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dqbd avatar dqbd commented on August 28, 2024 84

Hello, I've been working on JS bindings for tiktoken, found here: https://github.com/dqbd/tiktoken. Core methods are implemented, some methods are missing for now.

You can install it as such:

npm install tiktoken

If it is desired, I could try to wrangle the changes and create an upstream PR.

Note: Couldn't secure the tiktoken NPM package name, as it is currently owned by @gmpetrov

EDIT: Pure JS port is also available as

npm install js-tiktoken

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hauntsaninja avatar hauntsaninja commented on August 28, 2024 52

Thanks for the suggestion! I'm not currently planning on implementing this, but it is likely that at some point we will.

If other people encountering this also have this feature request, please thumbs up the original post.

Note that the third party gpt-3-encoder library will not work exactly right for any of the Codex or GPT-3.5 series models, including code-cushman-001, code-davinci-002, text-davinci-002, text-davinci-003, etc. It will also not work at all for e.g. the recent embeddings models, like text-embedding-ada-002

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ceifa avatar ceifa commented on August 28, 2024 27

Hey, I also made a simple alternative for tiktoken on Node.js! A lot of features are missing too, but I plan to make a 1:1 library with the python version.

Link: https://github.com/ceifa/tiktoken-node

Because it relies on node addon instead of webassembly, it is 5-6x faster than @dqbd approach.

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Cainier avatar Cainier commented on August 28, 2024 12

If you just want to get tokens and USD consumed by messages,you can try it : )

npm install gpt-tokens
import { GPTTokens } from 'gpt-tokens'

const gptTokens = new GPTTokens({
    model   : 'gpt-3.5-turbo',
    messages: [
        { 'role': 'system', 'content': 'You are a helpful assistant' },
        { 'role': 'user', 'content': '' },
    ],
})

// 18
console.log('Tokens: ', gptTokens.usedTokens)
// 0.000036
console.log('USD: ', gptTokens.usedUSD)

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hauntsaninja avatar hauntsaninja commented on August 28, 2024 6

Just published a new version of tiktoken that includes a mapping from model to tokeniser. Anything not using r50k is liable to be incorrect (sometimes subtly, sometimes majorly, sometimes majorly but you won't notice) with the third party gpt-3-encoder library: https://github.com/openai/tiktoken/blob/main/tiktoken/model.py#L7

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metaskills avatar metaskills commented on August 28, 2024

Could someone help me understand the pros and cons of using Xenova/text-embedding-ada-002 with Transformers.js vs one of the other project listed above?

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seyfer avatar seyfer commented on August 28, 2024

there is another one https://github.com/niieani/gpt-tokenizer
that seems like a full Node port, without a wrapper around Python tiktoker.

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