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3 Commits

Author SHA1 Message Date
Alex Yang 5af08ff117 fix: type 2024-11-12 12:25:24 -08:00
Alex Yang 6f1559ff97 fix: lock 2024-11-12 11:55:28 -08:00
Alex Yang 3b96985cad feat: allow tool_choice for OpenAIAgent 2024-11-12 11:48:57 -08:00
9 changed files with 166 additions and 35 deletions
+71 -14
View File
@@ -106,11 +106,17 @@ export type AgentRunnerParams<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = {
llm: AI;
chatHistory: ChatMessage<AdditionalMessageOptions>[];
systemPrompt: MessageContent | null;
runner: AgentWorker<AI, Store, AdditionalMessageOptions>;
runner: AgentWorker<
AI,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>;
tools:
| BaseToolWithCall[]
| ((query: MessageContent) => Promise<BaseToolWithCall[]>);
@@ -125,6 +131,7 @@ export type AgentParamsBase<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> =
| {
llm?: AI;
@@ -132,6 +139,7 @@ export type AgentParamsBase<
systemPrompt?: MessageContent;
verbose?: boolean;
tools: BaseToolWithCall[];
additionalChatOptions?: AdditionalChatOptions;
}
| {
llm?: AI;
@@ -139,6 +147,7 @@ export type AgentParamsBase<
systemPrompt?: MessageContent;
verbose?: boolean;
toolRetriever: ObjectRetriever<BaseToolWithCall>;
additionalChatOptions?: AdditionalChatOptions;
};
/**
@@ -153,21 +162,36 @@ export abstract class AgentWorker<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> {
#taskSet = new Set<TaskStep<AI, Store, AdditionalMessageOptions>>();
abstract taskHandler: TaskHandler<AI, Store, AdditionalMessageOptions>;
#taskSet = new Set<
TaskStep<AI, Store, AdditionalMessageOptions, AdditionalChatOptions>
>();
abstract taskHandler: TaskHandler<
AI,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>;
public createTask(
query: MessageContent,
context: AgentTaskContext<AI, Store, AdditionalMessageOptions>,
): ReadableStream<TaskStepOutput<AI, Store, AdditionalMessageOptions>> {
context: AgentTaskContext<
AI,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>,
): ReadableStream<
TaskStepOutput<AI, Store, AdditionalMessageOptions, AdditionalChatOptions>
> {
context.store.messages.push({
role: "user",
content: query,
});
const taskOutputStream = createTaskOutputStream(this.taskHandler, context);
return new ReadableStream<
TaskStepOutput<AI, Store, AdditionalMessageOptions>
TaskStepOutput<AI, Store, AdditionalMessageOptions, AdditionalChatOptions>
>({
start: async (controller) => {
for await (const stepOutput of taskOutputStream) {
@@ -176,7 +200,8 @@ export abstract class AgentWorker<
let currentStep: TaskStep<
AI,
Store,
AdditionalMessageOptions
AdditionalMessageOptions,
AdditionalChatOptions
> | null = stepOutput.taskStep;
while (currentStep) {
this.#taskSet.delete(currentStep);
@@ -227,6 +252,7 @@ export abstract class AgentRunner<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> extends BaseChatEngine {
readonly #llm: AI;
readonly #tools:
@@ -234,7 +260,12 @@ export abstract class AgentRunner<
| ((query: MessageContent) => Promise<BaseToolWithCall[]>);
readonly #systemPrompt: MessageContent | null = null;
#chatHistory: ChatMessage<AdditionalMessageOptions>[];
readonly #runner: AgentWorker<AI, Store, AdditionalMessageOptions>;
readonly #runner: AgentWorker<
AI,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>;
readonly #verbose: boolean;
// create extra store
@@ -245,7 +276,7 @@ export abstract class AgentRunner<
}
static defaultTaskHandler: TaskHandler<LLM> = async (step, enqueueOutput) => {
const { llm, getTools, stream } = step.context;
const { llm, getTools, stream, additionalChatOptions } = step.context;
const lastMessage = step.context.store.messages.at(-1)!.content;
const tools = await getTools(lastMessage);
if (!stream) {
@@ -253,8 +284,9 @@ export abstract class AgentRunner<
stream,
tools,
messages: [...step.context.store.messages],
additionalChatOptions,
});
await stepTools<LLM>({
await stepTools({
response,
tools,
step,
@@ -265,6 +297,7 @@ export abstract class AgentRunner<
stream,
tools,
messages: [...step.context.store.messages],
additionalChatOptions,
});
await stepToolsStreaming<LLM>({
response,
