The Laravel AI Assistant package provides an easy-to-use interface for interacting with OpenAI’s API using Laravel. This package allows developers to create, manage, and interact with AI assistants, including handling tasks like text completions, code interpretation, function calling, and more. It abstracts the complexity of interacting directly with OpenAI’s API by providing structured methods for configuring and using AI assistants in your Laravel applications.
You can install the package via composer:
composer require creativecrafts/laravel-ai-assistantYou can publish the config file with:
php artisan vendor:publish --tag="ai-assistant-config"This is the contents of the published config file:
return [
/**
*Specify your OpenAI API Key and organization. This will be
| used to authenticate with the OpenAI API - you can find your API key
| and organization on your OpenAI dashboard, at https://openai.com.
*/
'api_key' => env('OPENAI_API_KEY', null),
'organization' => env('OPENAI_ORGANIZATION', null),
/** ID of the model to use. you can find a list of models at https://platform.openai.com/docs/models */
'model' => env('OPENAI_CHAT_MODEL', 'gpt-3.5-turbo'),
/**
* What sampling temperature to use, between 0 and 2.
* Higher values like 0.8 will make the output more random,
* while lower values like 0.2 will make it more focused and deterministic.
*
* it is generally recommended to alter this or top_p but not both.
*/
'temperature' => 0.3,
/** An alternative to sampling with temperature, called nucleus sampling,
* where the model considers the results of the tokens with top_p probability mass.
* So 0.1 means only the tokens comprising the top 10% probability mass are considered.
*
* it is generally recommended to alter this or temperature but not both.
*/
'top_p' => 1,
/**
*The maximum number of tokens to generate in the completion.
* The token count of your prompt plus max_tokens cannot exceed the model's context length.
* Most models have a context length of 2048 tokens (except for the newest models, which support 4096).
*/
'max_tokens' => 400,
/** If set, tokens will be sent as data-only server-sent events as they become available,
* with the stream terminated by a data: [DONE] message.
*/
'stream' => false,
/** Echo back the prompt in addition to the completion */
'echo' => false,
/**
* How many completions to generate for each prompt. (optional)
* Note: Because this parameter generates many completions, it can quickly consume your token quota.
* Use carefully and ensure that you have reasonable settings for max_tokens and stop
*/
'n' => 1,
/** Up to 4 sequences where the API will stop generating further tokens.
* The returned text will not contain the stop sequence. e.g. ["\n", "Human:", "AI:"]
* (optional)
*/
'stop' => null,
/**
* The suffix that comes after a completion of inserted text. it is a string (optional)
*/
'suffix' => null,
/**
* Number between -2.0 and 2.0.
* Positive values penalize new tokens based on whether they appear in the text so far,
* increasing the model's likelihood to talk about new topics.
*/
'presence_penalty' => 0,
/**
* Number between -2.0 and 2.0.
* Positive values penalize new tokens based on their existing frequency in the text so far,
* decreasing the model's likelihood to repeat the same line verbatim.
*/
'frequency_penalty' => 0,
/**
* Generates best_of completions server-side and returns the "best" (the one with the highest log probability per token). Results cannot be streamed.
* When used with n, best_of controls the number of candidate completions and n specifies how many to return.
* best_of must be greater than n.
* Note: Because this parameter generates many completions, it can quickly consume your token quota.
* Use carefully and ensure that you have reasonable settings for max_tokens and stop.
*/
'best_of' => 1,
/** This is the chatgpt model to use when using the chat completion */
'chat_model' => env('OPENAI_CHAT_MODEL', 'gpt-3.5-turbo'),
/** The role of the ai process this message. it could be system, assistant or whatever you choose. */
'ai_role' => 'assistant',
/** The role of the author of this message. it could be user or whatever you choose. */
'user_role' => 'user',
/**
* ID of the model to use. You can use the gpt-4o or gpt-3.5-turbo model with this endpoint.
*/
'edit_model' => 'gpt-4o',
/**
* ID of the model to use. Only whisper-1 is currently available.
*/
'audio_model' => 'whisper-1',
/**
* The format of the transcript output, in one of these options: json, text, srt, verbose_json, or vtt.
*/
'response_format' => 'verbose_json',
];//translate text to a specific language
use CreativeCrafts\LaravelAiAssistant\AiAssistant;use CreativeCrafts\LaravelAiAssistant\AiAssistant;
$translatedText = AiAssistant::acceptPrompt()->translateTo('How are you?')->toLanguageName('swedish');
//response will be a string
//Hur mår du?
