add tokenizer

main
Cogent Apps 2023-03-08 13:17:34 -08:00 committed by GitHub
parent d259de817c
commit 1796c307d2
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# ⏳ tiktoken
tiktoken is a [BPE](https://en.wikipedia.org/wiki/Byte_pair_encoding) tokeniser for use with
OpenAI's models, forked from the original tiktoken library to provide NPM bindings for Node and other JS runtimes.
The open source version of `tiktoken` can be installed from NPM:
```
npm install @dqbd/tiktoken
```
## Usage
Basic usage follows:
```typescript
import assert from "node:assert";
import { get_encoding, encoding_for_model } from "@dqbd/tiktoken";
const enc = get_encoding("gpt2");
assert(
new TextDecoder().decode(enc.decode(enc.encode("hello world"))) ===
"hello world"
);
// To get the tokeniser corresponding to a specific model in the OpenAI API:
const enc = encoding_for_model("text-davinci-003");
// Extend existing encoding with custom special tokens
const enc = encoding_for_model("gpt2", {
"<|im_start|>": 100264,
"<|im_end|>": 100265,
});
// don't forget to free the encoder after it is not used
enc.free();
```
If desired, you can create a Tiktoken instance directly with custom ranks, special tokens and regex pattern:
```typescript
import { Tiktoken } from "../pkg";
import { readFileSync } from "fs";
const encoder = new Tiktoken(
readFileSync("./ranks/gpt2.tiktoken").toString("utf-8"),
{ "<|endoftext|>": 50256, "<|im_start|>": 100264, "<|im_end|>": 100265 },
"'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)|\\s+"
);
```
## Compatibility
As this is a WASM library, there might be some issues with specific runtimes. If you encounter any issues, please open an issue.
| Runtime | Status | Notes |
| ------------------- | ------ | ------------------------------------------ |
| Node.js | ✅ | |
| Bun | ✅ | |
| Vite | ✅ | See [here](#vite) for notes |
| Next.js | ✅ | See [here](#nextjs) for notes |
| Vercel Edge Runtime | ✅ | See [here](#vercel-edge-runtime) for notes |
| Cloudflare Workers | 🚧 | Untested |
| Deno | ❌ | Currently unsupported |
### [Vite](#vite)
If you are using Vite, you will need to add both the `vite-plugin-wasm` and `vite-plugin-top-level-await`. Add the following to your `vite.config.js`:
```js
import wasm from "vite-plugin-wasm";
import topLevelAwait from "vite-plugin-top-level-await";
import { defineConfig } from "vite";
export default defineConfig({
plugins: [wasm(), topLevelAwait()],
});
```
### [Next.js](#nextjs)
Both API routes and `/pages` are supported with the following configuration. To overcome issues with importing Node.js version, you can import the package from `@dqbd/tiktoken/bundler` instead.
```typescript
import { get_encoding } from "@dqbd/tiktoken/bundler";
import { NextApiRequest, NextApiResponse } from "next";
export default function handler(req: NextApiRequest, res: NextApiResponse) {
const encoder = get_encoding("gpt2");
const message = encoder.encode(`Hello World ${Math.random()}`);
encoder.free();
return res.status(200).json({ message });
}
```
Additional Webpack configuration is required.
```typescript
const config = {
webpack(config, { isServer, dev }) {
config.experiments = {
asyncWebAssembly: true,
layers: true,
};
return config;
},
};
```
### [Vercel Edge Runtime](#vercel-edge-runtime)
Vercel Edge Runtime does support WASM modules by adding a `?module` suffix. Initialize the encoder with the following snippet:
```typescript
import wasm from "@dqbd/tiktoken/tiktoken_bg.wasm?module";
import { init, get_encoding } from "@dqbd/tiktoken/init";
export const config = { runtime: "edge" };
export default async function (req: Request) {
await init((imports) => WebAssembly.instantiate(wasm, imports));
const encoder = get_encoding("cl100k_base");
const tokens = encoder.encode("hello world");
encoder.free();
return new Response(`${encoder.encode("hello world")}`);
}
```
## Acknowledgements
- https://github.com/zurawiki/tiktoken-rs

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export * from "./tiktoken";

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export * from "./tiktoken";

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/* tslint:disable */
/* eslint-disable */
export * from "./tiktoken";
export function init(
callback: (
imports: WebAssembly.Imports
) => Promise<WebAssembly.WebAssemblyInstantiatedSource | WebAssembly.Instance>
): Promise<void>;

