: string;\n resourceId?: string;\n memory?: MastraMemory;\n } = {}): Record<string, CoreTool> {\n this.logger.debug('Starting tool conversion for LLM');\n\n let mastraProxy = undefined;\n const logger = this.logger;\n if (this.#mastra) {\n mastraProxy = createMastraProxy({ mastra: this.#mastra, logger });\n }\n\n const converted = Object.entries(tools || {}).reduce(\n (memo, value) => {\n const k = value[0] as string;\n const tool = value[1];\n\n if (tool) {\n const options = {\n name: k,\n runId,\n threadId,\n resourceId,\n logger: this.logger,\n memory,\n mastra: mastraProxy,\n };\n memo[k] = makeCoreTool(tool, options);\n }\n return memo;\n },\n {} as Record<string, CoreTool>,\n );\n\n this.logger.debug(`Converted tools for LLM`);\n\n return converted;\n }\n\n async __text<Z extends ZodSchema | JSONSchema7 | undefined>({\n runId,\n messages,\n maxSteps,\n tools,\n convertedTools,\n temperature,\n toolChoice = 'auto',\n onStepFinish,\n experimental_output,\n telemetry,\n threadId,\n resourceId,\n memory,\n ...rest\n }: LLMTextOptions<Z> & { memory?: MastraMemory }) {\n const model = this.#model;\n\n this.logger.debug(`[LLM] - Generating text`, {\n runId,\n messages,\n maxSteps,\n threadId,\n resourceId,\n tools: Object.keys(tools || convertedTools || {}),\n });\n\n const finalTools = convertedTools || this.convertTools({ tools, runId, threadId, resourceId, memory });\n\n const argsForExecute = {\n model,\n temperature,\n tools: {\n ...finalTools,\n },\n toolChoice,\n maxSteps,\n onStepFinish: async (props: any) => {