// Chat with the AI
$chat = AiAssistant::acceptPrompt('Who is Jane Austen?')->andRespond();
//response will be an array. The role is based on your configuration
[
"role" => "assistant"
"content" => "Jane Austen was an English novelist known for her witty and insightful portrayals of English middle-class life in the late 18th and early 19th centuries."
]
// You can ask a follow up question
$chat = AiAssistant::acceptPrompt('did she win any award for her work?')->andRespond();
//response
[
"role" => "assistant"
"content" => "No, Jane Austen did not win any awards during her lifetime as literary awards did not exist in the way they do today. However, her novels have received numerous accolades and critical acclaim since their publication, and she is widely regarded as one of the greatest writers in English literature.
]
//brainstorming: generate ideas for a blog post for example
use CreativeCrafts\LaravelAiAssistant\Tasks\AiAssistant;
$ideas = AiAssistant::acceptPrompt('Write a blog about AI?')->draft();
// response
"""
Artificial Intelligence (AI) is a rapidly growing field of technology that is revolutionizing the way we interact with the world around us. From self-driving cars to voice-activated home assistants, AI is making our lives easier and more efficient. But what exactly is AI, and how is it changing our lives?
AI is a branch of computer science that focuses on creating intelligent machines that can think and act like humans. AI systems are designed to learn from their environment and make decisions based on what they learn. This means that AI can be used to automate tasks, such as recognizing faces or driving cars, and can even be used to create new products and services.
AI is already being used in a variety of industries, from healthcare to finance. In healthcare, AI is being used to diagnose diseases and provide personalized treatments. In finance, AI is being used to detect fraud and improve customer service. AI is also being used in retail to create personalized shopping experiences and in manufacturing to automate tasks and increase efficiency.
AI is also being used to improve our lives in more subtle ways. For example, AI can be used to create virtual assistants that can help us with everyday tasks, such as scheduling appointments or ordering groceries. AI can also be used to create more efficient search engines and to improve the accuracy of online translations.
AI is an exciting and rapidly evolving field of technology that is changing the way we interact with the world around us. As AI continues to develop, it will open up new possibilities for how we live our lives and interact with each other.
"""
// Spell check and grammar correction
use CreativeCrafts\LaravelAiAssistant\Tasks\AiAssistant;
$text = 'Artificial Intellagence (AI) is a rapidly growng field of technlogy that is revolutinizing the way we interact with the world arund us.';
$correctedText = AiAssistant::acceptPrompt($text)->spellingAndGrammarCorrection();
// response
"Artificial Intelligence (AI) is a rapidly growing field of technology that is revolutionizing the way we interact with the world around us."
// You can also improving the readability of your text by calling this method
use CreativeCrafts\LaravelAiAssistant\Tasks\AiAssistant;
$text = 'Artificial Intelligence (AI) is a rapidly growing field of technology that is revolutionizing the way we interact with the world around us.';
$improvedText = AiAssistant::acceptPrompt($text)->improveWriting();
// Transcribe an audio file to text
use CreativeCrafts\LaravelAiAssistant\Tasks\AiAssistant;
// The audio file to transcribe, must be in one of these formats: mp3, mp4, mpeg, mpga, m4a, wav, or webm.
$audioFilePath = 'path/to/audio/file.mp3';
$optionalText = 'An optional text to guide the model's style or continue a previous audio segment. The prompt should match the audio language.
// The language of the input audio. Supplying the input language in ISO-639-1 format will improve accuracy and latency.
$language = 'en';
$transcription = AiAssistant::acceptPrompt($audioFilePath)->transcribe($language, $optionalText);
// The response will be a text format of the audio file
// Translate an audio file to english text
use CreativeCrafts\LaravelAiAssistant\Tasks\AiAssistant;
// The audio file to transcribe, must be in one of these formats: mp3, mp4, mpeg, mpga, m4a, wav, or webm.
$audioFilePath = 'path/to/audio/german.mp3';
$translatedText = AiAssistant::acceptPrompt($audioFilePath)->translateAudioTo();
// The response will be a text format of the audio file in englishThe ai-assistant.php configuration file now includes a new chat_model option.
• Create and manage AI assistants.
• Set models, temperature, and custom instructions for the assistant.
• Utilize tools like code interpretation, file search, and custom function calls.
