perf: token split text

This commit is contained in:
archer
2023-04-30 22:35:47 +08:00
parent 39869bc4ea
commit 89a67ca9c0
8 changed files with 96 additions and 85 deletions

View File

@@ -1,6 +1,6 @@
import mammoth from 'mammoth';
import Papa from 'papaparse';
import { countChatTokens } from './tools';
import { getEncMap } from './tools';
/**
* 读取 txt 文件内容
@@ -145,7 +145,7 @@ export const fileDownload = ({
* slideLen - The size of the before and after Text
* maxLen > slideLen
*/
export const splitText = ({
export const splitText_token = ({
text,
maxLen,
slideLen
@@ -154,39 +154,32 @@ export const splitText = ({
maxLen: number;
slideLen: number;
}) => {
const textArr =
text.split(/(?<=[。!?\.!\?\n])/g)?.filter((item) => {
const text = item.replace(/(\\n)/g, '\n').trim();
if (text && text !== '\n') return true;
return false;
}) || [];
const enc = getEncMap()['gpt-3.5-turbo'];
// filter empty text. encode sentence
const encodeText = enc.encode(text);
const chunks: { sum: number; arr: string[] }[] = [{ sum: 0, arr: [] }];
const chunks: string[] = [];
let tokens = 0;
for (let i = 0; i < textArr.length; i++) {
const tokenLen = countChatTokens({ messages: [{ role: 'system', content: textArr[i] }] });
chunks[chunks.length - 1].sum += tokenLen;
chunks[chunks.length - 1].arr.push(textArr[i]);
let startIndex = 0;
let endIndex = Math.min(startIndex + maxLen, encodeText.length);
let chunkEncodeArr = encodeText.slice(startIndex, endIndex);
// current length is over maxLen. create new chunk
if (chunks[chunks.length - 1].sum + tokenLen >= maxLen) {
// get slide len text as the initial value
const chunk: { sum: number; arr: string[] } = { sum: 0, arr: [] };
for (let j = chunks[chunks.length - 1].arr.length - 1; j >= 0; j--) {
const chunkText = chunks[chunks.length - 1].arr[j];
const tokenLen = countChatTokens({ messages: [{ role: 'system', content: chunkText }] });
chunk.sum += tokenLen;
chunk.arr.unshift(chunkText);
const decoder = new TextDecoder();
if (chunk.sum >= slideLen) {
break;
}
}
chunks.push(chunk);
}
while (startIndex < encodeText.length) {
tokens += chunkEncodeArr.length;
chunks.push(decoder.decode(enc.decode(chunkEncodeArr)));
startIndex += maxLen - slideLen;
endIndex = Math.min(startIndex + maxLen, encodeText.length);
chunkEncodeArr = encodeText.slice(Math.min(encodeText.length - slideLen, startIndex), endIndex);
}
const result = chunks.map((item) => item.arr.join(''));
return result;
return {
chunks,
tokens
};
};
export const fileToBase64 = (file: File) => {