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import * as imports from "./tiktoken_bg.js";
export async function init(cb) {
const res = await cb({
"./tiktoken_bg.js": imports,
});
const instance =
"instance" in res && res.instance instanceof WebAssembly.Instance
? res.instance
: res instanceof WebAssembly.Instance
? res
: null;
if (instance == null) throw new Error("Missing instance");
imports.__wbg_set_wasm(instance.exports);
return imports;
}
export * from "./tiktoken_bg.js";

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{
"name": "@dqbd/tiktoken",
"version": "1.0.0-alpha.1",
"description": "Javascript bindings for tiktoken",
"license": "MIT",
"repository": {
"type": "git",
"url": "https://github.com/dqbd/tiktoken"
},
"dependencies": {
"node-fetch": "^3.3.0"
},
"files": [
"**/*"
],
"main": "tiktoken.node.js",
"types": "tiktoken.d.ts",
"exports": {
".": {
"types": "./tiktoken.d.ts",
"node": "./tiktoken.node.js",
"default": "./tiktoken.js"
},
"./bundler": {
"types": "./bundler.d.ts",
"default": "./bundler.js"
},
"./init": {
"types": "./init.d.ts",
"default": "./init.js"
},
"./tiktoken_bg.wasm": {
"types": "./tiktoken_bg.wasm.d.ts",
"default": "./tiktoken_bg.wasm"
}
}
}

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/* tslint:disable */
/* eslint-disable */
export type TiktokenEncoding = "gpt2" | "r50k_base" | "p50k_base" | "p50k_edit" | "cl100k_base";
/**
* @param {TiktokenEncoding} encoding
* @param {Record<string, number>} [extend_special_tokens]
* @returns {Tiktoken}
*/
export function get_encoding(encoding: TiktokenEncoding, extend_special_tokens?: Record<string, number>): Tiktoken;
export type TiktokenModel =
| "text-davinci-003"
| "text-davinci-002"
| "text-davinci-001"
| "text-curie-001"
| "text-babbage-001"
| "text-ada-001"
| "davinci"
| "curie"
| "babbage"
| "ada"
| "code-davinci-002"
| "code-davinci-001"
| "code-cushman-002"
| "code-cushman-001"
| "davinci-codex"
| "cushman-codex"
| "text-davinci-edit-001"
| "code-davinci-edit-001"
| "text-embedding-ada-002"
| "text-similarity-davinci-001"
| "text-similarity-curie-001"
| "text-similarity-babbage-001"
| "text-similarity-ada-001"
| "text-search-davinci-doc-001"
| "text-search-curie-doc-001"
| "text-search-babbage-doc-001"
| "text-search-ada-doc-001"
| "code-search-babbage-code-001"
| "code-search-ada-code-001"
| "gpt2"
| "gpt-3.5-turbo"
| "gpt-3.5-turbo-0301";
/**
* @param {TiktokenModel} encoding
* @param {Record<string, number>} [extend_special_tokens]
* @returns {Tiktoken}
*/
export function encoding_for_model(model: TiktokenModel, extend_special_tokens?: Record<string, number>): Tiktoken;
/**
*/
export class Tiktoken {
free(): void;
/**
* @param {string} tiktoken_bfe
* @param {any} special_tokens
* @param {string} pat_str
*/
constructor(tiktoken_bfe: string, special_tokens: Record<string, number>, pat_str: string);
/**
* @param {string} text
* @param {any} allowed_special
* @param {any} disallowed_special
* @returns {Uint32Array}
*/
encode(text: string, allowed_special?: "all" | string[], disallowed_special?: "all" | string[]): Uint32Array;
/**
* @param {string} text
* @returns {Uint32Array}
*/
encode_ordinary(text: string): Uint32Array;
/**
* @param {string} text
* @param {any} allowed_special
* @param {any} disallowed_special
* @returns {any}
*/
encode_with_unstable(text: string, allowed_special?: "all" | string[], disallowed_special?: "all" | string[]): any;
/**
* @param {Uint8Array} bytes
* @returns {number}
*/
encode_single_token(bytes: Uint8Array): number;
/**
* @param {Uint32Array} tokens
* @returns {Uint8Array}
*/
decode(tokens: Uint32Array): Uint8Array;
/**
* @param {number} token
* @returns {Uint8Array}
*/
decode_single_token_bytes(token: number): Uint8Array;
/**
* @returns {any}
*/
token_byte_values(): Array<Array<number>>;
/**
*/
readonly name: string | undefined;
}

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import * as wasm from "./tiktoken_bg.wasm";
import { __wbg_set_wasm } from "./tiktoken_bg.js";
__wbg_set_wasm(wasm);
export * from "./tiktoken_bg.js";

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let imports = {};
imports['./tiktoken_bg.js'] = module.exports;
let wasm;
const { TextEncoder, TextDecoder } = require(`util`);
const heap = new Array(128).fill(undefined);
heap.push(undefined, null, true, false);
function getObject(idx) { return heap[idx]; }
let heap_next = heap.length;