• Interact with assistants via threads for tasks like message completion, chat, and task processing.
• Supports both synchronous and streamed completions.
• Handle audio transcription and translation with OpenAI models.
- Creating and Configuring an AI Assistant
use CreativeCrafts\LaravelAiAssistant\AiAssistant;
$assistant = AiAssistant::init()
->setModelName('gpt-4') // Optional, defaults to config default model
->adjustTemperature(0.5) // Optional defaults to 0.7
->setAssistantName('My Assistant') // Optional, defaults to '' and Open Ai will assign random name
->setAssistantDescription('An assistant for handling tasks') // Optional, defaults to ''
->setInstructions('Be as helpful as possible.') // Optional, defaults to ''
->create();- Including Tools
You can include various tools to enhance the functionality of the assistant. For example, if you want the assistant to use the code interpreter, you can include it like this:
use CreativeCrafts\LaravelAiAssistant\AiAssistant;
$assistant = AiAssistant::init()
....
->includeCodeInterpreter() // Can optionally pass file IDs as array
->create();
$assistant = AiAssistant::init()
....
->includeFileSearchTool($vectorStoreIds) // Can optionally pass vector store IDs as array
->create();
$assistant = AiAssistant::init()
....
->includeFunctionCallTool(
$functionName, // Required
$functionDescription, // Optional, defaults to ''
$parameters // Function parameters, Optional, defaults to []
$isStrict // is strict enable structure outputs when set to true. see https://platform.openai.com/docs/guides/structured-outputs
$requiredParameters // Optional, defaults to []
$hasAdditionalParameters // Optional, defaults to false
)
->create();- Interacting with the Assistant
use CreativeCrafts\LaravelAiAssistant\AiAssistant;
$response = \CreativeCrafts\LaravelAiAssistant\AiAssistant::init()
->assignAssistant($assistantId)
->createTask() // Can optionally pass a list of tasks as an array, defaults to []
->askQuestion('Translate this text to French: "Hello, how are you?"')
->process()
->response(); // returns the response from the assistant as a string init(): Assistant: Initializes the AI assistant.
• setModelName(string $modelName): Assistant: Sets the model name for the AI assistant.
• adjustTemperature(int|float $temperature): Assistant: Adjusts the assistant’s response temperature.
• setAssistantName(string $assistantName): Assistant: Sets the name for the assistant.
• setAssistantDescription(string $assistantDescription): Assistant: Sets the assistant’s description.
• setInstructions(string $instructions): Assistant: Sets instructions for the assistant.
• includeCodeInterpreterTool(array $fileIds = []): Assistant: Adds the code interpreter tool to the assistant.
• includeFileSearchTool(array $vectorStoreIds = []): Assistant: Adds the file search tool to the assistant.
• includeFunctionCallTool(...): Assistant: Adds a function call tool to the assistant.
• create(): NewAssistantResponseData: Creates the assistant using the specified configurations.
• assignAssistant(string $assistantId): Assistant: Assigns an existing assistant by ID.
• createTask(array $parameters = []): Assistant: Creates a new task thread for interactions.
• askQuestion(string $message): Assistant: Asks a question in the task thread.
• process(): Assistant: Processes the task thread.
• response(): string: Retrieves the assistant’s response.
The package includes several custom exceptions to handle errors gracefully:
• CreateNewAssistantException: Thrown when the creation of a new assistant fails.
• MissingRequiredParameterException: Thrown when a required parameter is missing in a message or task.
• Create and upload files for code interpretation, then assign it to a specific assistant.
• Create and upload vector store, then attach the vector store ids to an assistant.
• Get a list of all created assistant.
• Get a list of all created files.
• Get a list of all created vector stores.
• Update assistant.
• Delete assistant.
If you have any feature requests or suggestions, please feel free to open an issue or submit a pull request.
This fork is compatible with OpenAI API as of August 2024. It uses the gpt-3.5-turbo model by default, but you can specify gpt-4 or other available models in your configuration if you have access to them.
OPENAI_API_KEY=
OPENAI_ORGANIZATION=
OPENAI_CHAT_MODEL=The package now has 100% code and mutation test coverage. You can run the tests using the following command:
composer testPlease see CHANGELOG for more information on what has changed recently.
Please see CONTRIBUTING for details.
Please review our security policy on how to report security vulnerabilities.
The MIT License (MIT). Please see License File for more information.