This is a port of the tiktoken.
$ composer require yethee/tiktokenuse Yethee\Tiktoken\EncoderProvider;
$provider = new EncoderProvider();
$encoder = $provider->getForModel('gpt-3.5-turbo-0301');
$tokens = $encoder->encode('Hello world!');
print_r($tokens);
// OUT: [9906, 1917, 0]
$encoder = $provider->get('p50k_base');
$tokens = $encoder->encode('Hello world!');
print_r($tokens);
// OUT: [15496, 995, 0]The encoder uses an external vocabularies, so caching is used by default to avoid performance issues.
By default, the directory for temporary files is used.
You can override the directory for cache via environment variable TIKTOKEN_CACHE_DIR
or use EncoderProvider::setVocabCache():
use Yethee\Tiktoken\EncoderProvider;
$encProvider = new EncoderProvider();
$encProvider->setVocabCache('/path/to/cache');
// Using the providerExperimental
You can use tiktoken-rs library via FFI binding. This can improve performance when need to encode medium or large texts. However, the overhead of data marshalling can lead to poor performance for small texts.
use Yethee\Tiktoken\Encoder\LibEncoder;
use Yethee\Tiktoken\EncoderProvider;
// LibEncoder::init('/path/to/lib');
$encProvider = new EncoderProvider(true); // Force using the lib encoderYou need to provide path to the lib before using the provider. There are several ways to do this:
- Use
Yethee\Tiktoken\Encoder\LibEncoder::init()method. - Use
Yethee\Tiktoken\Encoder\LibEncoder::preload()method, inside opcache preload script. - Use environment variable
TIKTOKEN_LIB_PATHorLD_LIBRARY_PATH
- Rust >= 1.85
git clone [email protected]:yethee/tiktoken-php.git
cd tiktoken-php
cargo build --releaseCopy binary from target/release:
libtiktoken_php.sofor linuxlibtiktoken_php.dylibfor MacOStiktoken_php.dllfor Windows
NOTE: You can see .docker/Dockefile for an example.
You can see benchmark result in #27 or run it locally:
composer bench- Add implementation for
Yethee\Tiktoken\Encoder\LibEncoder::encodeInChunks()method
- Encoding for GPT-2 is not supported.
- Special tokens (like
<|endofprompt|>) are not supported.