function dropObject(idx) {
if (idx < 132) return;
heap[idx] = heap_next;
heap_next = idx;
}
function takeObject(idx) {
const ret = getObject(idx);
dropObject(idx);
return ret;
}
let WASM_VECTOR_LEN = 0;
let cachedUint8Memory0 = null;
function getUint8Memory0() {
if (cachedUint8Memory0 === null || cachedUint8Memory0.byteLength === 0) {
cachedUint8Memory0 = new Uint8Array(wasm.memory.buffer);
}
return cachedUint8Memory0;
}
let cachedTextEncoder = new TextEncoder('utf-8');
const encodeString = (typeof cachedTextEncoder.encodeInto === 'function'
? function (arg, view) {
return cachedTextEncoder.encodeInto(arg, view);
}
: function (arg, view) {
const buf = cachedTextEncoder.encode(arg);
view.set(buf);
return {
read: arg.length,
written: buf.length
};
});
function passStringToWasm0(arg, malloc, realloc) {
if (realloc === undefined) {
const buf = cachedTextEncoder.encode(arg);
const ptr = malloc(buf.length);
getUint8Memory0().subarray(ptr, ptr + buf.length).set(buf);
WASM_VECTOR_LEN = buf.length;
return ptr;
}
let len = arg.length;
let ptr = malloc(len);
const mem = getUint8Memory0();
let offset = 0;
for (; offset < len; offset++) {
const code = arg.charCodeAt(offset);
if (code > 0x7F) break;
mem[ptr + offset] = code;
}
if (offset !== len) {
if (offset !== 0) {
arg = arg.slice(offset);
}
ptr = realloc(ptr, len, len = offset + arg.length * 3);
const view = getUint8Memory0().subarray(ptr + offset, ptr + len);
const ret = encodeString(arg, view);
offset += ret.written;
}
WASM_VECTOR_LEN = offset;
return ptr;
}
function isLikeNone(x) {
return x === undefined || x === null;
}
let cachedInt32Memory0 = null;
function getInt32Memory0() {
if (cachedInt32Memory0 === null || cachedInt32Memory0.byteLength === 0) {
cachedInt32Memory0 = new Int32Array(wasm.memory.buffer);
}
return cachedInt32Memory0;
}
let cachedTextDecoder = new TextDecoder('utf-8', { ignoreBOM: true, fatal: true });
cachedTextDecoder.decode();
function getStringFromWasm0(ptr, len) {
return cachedTextDecoder.decode(getUint8Memory0().subarray(ptr, ptr + len));
}
function addHeapObject(obj) {
if (heap_next === heap.length) heap.push(heap.length + 1);
const idx = heap_next;
heap_next = heap[idx];
heap[idx] = obj;
return idx;
}
let cachedUint32Memory0 = null;
function getUint32Memory0() {
if (cachedUint32Memory0 === null || cachedUint32Memory0.byteLength === 0) {
cachedUint32Memory0 = new Uint32Array(wasm.memory.buffer);
}
return cachedUint32Memory0;
}
function getArrayU32FromWasm0(ptr, len) {
return getUint32Memory0().subarray(ptr / 4, ptr / 4 + len);
}
function passArray8ToWasm0(arg, malloc) {
const ptr = malloc(arg.length * 1);
getUint8Memory0().set(arg, ptr / 1);
WASM_VECTOR_LEN = arg.length;
return ptr;
}
function passArray32ToWasm0(arg, malloc) {
const ptr = malloc(arg.length * 4);
getUint32Memory0().set(arg, ptr / 4);
WASM_VECTOR_LEN = arg.length;
return ptr;
}
function getArrayU8FromWasm0(ptr, len) {
return getUint8Memory0().subarray(ptr / 1, ptr / 1 + len);
}
/**
* @param {string} encoding
* @param {any} extend_special_tokens
* @returns {Tiktoken}
*/
module.exports.get_encoding = function(encoding, extend_special_tokens) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passStringToWasm0(encoding, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
wasm.get_encoding(retptr, ptr0, len0, addHeapObject(extend_special_tokens));
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var r2 = getInt32Memory0()[retptr / 4 + 2];
if (r2) {
throw takeObject(r1);
}
return Tiktoken.__wrap(r0);
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
};
/**
* @param {string} model
* @param {any} extend_special_tokens
* @returns {Tiktoken}
*/
module.exports.encoding_for_model = function(model, extend_special_tokens) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passStringToWasm0(model, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
wasm.encoding_for_model(retptr, ptr0, len0, addHeapObject(extend_special_tokens));
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var r2 = getInt32Memory0()[retptr / 4 + 2];
if (r2) {
throw takeObject(r1);
}
return Tiktoken.__wrap(r0);
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
};
function handleError(f, args) {
try {
return f.apply(this, args);
} catch (e) {
wasm.__wbindgen_export_3(addHeapObject(e));
}
}
/**
*/
class Tiktoken {
static __wrap(ptr) {
const obj = Object.create(Tiktoken.prototype);
