| import { Effect, JsonSchema, Schema } from "effect" |
| import { LLMClient } from "./route/client" |
| import { |
| GenerationOptions, |
| HttpOptions, |
| InvalidProviderOutputReason, |
| LLMError, |
| LLMEvent, |
| LLMRequest, |
| LLMResponse, |
| Message, |
| type ModelInput as SchemaModelInput, |
| SystemPart, |
| ToolChoice, |
| ToolDefinition, |
| type ContentPart, |
| ToolResultPart, |
| } from "./schema" |
| import { make as makeTool, toDefinitions, type ToolSchema } from "./tool" |
|
|
| export type ModelInput = SchemaModelInput |
|
|
| export type MessageInput = Message.Input |
|
|
| export type ToolChoiceInput = ToolChoice.Input |
| export type ToolChoiceMode = ToolChoice.Mode |
|
|
| export type ToolResultInput = Parameters<typeof ToolResultPart.make>[0] |
|
|
| |
| export type RequestInput = Omit< |
| ConstructorParameters<typeof LLMRequest>[0], |
| "system" | "messages" | "tools" | "toolChoice" | "generation" | "http" | "providerOptions" |
| > & { |
| readonly system?: string | SystemPart | ReadonlyArray<SystemPart> |
| readonly prompt?: string | ContentPart | ReadonlyArray<ContentPart> |
| readonly messages?: ReadonlyArray<Message | MessageInput> |
| readonly tools?: ReadonlyArray<ToolDefinition.Input> |
| readonly toolChoice?: ToolChoiceInput |
| readonly generation?: GenerationOptions.Input |
| readonly providerOptions?: ConstructorParameters<typeof LLMRequest>[0]["providerOptions"] |
| readonly http?: HttpOptions.Input |
| } |
|
|
| export const generate = LLMClient.generate |
|
|
| export const stream = LLMClient.stream |
|
|
| export const requestInput = (input: LLMRequest): RequestInput => ({ |
| ...LLMRequest.input(input), |
| }) |
|
|
| export const request = (input: RequestInput) => { |
| const { |
| system: requestSystem, |
| prompt, |
| messages, |
| tools, |
| toolChoice: requestToolChoice, |
| generation: requestGeneration, |
| providerOptions: requestProviderOptions, |
| http: requestHttp, |
| ...rest |
| } = input |
| return new LLMRequest({ |
| ...rest, |
| system: SystemPart.content(requestSystem), |
| messages: [...(messages?.map(Message.make) ?? []), ...(prompt === undefined ? [] : [Message.user(prompt)])], |
| tools: tools?.map(ToolDefinition.make) ?? [], |
| toolChoice: requestToolChoice ? ToolChoice.make(requestToolChoice) : undefined, |
| generation: requestGeneration === undefined ? undefined : GenerationOptions.make(requestGeneration), |
| providerOptions: requestProviderOptions, |
| http: requestHttp === undefined ? undefined : HttpOptions.make(requestHttp), |
| }) |
| } |
|
|
| export const updateRequest = (input: LLMRequest, patch: Partial<RequestInput>) => |
| request({ ...requestInput(input), ...patch }) |
|
|
| const GENERATE_OBJECT_TOOL_NAME = "generate_object" |
|
|
| const GENERATE_OBJECT_TOOL_DESCRIPTION = "Return the structured result by calling this tool." |
|
|
| type GenerateObjectBase = Omit<RequestInput, "tools" | "toolChoice" | "responseFormat"> |
|
|
| export class GenerateObjectResponse<T> { |
| constructor( |
| readonly object: T, |
| readonly response: LLMResponse, |
| ) {} |
|
|
| get events() { |
| return this.response.events |
| } |
|
|
| get usage() { |
| return this.response.usage |
| } |
| } |
|
|
| export interface GenerateObjectOptions<S extends ToolSchema<any>> extends GenerateObjectBase { |
| readonly schema: S |
| } |
|
|
| export interface GenerateObjectDynamicOptions extends GenerateObjectBase { |
| |
| readonly jsonSchema: JsonSchema.JsonSchema |
| } |
|
|
| const runGenerateObject = Effect.fn("LLM.generateObject")(function* ( |
| options: GenerateObjectBase, |
| tool: ReturnType<typeof makeTool>, |
| ) { |
| const baseRequest = request(options) |
| const generateRequest = LLMRequest.update(baseRequest, { |
| tools: toDefinitions({ [GENERATE_OBJECT_TOOL_NAME]: tool }), |
| toolChoice: ToolChoice.named(GENERATE_OBJECT_TOOL_NAME), |
| }) |
| const response = yield* LLMClient.generate(generateRequest) |
| const call = response.toolCalls.find( |
| (event) => LLMEvent.is.toolCall(event) && event.name === GENERATE_OBJECT_TOOL_NAME, |
| ) |
| if (!call || !LLMEvent.is.toolCall(call)) |
| return yield* new LLMError({ |
| module: "LLM", |
| method: "generateObject", |
| reason: new InvalidProviderOutputReason({ |
| message: `generateObject: model did not call the forced \`${GENERATE_OBJECT_TOOL_NAME}\` tool`, |
| }), |
| }) |
| const object = yield* tool._decode(call.input).pipe( |
| Effect.mapError( |
| (error) => |
| new LLMError({ |
| module: "LLM", |
| method: "generateObject", |
| reason: new InvalidProviderOutputReason({ |
| message: `generateObject: tool input failed schema decode: ${error.message}`, |
| }), |
| }), |
| ), |
| ) |
| return new GenerateObjectResponse(object, response) |
| }) |
|
|
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| export function generateObject<S extends ToolSchema<any>>( |
| options: GenerateObjectOptions<S>, |
| ): Effect.Effect<GenerateObjectResponse<Schema.Schema.Type<S>>, LLMError> |
| export function generateObject( |
| options: GenerateObjectDynamicOptions, |
| ): Effect.Effect<GenerateObjectResponse<unknown>, LLMError> |
| export function generateObject(options: GenerateObjectOptions<ToolSchema<any>> | GenerateObjectDynamicOptions) { |
| if ("schema" in options) { |
| const { schema, ...rest } = options |
| return runGenerateObject( |
| rest, |
| makeTool({ |
| description: GENERATE_OBJECT_TOOL_DESCRIPTION, |
| parameters: schema, |
| success: Schema.Unknown as ToolSchema<unknown>, |
| execute: () => Effect.void, |
| }), |
| ) |
| } |
| const { jsonSchema, ...rest } = options |
| return runGenerateObject( |
| rest, |
| makeTool({ |
| description: GENERATE_OBJECT_TOOL_DESCRIPTION, |
| jsonSchema, |
| execute: () => Effect.void, |
| }), |
| ) |
| } |
|
|