@@ -276,7 +309,12 @@ export abstract class AgentRunner<
};
protected constructor(
params: AgentRunnerParams<AI, Store, AdditionalMessageOptions>,
params: AgentRunnerParams<
AI,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>,
) {
super();
const { llm, chatHistory, systemPrompt, runner, tools, verbose } = params;
@@ -330,6 +368,7 @@ export abstract class AgentRunner<
stream: boolean = false,
verbose: boolean | undefined = undefined,
chatHistory?: ChatMessage<AdditionalMessageOptions>[],
additionalChatOptions?: AdditionalChatOptions,
) {
const initialMessages = [...(chatHistory ?? this.#chatHistory)];
if (this.#systemPrompt !== null) {
@@ -348,6 +387,7 @@ export abstract class AgentRunner<
stream,
toolCallCount: 0,
llm: this.#llm,
additionalChatOptions: additionalChatOptions ?? {},
getTools: (message) => this.getTools(message),
store: {
...this.createStore(),
@@ -365,13 +405,29 @@ export abstract class AgentRunner<
});
}
async chat(params: NonStreamingChatEngineParams): Promise<EngineResponse>;
async chat(
params: StreamingChatEngineParams,
params: NonStreamingChatEngineParams<
AdditionalMessageOptions,
AdditionalChatOptions
>,
): Promise<EngineResponse>;
async chat(
params: StreamingChatEngineParams<
AdditionalMessageOptions,
AdditionalChatOptions
>,
): Promise<ReadableStream<EngineResponse>>;
@wrapEventCaller
async chat(
params: NonStreamingChatEngineParams | StreamingChatEngineParams,
params:
| NonStreamingChatEngineParams<
AdditionalMessageOptions,
AdditionalChatOptions
>
| StreamingChatEngineParams<
AdditionalMessageOptions,
AdditionalChatOptions
>,
): Promise<EngineResponse | ReadableStream<EngineResponse>> {
let chatHistory: ChatMessage<AdditionalMessageOptions>[] = [];
@@ -388,6 +444,7 @@ export abstract class AgentRunner<
!!params.stream,
false,
chatHistory,
params.chatOptions,
);
for await (const stepOutput of task) {
// update chat history for each round
+47 -5
View File
@@ -4,24 +4,66 @@ import { ObjectRetriever } from "../objects";
import { AgentRunner, AgentWorker, type AgentParamsBase } from "./base.js";
import { validateAgentParams } from "./utils.js";
type LLMParamsBase = AgentParamsBase<LLM>;
type LLMParamsBase<
AI extends LLM,
AdditionalMessageOptions extends object = AI extends LLM<
object,
infer AdditionalMessageOptions
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = AgentParamsBase<AI, AdditionalMessageOptions, AdditionalChatOptions>;
type LLMParamsWithTools = LLMParamsBase & {
type LLMParamsWithTools<
AI extends LLM,
AdditionalMessageOptions extends object = AI extends LLM<
object,
infer AdditionalMessageOptions
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = LLMParamsBase<AI, AdditionalMessageOptions, AdditionalChatOptions> & {
tools: BaseToolWithCall[];
};
type LLMParamsWithToolRetriever = LLMParamsBase & {
type LLMParamsWithToolRetriever<
AI extends LLM,
AdditionalMessageOptions extends object = AI extends LLM<
object,
infer AdditionalMessageOptions
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = LLMParamsBase<AI, AdditionalMessageOptions, AdditionalChatOptions> & {
toolRetriever: ObjectRetriever<BaseToolWithCall>;
};
export type LLMAgentParams = LLMParamsWithTools | LLMParamsWithToolRetriever;
export type LLMAgentParams<
AI extends LLM,
AdditionalMessageOptions extends object = AI extends LLM<
object,
infer AdditionalMessageOptions
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> =
| LLMParamsWithTools<AI, AdditionalMessageOptions, AdditionalChatOptions>
| LLMParamsWithToolRetriever<
AI,
AdditionalMessageOptions,
AdditionalChatOptions
>;
export class LLMAgentWorker extends AgentWorker<LLM> {
taskHandler = AgentRunner.defaultTaskHandler;
}
export class LLMAgent extends AgentRunner<LLM> {
constructor(params: LLMAgentParams) {
constructor(params: LLMAgentParams<LLM>) {
validateAgentParams(params);
const llm = params.llm ?? (Settings.llm ? (Settings.llm as LLM) : null);
if (!llm)
+33 -6
View File
@@ -19,6 +19,7 @@ export type AgentTaskContext<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = {
readonly stream: boolean;
readonly toolCallCount: number;
@@ -26,6 +27,7 @@ export type AgentTaskContext<