obj.ptr = ptr;
return obj;
}
__destroy_into_raw() {
const ptr = this.ptr;
this.ptr = 0;
return ptr;
}
free() {
const ptr = this.__destroy_into_raw();
wasm.__wbg_tiktoken_free(ptr);
}
/**
* @param {string} tiktoken_bfe
* @param {any} special_tokens
* @param {string} pat_str
*/
constructor(tiktoken_bfe, special_tokens, pat_str) {
const ptr0 = passStringToWasm0(tiktoken_bfe, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
const ptr1 = passStringToWasm0(pat_str, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len1 = WASM_VECTOR_LEN;
const ret = wasm.tiktoken_new(ptr0, len0, addHeapObject(special_tokens), ptr1, len1);
return Tiktoken.__wrap(ret);
}
/**
* @returns {string | undefined}
*/
get name() {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
wasm.tiktoken_name(retptr, this.ptr);
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
let v0;
if (r0 !== 0) {
v0 = getStringFromWasm0(r0, r1).slice();
wasm.__wbindgen_export_2(r0, r1 * 1);
}
return v0;
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {string} text
* @param {any} allowed_special
* @param {any} disallowed_special
* @returns {Uint32Array}
*/
encode(text, allowed_special, disallowed_special) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passStringToWasm0(text, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
wasm.tiktoken_encode(retptr, this.ptr, ptr0, len0, addHeapObject(allowed_special), addHeapObject(disallowed_special));
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var r2 = getInt32Memory0()[retptr / 4 + 2];
var r3 = getInt32Memory0()[retptr / 4 + 3];
if (r3) {
throw takeObject(r2);
}
var v1 = getArrayU32FromWasm0(r0, r1).slice();
wasm.__wbindgen_export_2(r0, r1 * 4);
return v1;
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {string} text
* @returns {Uint32Array}
*/
encode_ordinary(text) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passStringToWasm0(text, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
wasm.tiktoken_encode_ordinary(retptr, this.ptr, ptr0, len0);
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var v1 = getArrayU32FromWasm0(r0, r1).slice();
wasm.__wbindgen_export_2(r0, r1 * 4);
return v1;
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {string} text
* @param {any} allowed_special
* @param {any} disallowed_special
* @returns {any}
*/
encode_with_unstable(text, allowed_special, disallowed_special) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passStringToWasm0(text, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
wasm.tiktoken_encode_with_unstable(retptr, this.ptr, ptr0, len0, addHeapObject(allowed_special), addHeapObject(disallowed_special));
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var r2 = getInt32Memory0()[retptr / 4 + 2];
if (r2) {
throw takeObject(r1);
}
return takeObject(r0);
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {Uint8Array} bytes
* @returns {number}
*/
encode_single_token(bytes) {
const ptr0 = passArray8ToWasm0(bytes, wasm.__wbindgen_export_0);
const len0 = WASM_VECTOR_LEN;
const ret = wasm.tiktoken_encode_single_token(this.ptr, ptr0, len0);
return ret >>> 0;
}
/**
* @param {Uint32Array} tokens
* @returns {Uint8Array}
*/
decode(tokens) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passArray32ToWasm0(tokens, wasm.__wbindgen_export_0);
const len0 = WASM_VECTOR_LEN;
wasm.tiktoken_decode(retptr, this.ptr, ptr0, len0);
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var v1 = getArrayU8FromWasm0(r0, r1).slice();
wasm.__wbindgen_export_2(r0, r1 * 1);
return v1;
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {number} token
* @returns {Uint8Array}
*/
decode_single_token_bytes(token) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
wasm.tiktoken_decode_single_token_bytes(retptr, this.ptr, token);
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var v0 = getArrayU8FromWasm0(r0, r1).slice();
wasm.__wbindgen_export_2(r0, r1 * 1);
return v0;
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @returns {any}
*/
token_byte_values() {
const ret = wasm.tiktoken_token_byte_values(this.ptr);
return takeObject(ret);
}
}
module.exports.Tiktoken = Tiktoken;
module.exports.__wbindgen_object_drop_ref = function(arg0) {
takeObject(arg0);
};
module.exports.__wbindgen_is_undefined = function(arg0) {
const ret = getObject(arg0) === undefined;
return ret;
};
