in src/lib/AbstractChatCompletionRunner.ts [354:481]
protected async _runTools<FunctionsArgs extends BaseFunctionsArgs>(
client: OpenAI,
params:
| ChatCompletionToolRunnerParams<FunctionsArgs>
| ChatCompletionStreamingToolRunnerParams<FunctionsArgs>,
options?: RunnerOptions,
) {
const role = 'tool' as const;
const { tool_choice = 'auto', stream, ...restParams } = params;
const singleFunctionToCall = typeof tool_choice !== 'string' && tool_choice?.function?.name;
const { maxChatCompletions = DEFAULT_MAX_CHAT_COMPLETIONS } = options || {};
// TODO(someday): clean this logic up
const inputTools = params.tools.map((tool): RunnableToolFunction<any> => {
if (isAutoParsableTool(tool)) {
if (!tool.$callback) {
throw new OpenAIError('Tool given to `.runTools()` that does not have an associated function');
}
return {
type: 'function',
function: {
function: tool.$callback,
name: tool.function.name,
description: tool.function.description || '',
parameters: tool.function.parameters as any,
parse: tool.$parseRaw,
strict: true,
},
};
}
return tool as any as RunnableToolFunction<any>;
});
const functionsByName: Record<string, RunnableFunction<any>> = {};
for (const f of inputTools) {
if (f.type === 'function') {
functionsByName[f.function.name || f.function.function.name] = f.function;
}
}
const tools: ChatCompletionTool[] =
'tools' in params ?
inputTools.map((t) =>
t.type === 'function' ?
{
type: 'function',
function: {
name: t.function.name || t.function.function.name,
parameters: t.function.parameters as Record<string, unknown>,
description: t.function.description,
strict: t.function.strict,
},
}
: (t as unknown as ChatCompletionTool),
)
: (undefined as any);
for (const message of params.messages) {
this._addMessage(message, false);
}
for (let i = 0; i < maxChatCompletions; ++i) {
const chatCompletion: ChatCompletion = await this._createChatCompletion(
client,
{
...restParams,
tool_choice,
tools,
messages: [...this.messages],
},
options,
);
const message = chatCompletion.choices[0]?.message;
if (!message) {
throw new OpenAIError(`missing message in ChatCompletion response`);
}
if (!message.tool_calls?.length) {
return;
}
for (const tool_call of message.tool_calls) {
if (tool_call.type !== 'function') continue;
const tool_call_id = tool_call.id;
const { name, arguments: args } = tool_call.function;
const fn = functionsByName[name];
if (!fn) {
const content = `Invalid tool_call: ${JSON.stringify(name)}. Available options are: ${Object.keys(
functionsByName,
)
.map((name) => JSON.stringify(name))
.join(', ')}. Please try again`;
this._addMessage({ role, tool_call_id, content });
continue;
} else if (singleFunctionToCall && singleFunctionToCall !== name) {
const content = `Invalid tool_call: ${JSON.stringify(name)}. ${JSON.stringify(
singleFunctionToCall,
)} requested. Please try again`;
this._addMessage({ role, tool_call_id, content });
continue;
}
let parsed;
try {
parsed = isRunnableFunctionWithParse(fn) ? await fn.parse(args) : args;
} catch (error) {
const content = error instanceof Error ? error.message : String(error);
this._addMessage({ role, tool_call_id, content });
continue;
}
// @ts-expect-error it can't rule out `never` type.
const rawContent = await fn.function(parsed, this);
const content = this.#stringifyFunctionCallResult(rawContent);
this._addMessage({ role, tool_call_id, content });
if (singleFunctionToCall) {
return;
}
}
}
return;
}