yethee/tiktoken
Composer 安装命令:
composer require yethee/tiktoken
包简介
PHP version of tiktoken
README 文档
README
This is a port of the tiktoken.
Installation
$ composer require yethee/tiktoken
Usage
use 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]
Cache
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 provider
Lib mode
Experimental
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 encoder
You 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
Build lib
Requirements
- Rust >= 1.85
git clone git@github.com:yethee/tiktoken-php.git
cd tiktoken-php
cargo build --release
Copy binary from target/release:
libtiktoken_php.sofor linuxlibtiktoken_php.dylibfor MacOStiktoken_php.dllfor Windows
NOTE: You can see .docker/Dockefile for an example.
Benchmark
You can see benchmark result in #27 or run it locally:
composer bench
TODO
- Add implementation for
Yethee\Tiktoken\Encoder\LibEncoder::encodeInChunks()method
Limitations
- Encoding for GPT-2 is not supported.
- Special tokens (like
<|endofprompt|>) are not supported.
License
yethee/tiktoken 适用场景与选型建议
yethee/tiktoken 是一款 基于 PHP 开发的 Composer 扩展包,目前已累计 4.08M 次下载、GitHub Stars 达 162, 最近一次更新时间为 2023 年 04 月 05 日, 在 PHP 生态内属于活跃度较高的组件。
它主要适用于以下技术方向: 「tokenizer」 「encode」 「decode」 「bpe」 「openai」 「tiktoken」 等业务场景。在实际项目中,围绕这些方向常见需要落地的问题包括:接口对接、性能调优、并发安全、与既有框架(Laravel / ThinkPHP / Yii / Webman 等)的兼容适配,以及生产环境的日志埋点与稳定性保障。
我们在过去多个企业项目中使用过 yethee/tiktoken 或与其功能相近的方案,如果你在选型或落地过程中遇到问题,例如 版本兼容、二次改造、私有化封装、与内部系统对接、生产 BUG 排查,欢迎联系我们协助评估。
基于 yethee/tiktoken 在你已有业务上做功能扩展、字段裁剪、UI 适配、与内部账号 / 权限 / 日志系统的深度对接。
线上偶发问题、内存泄漏、慢查询、并发异常等排查修复;针对高流量场景做缓存、队列、索引层面的调优。
承接完整的项目从需求 → 设计 → 开发 → 上线 → 长期运维;也可按月提供技术保姆服务。
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统计信息
- 总下载量: 4.08M
- 月度下载量: 0
- 日度下载量: 0
- 收藏数: 163
- 点击次数: 36
- 依赖项目数: 16
- 推荐数: 3
其他信息
- 授权协议: MIT
- 更新时间: 2023-04-05