module.exports.__wbg_stringify_029a979dfb73aa17 = function() { return handleError(function (arg0) {
const ret = JSON.stringify(getObject(arg0));
return addHeapObject(ret);
}, arguments) };
module.exports.__wbindgen_string_get = function(arg0, arg1) {
const obj = getObject(arg1);
const ret = typeof(obj) === 'string' ? obj : undefined;
var ptr0 = isLikeNone(ret) ? 0 : passStringToWasm0(ret, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
var len0 = WASM_VECTOR_LEN;
getInt32Memory0()[arg0 / 4 + 1] = len0;
getInt32Memory0()[arg0 / 4 + 0] = ptr0;
};
module.exports.__wbindgen_error_new = function(arg0, arg1) {
const ret = new Error(getStringFromWasm0(arg0, arg1));
return addHeapObject(ret);
};
module.exports.__wbg_parse_3ac95b51fc312db8 = function() { return handleError(function (arg0, arg1) {
const ret = JSON.parse(getStringFromWasm0(arg0, arg1));
return addHeapObject(ret);
}, arguments) };
module.exports.__wbindgen_throw = function(arg0, arg1) {
throw new Error(getStringFromWasm0(arg0, arg1));
};
const path = require('path').join(__dirname, 'tiktoken_bg.wasm');
const bytes = require('fs').readFileSync(path);
const wasmModule = new WebAssembly.Module(bytes);
const wasmInstance = new WebAssembly.Instance(wasmModule, imports);
wasm = wasmInstance.exports;
module.exports.__wasm = wasm;

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let wasm;
export function __wbg_set_wasm(val) {
wasm = val;
}
const heap = new Array(128).fill(undefined);
heap.push(undefined, null, true, false);
function getObject(idx) { return heap[idx]; }
let heap_next = heap.length;
function dropObject(idx) {
if (idx < 132) return;
heap[idx] = heap_next;
heap_next = idx;
}
function takeObject(idx) {
const ret = getObject(idx);
dropObject(idx);
return ret;
}
let WASM_VECTOR_LEN = 0;
let cachedUint8Memory0 = null;
function getUint8Memory0() {
if (cachedUint8Memory0 === null || cachedUint8Memory0.byteLength === 0) {
cachedUint8Memory0 = new Uint8Array(wasm.memory.buffer);
}
return cachedUint8Memory0;
}
const lTextEncoder = typeof TextEncoder === 'undefined' ? (0, module.require)('util').TextEncoder : TextEncoder;
let cachedTextEncoder = new lTextEncoder('utf-8');
const encodeString = (typeof cachedTextEncoder.encodeInto === 'function'
? function (arg, view) {
return cachedTextEncoder.encodeInto(arg, view);
}
: function (arg, view) {
const buf = cachedTextEncoder.encode(arg);
view.set(buf);
return {
read: arg.length,
written: buf.length
};
});
function passStringToWasm0(arg, malloc, realloc) {
if (realloc === undefined) {
const buf = cachedTextEncoder.encode(arg);
const ptr = malloc(buf.length);
getUint8Memory0().subarray(ptr, ptr + buf.length).set(buf);
WASM_VECTOR_LEN = buf.length;
return ptr;
}
let len = arg.length;
let ptr = malloc(len);
const mem = getUint8Memory0();
let offset = 0;
for (; offset < len; offset++) {
const code = arg.charCodeAt(offset);
if (code > 0x7F) break;
mem[ptr + offset] = code;
}
if (offset !== len) {
if (offset !== 0) {
arg = arg.slice(offset);
}
ptr = realloc(ptr, len, len = offset + arg.length * 3);
const view = getUint8Memory0().subarray(ptr + offset, ptr + len);
const ret = encodeString(arg, view);
offset += ret.written;
}
WASM_VECTOR_LEN = offset;
return ptr;
}
function isLikeNone(x) {
return x === undefined || x === null;
}
let cachedInt32Memory0 = null;
function getInt32Memory0() {
if (cachedInt32Memory0 === null || cachedInt32Memory0.byteLength === 0) {
cachedInt32Memory0 = new Int32Array(wasm.memory.buffer);
}
return cachedInt32Memory0;
}
const lTextDecoder = typeof TextDecoder === 'undefined' ? (0, module.require)('util').TextDecoder : TextDecoder;
let cachedTextDecoder = new lTextDecoder('utf-8', { ignoreBOM: true, fatal: true });
cachedTextDecoder.decode();
function getStringFromWasm0(ptr, len) {
return cachedTextDecoder.decode(getUint8Memory0().subarray(ptr, ptr + len));
}
function addHeapObject(obj) {
if (heap_next === heap.length) heap.push(heap.length + 1);
const idx = heap_next;
heap_next = heap[idx];
heap[idx] = obj;
return idx;
}
let cachedUint32Memory0 = null;
function getUint32Memory0() {
if (cachedUint32Memory0 === null || cachedUint32Memory0.byteLength === 0) {
cachedUint32Memory0 = new Uint32Array(wasm.memory.buffer);
}
return cachedUint32Memory0;
}
function getArrayU32FromWasm0(ptr, len) {
return getUint32Memory0().subarray(ptr / 4, ptr / 4 + len);
}
function passArray8ToWasm0(arg, malloc) {
const ptr = malloc(arg.length * 1);
