Guide on Utilizing LLMs for Tool Integration

Utilizing the stream interface for completions, the following code snippet demonstrates the creation of a completion and the use of various tools:

const completion = await client.chat.completions.create({
  messages,
  model: '...',
  stream: true,
  stream_options: {
    include_usage: true,
  },
   tool_choice: {
    type: 'function',
    function: {
      name: 'searchWeb',
    },
  },
  tools: [searchWeb],
  user: chatSession.userAccount.uid,
});

If you wish to enforce the usage of the webSearch tool in this LLM, additional steps need to be taken.

The response handling logic includes iterating through chunks of data received from the completion stream. Each chunk contains choices made by the model with associated tool calls:

type ToolCall = {
  function?: {
    arguments?: string;
    name?: string;
  };
  id?: string;
  index: number;
  type?: 'function';
};

const toolCalls: Record<string, ToolCall> = {};

for await (const chunk of completion) {
  // Handling of choice details and tool calls goes here...
}

To guide the LLM on the specific function invocation and responses, future interactions must include structured messages containing tool call information:

messages [
  {
    content: 'What is the best framework for testing in Node.js?',
    role: 'user'
  },
  {
    content: null,
    role: 'assistant',
    tool_calls: [{...}] // Sample tool call structure
  },
  {
    content: '{"answer":"Recommended answer."}',
    role: 'tool',
    tool_call_id: 'call_id_here'
  }
]

To provide detailed formatting instructions for the final response, consider embedding directives within the tool_calls section of assistant messages.

Answer №1

A recommended approach would be to conduct a series of OpenAI queries:

  1. Initiate a query with OpenAI to retrieve the function and its parameters
  2. Implement the webSearch function
  3. Engage in another OpenAI query using a fresh prompt incorporating information from the webSearch results, along with specific formatting instructions. For instance, if you require a JSON response, provide an example of the JSON structure and enable the JSON mode feature

Similar questions

If you have not found the answer to your question or you are interested in this topic, then look at other similar questions below or use the search

encountering difficulties calling setAttribute within a function

I am encountering an issue while attempting to use setAttribute() within toggleDiv(). My IDE does not seem to recognize the function and is throwing an error. How can I resolve this problem so that the function is recognized? This specific case relates t ...

react-headroom - temporarily stop functionality during scroll animation triggered by a different component

My tabs-component has the ability to stick in place when a user scrolls past its scroll position on the page. If a tab is clicked, it will move the user either up or down based on their current scroll position relative to the related tab-content's pos ...

Determine through programming whether an ng-content slot has been filled in Angular

I have developed a dynamic Angular component that utilizes content projection and slots in the following way: <div class="content-wrapper"> <div class="short-wrapper" [style.opacity]="expanded ? 0 : 1"> ...

What is the best way to inform TypeScript that it is acceptable to reference an export that may or may not exist in the current revision of a module?

Using React's Profiler in Production is my aim, but the version of React I am currently using is React 16.5, which exports the unstable_Profiler. The team responsible for delivering an optimized asset bundle (including React) will be updating to Reac ...

Utilizing Angular 4 with Ahead-Of-Time compilation in combination with Electron, as well as

I am new to Angular/Typescript and currently developing a cross-platform Desktop application with Electron and Angular 4. My current challenge involves using a Service in different components, but I need this service to be loaded from a separate file based ...

What is the proper way to return a Promise within a Javascript async function? Why does the Async function not automatically wrap the returned Promise?

Here is the code I have been working on. My goal is to initiate a task that involves multiple await calls before it actually starts. Once the task is initiated, I need to update the user interface to indicate that the task has begun and is awaiting the res ...

VSCode Troubleshooting: When TypeScript Doesn't Recognize Installed Libraries

Lately, I've encountered a problem when using TypeScript in VSCode. Whenever I install a new library through npm, TypeScript doesn't seem to acknowledge the library right away. For instance, after adding the query-string library and attempting to ...

What is the process for parameterizing a tuple in coding?

In my scenario, I have a tuple with interrelated types. Specifically, it involves an extractor function that retrieves a value, which is then used as input for another function. What I envision conceptually looks like this code snippet, although it does n ...

Utilizing Firebase Cloud Functions to perform querying operations on a collection

Imagine having two main collections: one for users and another for stories. Whenever a user document is updated (specifically the values username or photoUrl), you want to mirror those changes on corresponding documents in the story collection. A sample u ...

What are some ways to utilize TypeScript in incorporating extensions to `koa.Request` packages?

Struggling to utilize both koa-tree-router and koa-bodyparser simultaneously, encountering persistent TypeScript errors: export const userLoggingRouter = new KoaTreeRouter<any, DefaultContext>(); userLoggingRouter.post('/logs/action', (ctx ...

Using FullCalendar within an Ionic3 framework powered by Angular 4

Is there a way to initialize fullCalendar in an event (such as a click) on Ionic 3, using Angular 4? This code works when the calendar options are set in a variable: calendarOptions: Object = { fixedWeekCount: true, editable: true }; However, ...

Accessing the value of an Observable variable without triggering the assigned function to run again

Currently, I have a function in my Angular component that is executed whenever I need to upload a list of files. I aim to monitor the upload progress to empty the file list and keep track of the upload progress for a progress bar display. The issue I am ...

Angular StrictNullChecks: "Error - object may be null"

I am encountering an issue with the 'strictNullChecks' setting in my Angular project. This has resulted in numerous errors across my templates (.html), such as: <input #inputValue type="text" (keyup.ent ...

What could be causing the rapid breakage of the socket in Ionic 3's Bluetooth Serial after just a short period

Although the code appears to be functioning correctly, it loses connection shortly after establishing it. This snippet contains the relevant code: import { Component } from '@angular/core'; import { Platform, NavController, ToastController, Ref ...

What is the method for utilizing OR statements in Playwright assert?

How can I verify whether the text content is either one or two using Playwright? await expect(this.header).toHaveText('one').or('two') Is there a way to achieve this functionality in Playwright? Additionally, can this feature be inco ...

Runtime error: Angular property is null

I've set up the following structure: export class HomePageComponent implements OnInit { constructor(private httpClient: HttpClient) { } nummer: FormControl = new FormControl("", this.nummerValidator()); firstname: FormControl = new FormContr ...

Angular and D3.js: Enhancing StackedBar Chart ToolTips with Added Functionality

I have modified the code from this example to be compatible with the latest versions of Angular and D3. Although it works well after a small tweak, I am unable to see the tooltips when hovering over the chart... https://i.sstatic.net/Rpebe.png <h3> ...

Tips for incorporating a mesh into Forge Viewer v6 with Typescript

Is there a way to add meshes to Forge Viewer v6 using Type script? I've tried various methods that worked with v4, but I'm encountering issues now. private wallGeometry: THREE.BoxBufferGeometry; drawWalls() { ...

Maintain the variable name when using destructuring in JavaScript/TypeScript

Can variable names and destructuring be used together in a single command in JavaScript/TypeScript? For example: function stopTheCar(car & { speed } : Car) { if (speed > 10) car.stop() } The closest option available is to use destructuring in a ...

Is there a lack of compile checking for generics in Typescript?

Consider the code snippet below: interface Contract<T> { } class Deal<D> implements Contract<D> { } class Agreement<A> implements Contract<A> { } Surprisingly, the following code compiles without errors: let deal:Contract ...