Local / Ollama
Overview¶
You can use Instructor with local Ollama instance.
Please note that, at least currently, OS models do not perform on par with OpenAI (GPT-3.5 or GPT-4) model for complex data schemas.
Supported modes: - Instructor markdown-JSON fallback - fallback mode, works with any capable model - native JSON object response_format - recommended - tool calling - supported (for selected models - check Ollama docs)
Example¶
<?php
use Cognesy\Messages\Messages;
use Cognesy\Polyglot\Inference\Inference;
use Cognesy\Utils\Str;
require 'examples/boot.php';
$answer = Inference::using('ollama')
->with(
messages: Messages::fromString('What is the capital of France'),
options: ['max_tokens' => 64]
)
->get();
echo "USER: What is capital of France\n";
echo "ASSISTANT: $answer\n";
assert(Str::contains($answer, 'Paris'));
?>