getUint8Memory0().set(arg, ptr / 1);
WASM_VECTOR_LEN = arg.length;
return ptr;
}
function passArray32ToWasm0(arg, malloc) {
const ptr = malloc(arg.length * 4);
getUint32Memory0().set(arg, ptr / 4);
WASM_VECTOR_LEN = arg.length;
return ptr;
}
function getArrayU8FromWasm0(ptr, len) {
return getUint8Memory0().subarray(ptr / 1, ptr / 1 + len);
}
/**
* @param {string} encoding
* @param {any} extend_special_tokens
* @returns {Tiktoken}
*/
export function get_encoding(encoding, extend_special_tokens) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passStringToWasm0(encoding, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
wasm.get_encoding(retptr, ptr0, len0, addHeapObject(extend_special_tokens));
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var r2 = getInt32Memory0()[retptr / 4 + 2];
if (r2) {
throw takeObject(r1);
}
return Tiktoken.__wrap(r0);
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {string} model
* @param {any} extend_special_tokens
* @returns {Tiktoken}
*/
export function encoding_for_model(model, extend_special_tokens) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passStringToWasm0(model, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
wasm.encoding_for_model(retptr, ptr0, len0, addHeapObject(extend_special_tokens));
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var r2 = getInt32Memory0()[retptr / 4 + 2];
if (r2) {
throw takeObject(r1);
}
return Tiktoken.__wrap(r0);
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
function handleError(f, args) {
try {
return f.apply(this, args);
} catch (e) {
wasm.__wbindgen_export_3(addHeapObject(e));
}
}
/**
*/
export class Tiktoken {
static __wrap(ptr) {
const obj = Object.create(Tiktoken.prototype);
obj.ptr = ptr;
return obj;
}
__destroy_into_raw() {
const ptr = this.ptr;
this.ptr = 0;
return ptr;
}
free() {
const ptr = this.__destroy_into_raw();
wasm.__wbg_tiktoken_free(ptr);
}
/**
* @param {string} tiktoken_bfe
* @param {any} special_tokens
* @param {string} pat_str
*/
constructor(tiktoken_bfe, special_tokens, pat_str) {
const ptr0 = passStringToWasm0(tiktoken_bfe, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
const ptr1 = passStringToWasm0(pat_str, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len1 = WASM_VECTOR_LEN;
const ret = wasm.tiktoken_new(ptr0, len0, addHeapObject(special_tokens), ptr1, len1);
return Tiktoken.__wrap(ret);
}
/**
* @returns {string | undefined}
*/
get name() {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
wasm.tiktoken_name(retptr, this.ptr);
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
let v0;
if (r0 !== 0) {
v0 = getStringFromWasm0(r0, r1).slice();
wasm.__wbindgen_export_2(r0, r1 * 1);
}
return v0;
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {string} text
* @param {any} allowed_special
* @param {any} disallowed_special
* @returns {Uint32Array}
*/
encode(text, allowed_special, disallowed_special) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passStringToWasm0(text, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
wasm.tiktoken_encode(retptr, this.ptr, ptr0, len0, addHeapObject(allowed_special), addHeapObject(disallowed_special));
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var r2 = getInt32Memory0()[retptr / 4 + 2];
var r3 = getInt32Memory0()[retptr / 4 + 3];
if (r3) {
throw takeObject(r2);
}
var v1 = getArrayU32FromWasm0(r0, r1).slice();
wasm.__wbindgen_export_2(r0, r1 * 4);
return v1;
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {string} text
* @returns {Uint32Array}
*/
encode_ordinary(text) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passStringToWasm0(text, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
wasm.tiktoken_encode_ordinary(retptr, this.ptr, ptr0, len0);
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var v1 = getArrayU32FromWasm0(r0, r1).slice();
wasm.__wbindgen_export_2(r0, r1 * 4);
return v1;
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {string} text
* @param {any} allowed_special
* @param {any} disallowed_special
* @returns {any}
*/
encode_with_unstable(text, allowed_special, disallowed_special) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passStringToWasm0(text, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
const len0 = WASM_VECTOR_LEN;
wasm.tiktoken_encode_with_unstable(retptr, this.ptr, ptr0, len0, addHeapObject(allowed_special), addHeapObject(disallowed_special));
