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Overview

Instructor supports Cohere API - you can find the details on how to configure the client in the example below.

Mode compatibility:

  • Mode::MdJson - supported, recommended as a fallback from JSON mode
  • Mode::Json - supported, recommended
  • Mode::Tools - partially supported, not recommended

Reasons Mode::Tools is not recommended:

  • Cohere does not support JSON Schema, which only allows to extract very simple, flat data schemas.
  • Performance of the currently available versions of Cohere models in tools mode for Instructor use case (data extraction) is extremely poor.

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Example

<?php

use Cognesy\Polyglot\LLM\Inference;
use Cognesy\Utils\Str;

require 'examples/boot.php';

$answer = (new Inference)
    ->withConnection('cohere1') // see /config/llm.php
    ->create(
        messages: [['role' => 'user', 'content' => 'What is the capital of France']],
        options: ['max_tokens' => 64]
    )
    ->toText();

echo "USER: What is capital of France\n";
echo "ASSISTANT: $answer\n";
assert(Str::contains($answer, 'Paris'));
?>
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