From 43287a832938ac53282a246e14eb645f78fe6f64 Mon Sep 17 00:00:00 2001
From: Ivan Pegashev <kj99001@gmail.com>
Date: Mon, 22 Apr 2024 18:06:48 +0300
Subject: [PATCH] feat(prompt): use tokenizer from @xenova/transformers

---
 package-lock.json                     | 1692 +++++++++++++++++--------
 package.json                          |   23 +-
 src/common/completion/index.ts        |    1 -
 src/common/prompt/promptCompletion.ts |  130 +-
 src/common/prompt/tokenizer.ts        |   19 +
 src/extension.ts                      |    3 +
 webpack.config.js                     |   46 +
 7 files changed, 1260 insertions(+), 654 deletions(-)
 create mode 100644 src/common/prompt/tokenizer.ts
 create mode 100644 webpack.config.js

diff --git a/package-lock.json b/package-lock.json
index c4d1702..f3f4058 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -12,6 +12,7 @@
         "@grafana/faro-core": "^1.3.5",
         "@grafana/faro-web-sdk": "^1.3.5",
         "@langchain/community": "^0.0.27",
+        "@xenova/transformers": "^2.17.1",
         "langchain": "^0.1.17"
       },
       "devDependencies": {
@@ -22,11 +23,13 @@
         "@typescript-eslint/parser": "^6.9.0",
         "@vscode/test-electron": "^2.3.6",
         "@vscode/vsce": "^2.22.0",
-        "esbuild": "^0.19.11",
         "eslint": "^8.52.0",
         "glob": "^10.3.10",
         "mocha": "^10.2.0",
-        "typescript": "^5.2.2"
+        "ts-loader": "^9.5.1",
+        "typescript": "^5.2.2",
+        "webpack": "^5.91.0",
+        "webpack-cli": "^5.1.4"
       },
       "engines": {
         "vscode": "^1.84.0"
@@ -57,372 +60,13 @@
         "web-streams-polyfill": "^3.2.1"
       }
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@@ -515,8 +159,6 @@
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@@ -598,6 +240,64 @@
         "url": "https://github.com/chalk/strip-ansi?sponsor=1"
       }
     },
+    "node_modules/@jridgewell/gen-mapping": {
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+    },
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-      "optional": true,
-      "peer": true
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@@ -6051,6 +6470,19 @@
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@@ -6093,6 +6671,12 @@
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@@ -6196,8 +6780,7 @@
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diff --git a/package.json b/package.json
index 2531533..a44d67c 100644
--- a/package.json
+++ b/package.json
@@ -30,7 +30,7 @@
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     "onStartupFinished"
   ],
-  "main": "./out/extension.js",
+  "main": "./dist/extension.js",
   "contributes": {
     "menus": {
       "view/title": [
@@ -167,19 +167,19 @@
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   },
   "scripts": {
-    "vscode:prepublish": "rm -rf out && npm run esbuild-base -- --minify",
-    "esbuild-base": "esbuild ./src/extension.ts --bundle --outfile=out/extension.js --external:vscode --format=cjs --platform=node --minify",
-    "esbuild": "npm run esbuild-base -- --sourcemap",
-    "esbuild-watch": "npm run esbuild-base -- --sourcemap --watch",
+    "vscode:prepublish": "rm -rf dist && npm run webpack-build",
     "test-compile": "tsc -p ./",
     "increment:patch": "vsce publish patch",
     "deploy": "vsce publish --npm",
-    "compile": "tsc -p ./",
-    "watch": "tsc -watch -p ./",
+    "compile": "npm run webpack",
+    "watch": "npm run webpack-dev",
     "package": "vsce package",
     "pretest": "npm run compile && npm run lint",
     "lint": "eslint src --ext ts",
-    "test": "node ./out/test/runTest.js"
+    "test": "node ./out/test/runTest.js",
+    "webpack": "webpack --mode development",
+    "webpack-dev": "webpack --mode development --watch",
+    "webpack-build": "webpack --mode production --devtool hidden-source-map"
   },
   "devDependencies": {
     "@types/mocha": "^10.0.3",
@@ -189,16 +189,19 @@
     "@typescript-eslint/parser": "^6.9.0",
     "@vscode/test-electron": "^2.3.6",
     "@vscode/vsce": "^2.22.0",
-    "esbuild": "^0.19.11",
     "eslint": "^8.52.0",
     "glob": "^10.3.10",
     "mocha": "^10.2.0",
-    "typescript": "^5.2.2"
+    "ts-loader": "^9.5.1",
+    "typescript": "^5.2.2",
+    "webpack": "^5.91.0",
+    "webpack-cli": "^5.1.4"
   },
   "dependencies": {
     "@grafana/faro-core": "^1.3.5",
     "@grafana/faro-web-sdk": "^1.3.5",
     "@langchain/community": "^0.0.27",
+    "@xenova/transformers": "^2.17.1",
     "langchain": "^0.1.17"
   }
 }
\ No newline at end of file
diff --git a/src/common/completion/index.ts b/src/common/completion/index.ts
index 08c9a25..806bd26 100644
--- a/src/common/completion/index.ts
+++ b/src/common/completion/index.ts
@@ -76,7 +76,6 @@ export const getInlineCompletionProvider = (
         additionalDocuments: additionalDocuments,
         position: position,
         maxTokenExpect: triggerAuto ? maxToken : 2000,
-        url: serverUrl,
       });
 