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var r2 = getInt32Memory0()[retptr / 4 + 2];
if (r2) {
throw takeObject(r1);
}
return takeObject(r0);
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {Uint8Array} bytes
* @returns {number}
*/
encode_single_token(bytes) {
const ptr0 = passArray8ToWasm0(bytes, wasm.__wbindgen_export_0);
const len0 = WASM_VECTOR_LEN;
const ret = wasm.tiktoken_encode_single_token(this.ptr, ptr0, len0);
return ret >>> 0;
}
/**
* @param {Uint32Array} tokens
* @returns {Uint8Array}
*/
decode(tokens) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
const ptr0 = passArray32ToWasm0(tokens, wasm.__wbindgen_export_0);
const len0 = WASM_VECTOR_LEN;
wasm.tiktoken_decode(retptr, this.ptr, ptr0, len0);
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var v1 = getArrayU8FromWasm0(r0, r1).slice();
wasm.__wbindgen_export_2(r0, r1 * 1);
return v1;
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @param {number} token
* @returns {Uint8Array}
*/
decode_single_token_bytes(token) {
try {
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
wasm.tiktoken_decode_single_token_bytes(retptr, this.ptr, token);
var r0 = getInt32Memory0()[retptr / 4 + 0];
var r1 = getInt32Memory0()[retptr / 4 + 1];
var v0 = getArrayU8FromWasm0(r0, r1).slice();
wasm.__wbindgen_export_2(r0, r1 * 1);
return v0;
} finally {
wasm.__wbindgen_add_to_stack_pointer(16);
}
}
/**
* @returns {any}
*/
token_byte_values() {
const ret = wasm.tiktoken_token_byte_values(this.ptr);
return takeObject(ret);
}
}
export function __wbindgen_object_drop_ref(arg0) {
takeObject(arg0);
};
export function __wbindgen_is_undefined(arg0) {
const ret = getObject(arg0) === undefined;
return ret;
};
export function __wbg_stringify_029a979dfb73aa17() { return handleError(function (arg0) {
const ret = JSON.stringify(getObject(arg0));
return addHeapObject(ret);
}, arguments) };
export function __wbindgen_string_get(arg0, arg1) {
const obj = getObject(arg1);
const ret = typeof(obj) === 'string' ? obj : undefined;
var ptr0 = isLikeNone(ret) ? 0 : passStringToWasm0(ret, wasm.__wbindgen_export_0, wasm.__wbindgen_export_1);
var len0 = WASM_VECTOR_LEN;
getInt32Memory0()[arg0 / 4 + 1] = len0;
getInt32Memory0()[arg0 / 4 + 0] = ptr0;
};
export function __wbindgen_error_new(arg0, arg1) {
const ret = new Error(getStringFromWasm0(arg0, arg1));
return addHeapObject(ret);
};
export function __wbg_parse_3ac95b51fc312db8() { return handleError(function (arg0, arg1) {
const ret = JSON.parse(getStringFromWasm0(arg0, arg1));
return addHeapObject(ret);
}, arguments) };
export function __wbindgen_throw(arg0, arg1) {
throw new Error(getStringFromWasm0(arg0, arg1));
};

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/* tslint:disable */
/* eslint-disable */
export const memory: WebAssembly.Memory;
export function __wbg_tiktoken_free(a: number): void;
export function tiktoken_new(a: number, b: number, c: number, d: number, e: number): number;
export function tiktoken_name(a: number, b: number): void;
export function tiktoken_encode(a: number, b: number, c: number, d: number, e: number, f: number): void;
export function tiktoken_encode_ordinary(a: number, b: number, c: number, d: number): void;
export function tiktoken_encode_with_unstable(a: number, b: number, c: number, d: number, e: number, f: number): void;
export function tiktoken_encode_single_token(a: number, b: number, c: number): number;
export function tiktoken_decode(a: number, b: number, c: number, d: number): void;
export function tiktoken_decode_single_token_bytes(a: number, b: number, c: number): void;
export function tiktoken_token_byte_values(a: number): number;
export function get_encoding(a: number, b: number, c: number, d: number): void;
export function encoding_for_model(a: number, b: number, c: number, d: number): void;
export function __wbindgen_export_0(a: number): number;
export function __wbindgen_export_1(a: number, b: number, c: number): number;
export function __wbindgen_add_to_stack_pointer(a: number): number;
export function __wbindgen_export_2(a: number, b: number): void;
export function __wbindgen_export_3(a: number): void;

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@ -0,0 +1,31 @@
{
"name": "@dqbd/tiktoken",
"version": "1.0.0-alpha.1",
"description": "Javascript bindings for tiktoken",
"license": "MIT",
"scripts": {