readonly getTools: (
input: MessageContent,
) => BaseToolWithCall[] | Promise<BaseToolWithCall[]>;
readonly additionalChatOptions: Partial<AdditionalChatOptions>;
shouldContinue: (
taskStep: Readonly<TaskStep<Model, Store, AdditionalMessageOptions>>,
) => boolean;
@@ -45,13 +47,26 @@ export type TaskStep<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = {
id: UUID;
context: AgentTaskContext<Model, Store, AdditionalMessageOptions>;
context: AgentTaskContext<
Model,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>;
// linked list
prevStep: TaskStep<Model, Store, AdditionalMessageOptions> | null;
nextSteps: Set<TaskStep<Model, Store, AdditionalMessageOptions>>;
prevStep: TaskStep<
Model,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
> | null;
nextSteps: Set<
TaskStep<Model, Store, AdditionalMessageOptions, AdditionalChatOptions>
>;
};
export type TaskStepOutput<
@@ -63,8 +78,14 @@ export type TaskStepOutput<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = {
taskStep: TaskStep<Model, Store, AdditionalMessageOptions>;
taskStep: TaskStep<
Model,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>;
// output shows the response to the user
output:
| ChatResponse<AdditionalMessageOptions>
@@ -81,10 +102,16 @@ export type TaskHandler<
>
? AdditionalMessageOptions
: never,
AdditionalChatOptions extends object = object,
> = (
step: TaskStep<Model, Store, AdditionalMessageOptions>,
step: TaskStep<Model, Store, AdditionalMessageOptions, AdditionalChatOptions>,
enqueueOutput: (
taskOutput: TaskStepOutput<Model, Store, AdditionalMessageOptions>,
taskOutput: TaskStepOutput<
Model,
Store,
AdditionalMessageOptions,
AdditionalChatOptions
>,
) => void,
) => Promise<void>;
+4
View File
@@ -16,14 +16,18 @@ export interface BaseChatEngineParams<
export interface StreamingChatEngineParams<
AdditionalMessageOptions extends object = object,
AdditionalChatOptions extends object = object,
> extends BaseChatEngineParams<AdditionalMessageOptions> {
stream: true;
chatOptions?: AdditionalChatOptions;
}
export interface NonStreamingChatEngineParams<
AdditionalMessageOptions extends object = object,
AdditionalChatOptions extends object = object,
> extends BaseChatEngineParams<AdditionalMessageOptions> {
stream?: false;
chatOptions?: AdditionalChatOptions;
}
export abstract class BaseChatEngine {
+1 -1
View File
@@ -11,7 +11,7 @@ import { Settings } from "@llamaindex/core/global";
import type { EngineResponse } from "@llamaindex/core/schema";
import { Anthropic } from "./llm.js";
export type AnthropicAgentParams = LLMAgentParams;
export type AnthropicAgentParams = LLMAgentParams<Anthropic>;
export class AnthropicAgentWorker extends LLMAgentWorker {}
+1 -1
View File
@@ -8,7 +8,7 @@ import { Ollama } from "./llm";
// This is likely not necessary anymore but leaving it here just incase it's in use elsewhere
export type OllamaAgentParams = LLMAgentParams & {
export type OllamaAgentParams = LLMAgentParams<Ollama> & {
model?: string;
};
+1 -2
View File
@@ -35,7 +35,6 @@
"dependencies": {
"@llamaindex/core": "workspace:*",
"@llamaindex/env": "workspace:*",
"openai": "^4.68.1",
"remeda": "^2.12.0"
"openai": "^4.68.1"
}
}
+8 -3
View File
@@ -4,11 +4,16 @@ import {
type LLMAgentParams,
} from "@llamaindex/core/agent";
import { Settings } from "@llamaindex/core/global";
import { OpenAI } from "./llm";
import type { ToolCallLLMMessageOptions } from "@llamaindex/core/llms";
import { OpenAI, type OpenAIAdditionalChatOptions } from "./llm";
// This is likely not necessary anymore but leaving it here just incase it's in use elsewhere
// This is likely not necessary anymore but leaving it here just in case it's in use elsewhere
export type OpenAIAgentParams = LLMAgentParams;
export type OpenAIAgentParams = LLMAgentParams<
OpenAI,
ToolCallLLMMessageOptions,
OpenAIAdditionalChatOptions
>;
export class OpenAIAgentWorker extends LLMAgentWorker {}
-3
View File
@@ -1310,9 +1310,6 @@ importers:
openai:
specifier: ^4.68.1
version: 4.69.0(encoding@0.1.13)(zod@3.23.8)
remeda:
specifier: ^2.12.0
version: 2.16.0
devDependencies:
bunchee:
specifier: 5.6.1