       const parameters = triggerAuto
diff --git a/src/common/prompt/promptCompletion.ts b/src/common/prompt/promptCompletion.ts
index c9c2490..fa4ffd6 100644
--- a/src/common/prompt/promptCompletion.ts
+++ b/src/common/prompt/promptCompletion.ts
@@ -1,27 +1,23 @@
 import * as vscode from "vscode";
 import path from "node:path";
 import Logger from "../logger";
+import { tokenizer } from "./tokenizer";
 
-const tokenize = async (text: string, url: string) => {
+const tokenize = async (text: string): Promise<number> => {
   try {
-    const body = JSON.stringify({
-      content: text,
-    });
-    const res = await fetch(`${url}/tokenize`, {
-      body: body,
-      method: "POST",
-      headers: {
-        Connection: "keep-alive",
-        "Content-Type": "application/json",
-      },
-      keepalive: true,
-    });
-
-    const json = (await res.json()) as {
-      tokens: number[];
-    };
-
-    return json.tokens.length;
+    const startLocal = performance.now();
+
+    const tokens = tokenizer.encode(text);
+
+    const endLocal = performance.now();
+
+    Logger.debug(
+      `Tokenized ${text.length} local: ${(endLocal - startLocal).toFixed(
+        2
+      )} CountTokens: ${tokens.length}`
+    );
+
+    return tokens.length + 1;
   } catch (error) {
     return 0;
   }
@@ -29,9 +25,10 @@ const tokenize = async (text: string, url: string) => {
 
 const getTextNormalized = (text: string) => {
   return text
-    .replace("<｜fim▁begin｜>", "")
-    .replace("<｜fim▁hole｜>", "")
-    .replace("<｜fim▁end｜>", "");
+    .replace("<|fim_prefix|>", "")
+    .replace("<|fim_middle|>", "")
+    .replace("<|fim_suffix|>", "")
+    .replace("<|file_separator|>", "");
 };
 
 const spliteDocumentByPosition = (
@@ -54,25 +51,19 @@ const spliteDocumentByPosition = (
   );
   return [textBefore, textAfter];
 };
-const inverseSquareRoot = (x: number) => 1 / Math.sqrt(x);
-const randomFromInterval = (min: number, max: number) =>
-  Math.floor(Math.random() * (max - min + 1) + min);
 
 const processingDocumentWithPosition = async ({
   document,
   position,
-  url,
   maxToken,
 }: {
   document: vscode.TextDocument;
   position: vscode.Position;
-  url: string;
   maxToken: number;
 }) => {
   const [textBefore, textAfter] = spliteDocumentByPosition(document, position);
 
-  let beforeTokens = maxToken / 2;
-  let afterTokens = maxToken / 2;
+  let textLength = maxToken;
 
   let textBeforeSlice: string;
   let textAfterSlice: string;
@@ -80,15 +71,15 @@ const processingDocumentWithPosition = async ({
   let tokens = 0;
 
   while (true) {
-    textBeforeSlice = textBefore.slice(beforeTokens * 3 * -1);
-    textAfterSlice = textAfter.slice(0, afterTokens * 3);
+    textBeforeSlice = textBefore.slice((textLength / 2) * 3 * -1);
+    textAfterSlice = textAfter.slice(0, (textLength / 2) * 3);
+
+    tokens = await tokenize(textBeforeSlice + textAfterSlice);
 