"build": "run-s build:*",
"build:cleanup": "rm -rf dist/",
"build:rank": "tsx scripts/inline_ranks.ts",
"build:wasm": "run-s wasm:*",
"build:postprocess": "tsx scripts/post_process.ts",
"wasm:bundler": "wasm-pack build --target bundler --release --out-dir dist && rm -rf dist/.gitignore dist/README.md dist/package.json",
"wasm:node": "wasm-pack build --target nodejs --release --out-dir dist/node && rm -rf dist/node/.gitignore dist/node/README.md dist/node/package.json",
"test": "yarn vitest"
},
"repository": {
"type": "git",
"url": "https://github.com/dqbd/tiktoken"
},
"dependencies": {
"node-fetch": "^3.3.0"
},
"devDependencies": {
"@types/node": "^18.14.4",
"npm-run-all": "^4.1.5",
"ts-morph": "^17.0.1",
"tsx": "^3.12.3",
"typescript": "^4.9.5",
"vitest": "^0.28.5"
}
}

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@ -0,0 +1,14 @@
{
"compilerOptions": {
"target": "ES2022",
"lib": ["ESNext", "DOM"],
"module": "ES2020",
"moduleResolution": "node",
"strict": true,
"declaration": true,
"outDir": "./dist",
"allowSyntheticDefaultImports": true,
},
"include": ["./**/*.ts", "./**/*.js"],
"exclude": ["node_modules", "dist"]
}

100
src/tokenizer.ts 100644
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@ -0,0 +1,100 @@
import { encoding_for_model } from "./tiktoken/dist/tiktoken";
import { OpenAIMessage } from "./types";
const enc = encoding_for_model("gpt-3.5-turbo");
export function getTokenCount(input: string): number {
return enc.encode(input).length;
}
export function shortenStringToTokenCount(input: string, targetTokenCount: number) {
const tokens = enc.encode(input);
const buffer = enc.decode(tokens.slice(0, targetTokenCount));
return new TextDecoder().decode(buffer) + "(...)";
}
function serializeChatMLMessage(role: string, content: string) {
const encodedContent = JSON.stringify(content)
.replace(/^"/g, '').replace(/"$/g, '');
let chatml = '';
chatml += `{"token": "<|im_start|>"},\n `;
chatml += `"${role.toLocaleLowerCase}\\n${encodedContent}",\n `;
chatml += `{"token": "<|im_end|>"}, "\\n"`;
return chatml;
}
export function getTokenCountForMessages(messages: OpenAIMessage[]): number {
let chatml = '[\n';
for (let i = 0; i < messages.length; i++) {
const m = messages[i];
const serializeMessage = serializeChatMLMessage(m.role, m.content);
chatml += ' ' + serializeMessage;
if (i < messages.length - 1) {
chatml += ',';
}
chatml += '\n';
}
chatml += ']';
return getTokenCount(chatml);
}
export function selectMessagesToSendSafely(messages: OpenAIMessage[]) {
const maxTokens = 2048;
if (getTokenCountForMessages(messages) <= maxTokens) {
return messages;
}
const insertedSystemMessage = serializeChatMLMessage('system', 'Several messages not included due to space constraints');
const insertedSystemMessageTokenCount = getTokenCount(insertedSystemMessage);
const targetTokens = maxTokens - insertedSystemMessageTokenCount;
const firstUserMessageIndex = messages.findIndex(m => m.role === 'user');
let output = [...messages];
let removed = false;
// first, remove items in the 'middle' of the conversation until we're under the limit
for (let i = firstUserMessageIndex + 1; i < messages.length - 1; i++) {
if (getTokenCountForMessages(output) > targetTokens) {
output.splice(i, 1);
removed = true;
}
}
// if we're still over the limit, trim message contents from oldest to newest (excluding the latest)
if (getTokenCountForMessages(output) > targetTokens) {
for (let i = 0; i < output.length - 1 && getTokenCountForMessages(output) > targetTokens; i++) {
output[i].content = shortenStringToTokenCount(output[i].content, 20);
removed = true;
}
}
// if that still didn't work, just keep the system prompt and the latest message (truncated as needed)
if (getTokenCountForMessages(output) > targetTokens) {
const systemMessage = output.find(m => m.role === 'system')!;
const latestMessage = { ...messages[messages.length - 1] };
output = [systemMessage, latestMessage];
removed = true;
const excessTokens = Math.max(0, getTokenCountForMessages(output) - targetTokens);
if (excessTokens) {
const tokens = enc.encode(latestMessage.content);
const buffer = enc.decode(tokens.slice(0, Math.max(0, tokens.length - excessTokens)));
latestMessage.content = new TextDecoder().decode(buffer);
}
}
if (removed) {
output.splice(1, 0, {
role: 'system',
content: 'Several messages not included due to space constraints',
});
}
return output;
}