mirror of
https://github.com/Mintplex-Labs/anything-llm.git
synced 2024-11-16 03:10:31 +01:00
66 lines
1.9 KiB
JavaScript
66 lines
1.9 KiB
JavaScript
const { getEncodingNameForModel, getEncoding } = require("js-tiktoken");
|
|
|
|
class TokenManager {
|
|
constructor(model = "gpt-3.5-turbo") {
|
|
this.model = model;
|
|
this.encoderName = this.#getEncodingFromModel(model);
|
|
this.encoder = getEncoding(this.encoderName);
|
|
}
|
|
|
|
#getEncodingFromModel(model) {
|
|
try {
|
|
return getEncodingNameForModel(model);
|
|
} catch {
|
|
return "cl100k_base";
|
|
}
|
|
}
|
|
|
|
// Pass in an empty array of disallowedSpecials to handle all tokens as text and to be tokenized.
|
|
// https://github.com/openai/tiktoken/blob/9e79899bc248d5313c7dd73562b5e211d728723d/tiktoken/core.py#L91C20-L91C38
|
|
// Returns number[]
|
|
tokensFromString(input = "") {
|
|
try {
|
|
const tokens = this.encoder.encode(String(input), undefined, []);
|
|
return tokens;
|
|
} catch (e) {
|
|
console.error(e);
|
|
return [];
|
|
}
|
|
}
|
|
|
|
bytesFromTokens(tokens = []) {
|
|
const bytes = this.encoder.decode(tokens);
|
|
return bytes;
|
|
}
|
|
|
|
// Returns number
|
|
countFromString(input = "") {
|
|
const tokens = this.tokensFromString(input);
|
|
return tokens.length;
|
|
}
|
|
|
|
statsFrom(input) {
|
|
if (typeof input === "string") return this.countFromString(input);
|
|
|
|
// What is going on here?
|
|
// https://github.com/openai/openai-cookbook/blob/main/examples/How_to_count_tokens_with_tiktoken.ipynb Item 6.
|
|
// The only option is to estimate. From repeated testing using the static values in the code we are always 2 off,
|
|
// which means as of Nov 1, 2023 the additional factor on ln: 476 changed from 3 to 5.
|
|
if (Array.isArray(input)) {
|
|
const perMessageFactorTokens = input.length * 3;
|
|
const tokensFromContent = input.reduce(
|
|
(a, b) => a + this.countFromString(b.content),
|
|
0
|
|
);
|
|
const diffCoefficient = 5;
|
|
return perMessageFactorTokens + tokensFromContent + diffCoefficient;
|
|
}
|
|
|
|
throw new Error("Not a supported tokenized format.");
|
|
}
|
|
}
|
|
|
|
module.exports = {
|
|
TokenManager,
|
|
};
|