-    tokens = await tokenize(textBeforeSlice + textAfterSlice, url);
     const tokenDifference = Math.abs(maxToken - tokens);
-    const maxDifference = Math.max(maxToken * 0.1, 10);
+    const maxDifference = Math.max(maxToken * 0.1, 50);
 
-    const documentName = document.fileName;
-    Logger.debug(`${documentName} document tokens: ${tokens}`);
+    Logger.debug(`${document.fileName} document tokens: ${tokens}`);
     if (
       (tokens <= maxToken &&
         textBeforeSlice.length >= textBefore.length &&
@@ -102,64 +93,41 @@ const processingDocumentWithPosition = async ({
     }
 
     if (tokens <= maxToken) {
-      beforeTokens +=
-        inverseSquareRoot(beforeTokens / maxToken) *
-        randomFromInterval(30, 60) *
-        4;
-      afterTokens +=
-        inverseSquareRoot(afterTokens / maxToken) *
-        randomFromInterval(30, 60) *
-        4;
+      textLength += 30;
     } else {
-      beforeTokens -=
-        inverseSquareRoot(beforeTokens / maxToken) *
-        randomFromInterval(30, 60) *
-        4;
-      afterTokens -=
-        inverseSquareRoot(afterTokens / maxToken) *
-        randomFromInterval(30, 60) *
-        4;
+      textLength -= 60;
     }
   }
 };
 
 const processingDocument = async ({
   document,
-  url,
   maxToken,
 }: {
   document: vscode.TextDocument;
-  url: string;
   maxToken: number;
 }) => {
   const text = getTextNormalized(document.getText());
 
-  let tokens = maxToken;
+  let textLength = maxToken;
 
   let textSlice: string;
 
-  while (true) {
-    Logger.debug("New iteration of the while loop");
+  let tokens = 0;
 
-    textSlice = text.slice(0, Number(tokens.toFixed(0)) * 3);
+  while (true) {
+    textSlice = text.slice(0, Number(textLength.toFixed(0)) * 3);
 
-    tokens = await tokenize(textSlice, url);
+    tokens = await tokenize(textSlice);
 
     const tokenDifference = Math.abs(maxToken - tokens);
-    const maxDifference = Math.max(maxToken * 0.05, 10);
+    const maxDifference = Math.max(maxToken * 0.1, 50);
 
-    const logMessage = `Text slice length: ${textSlice.length}, Tokens after tokenization: ${tokens}, Max token: ${maxToken}, Token difference: ${tokenDifference}`;
-
-    Logger.debug(logMessage);
-
-    const documentName = document.fileName;
-    Logger.debug(`${documentName} document tokens: ${tokens}`);
+    Logger.debug(`${document.fileName} document tokens: ${tokens}`);
     if (
       (tokens <= maxToken && textSlice.length >= text.length) ||
       tokenDifference <= maxDifference
     ) {
-      Logger.debug(`${documentName} document tokens resualt: ${tokens}`);
-
       return {
         documentText: textSlice,
         documentTokens: tokens,
@@ -167,23 +135,9 @@ const processingDocument = async ({
     }
 
     if (tokens <= maxToken) {
-      const ratio = tokens / maxToken;
-      Logger.debug(`Calculating increment for ratio: ${ratio}`);
-
-      const increment = inverseSquareRoot(ratio) * randomFromInterval(10, 20);
-      Logger.debug(`Increment calculated: ${increment}`);
-
-      tokens += increment;
-      Logger.debug(`Tokens incremented by: ${increment}`);
+      textLength += 30;
     } else {
-      const ratio = tokens / maxToken;
-      Logger.debug(`Calculating decrement for ratio: ${ratio}`);
-
-      const decrement = inverseSquareRoot(ratio) * randomFromInterval(250, 500);
-      Logger.debug(`Decrement calculated: ${decrement}`);
-
-      tokens -= decrement;
-      Logger.debug(`Tokens decremented by: ${decrement}`);
+      textLength -= 60;
     }
   }
 };
@@ -199,15 +153,15 @@ export const getPromptCompletion = async ({
   additionalDocuments,
   position,
   maxTokenExpect = 200,
-  url,
 }: {
   activeDocument: vscode.TextDocument;
   additionalDocuments: vscode.TextDocument[];
   position: vscode.Position;
   maxTokenExpect: number;
-  url: string;
 }) => {
-  const maxTokenHardLimit = 10000;
+  const start = performance.now();
+
+  const maxTokenHardLimit = 6000;
   const maxToken =
     maxTokenExpect > maxTokenHardLimit ? maxTokenHardLimit : maxTokenExpect;
 
@@ -218,7 +172,6 @@ export const getPromptCompletion = async ({
     document: activeDocument,
     position,
     maxToken,
-    url,
   });
 
   let additionalDocumentsText = "";
@@ -235,7 +188,6 @@ export const getPromptCompletion = async ({
       const { documentText, documentTokens } = await processingDocument({
         document,
         maxToken: restTokens,
-        url,
       });
       const documentName = document.fileName;
 
@@ -263,7 +215,9 @@ export const getPromptCompletion = async ({
         getRelativePath(activeDocument.uri) +
         "\n" +
         "<|fim_prefix|>";
+  const end = performance.now();
 
+  Logger.debug(`Full Time: ${(end - start).toFixed(2)}ms`);
   const prompt = `${additionalDocumentsText}${activeDocumentFileName}${activeDocumentText}<|fim_middle|>`;
 
   return prompt;
diff --git a/src/common/prompt/tokenizer.ts b/src/common/prompt/tokenizer.ts
new file mode 100644
index 0000000..fc783f4
--- /dev/null
+++ b/src/common/prompt/tokenizer.ts
@@ -0,0 +1,19 @@
+import Logger from "../logger";
+
+class Tokenizer {
+  private tokenizer: any;
+  public async init() {
+    const { AutoTokenizer } = await import("@xenova/transformers");
+    this.tokenizer = await AutoTokenizer.from_pretrained(
+      "Xenova/gemma-tokenizer"
+    );
+    Logger.info("Tokenizer inited");
+  }
+  public encode(text: string): number[] {
+    return this.tokenizer.encode(text);
+  }
+}
+
+const tokenizer = new Tokenizer();
+
+export { tokenizer };
diff --git a/src/extension.ts b/src/extension.ts
index 857e42a..0c0eea3 100644
--- a/src/extension.ts
+++ b/src/extension.ts
@@ -7,10 +7,12 @@ import { FirecoderTelemetrySenderInstance } from "./common/telemetry";
 import { configuration } from "./common/utils/configuration";
 import { state } from "./common/utils/state";
 import { ChatPanel } from "./common/panel/chat";
+import { tokenizer } from "./common/prompt/tokenizer";
 
 export async function activate(context: vscode.ExtensionContext) {
   FirecoderTelemetrySenderInstance.init(context);
   vscode.env.createTelemetryLogger(FirecoderTelemetrySenderInstance);
+
   state.global.init(context.globalState);
   state.workspace.init(context.workspaceState);
 
@@ -32,6 +34,7 @@ export async function activate(context: vscode.ExtensionContext) {
   );
 
   statusBar.init(context);
+  await tokenizer.init();
 
   context.subscriptions.push(
     vscode.commands.registerCommand(
diff --git a/webpack.config.js b/webpack.config.js
new file mode 100644
index 0000000..404b695
--- /dev/null
+++ b/webpack.config.js
@@ -0,0 +1,46 @@
+//@ts-check
+
+"use strict";
+
+const path = require("path");
+const webpack = require("webpack");
+
+/**@type {import('webpack').Configuration}*/
+const config = {
+  target: "node",
+  mode: "none",
+  entry: "./src/extension.ts",
+  output: {
+    path: path.resolve(__dirname, "dist"),
+    filename: "extension.js",
+    libraryTarget: "commonjs2",
+    devtoolModuleFilenameTemplate: "../[resource-path]",
+  },
+  devtool: "source-map",
+  externals: {
+    vscode: "commonjs vscode",
+  },
+  resolve: {
+    mainFields: ["module", "main"],
+    extensions: [".ts", ".js"],
+    alias: {
+      sharp$: false,
+      "onnxruntime-node$": false,
+    },
+    fallback: {},
+  },
+  module: {
+    rules: [
+      {
+        test: /\.ts$/,
+        exclude: /node_modules/,
+        use: [
+          {
+            loader: "ts-loader",
+          },
+        ],
+      },
+    ],
+  },
+};
+module.exports = config;