From afa5a86ce66b0c1ad1fa595b477c7ace6f702f2f Mon Sep 17 00:00:00 2001 From: David Souther Date: Tue, 16 Jan 2024 13:00:44 -0500 Subject: [PATCH] Tools: ailly index plugin (#5863) * Ailly plugin for snippets --- .tools/ailly/.gitignore | 2 + .tools/ailly/package-lock.json | 2437 ++++++++++++++++++++++++++++++++ .tools/ailly/package.json | 7 + .tools/ailly/plugin.mjs | 192 +++ 4 files changed, 2638 insertions(+) create mode 100644 .tools/ailly/.gitignore create mode 100644 .tools/ailly/package-lock.json create mode 100644 .tools/ailly/package.json create mode 100644 .tools/ailly/plugin.mjs diff --git a/.tools/ailly/.gitignore b/.tools/ailly/.gitignore new file mode 100644 index 00000000000..acb1e4b2244 --- /dev/null +++ b/.tools/ailly/.gitignore @@ -0,0 +1,2 @@ +.vectors +node_modules diff --git a/.tools/ailly/package-lock.json b/.tools/ailly/package-lock.json new file mode 100644 index 00000000000..72538da4618 --- /dev/null +++ b/.tools/ailly/package-lock.json @@ -0,0 +1,2437 @@ +{ + 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"@ailly/core": "^1.0.2" + } +} diff --git a/.tools/ailly/plugin.mjs b/.tools/ailly/plugin.mjs new file mode 100644 index 00000000000..0ef0413e8a5 --- /dev/null +++ b/.tools/ailly/plugin.mjs @@ -0,0 +1,192 @@ +// INSTALLATION: +// In this directory: +// +// npm install + +// USAGE: +// In this directory: +// (nb these are for bash, please adjust ${PWD} as necessary for bash/powershell) +// +// npx ailly --plugin file://${PWD}/plugin.mjs --engine bedrock \ +// --root ../../[language]/example/[service] \ +// --out ../../[language]/example/[service]/scouts/[target language] \ +// --prompt "Translate to [target language]. [Additional instructions.]" +// +// TODO: +// python3 .tools/ailly/ailly.py --target Rust:1 --source Python:3 --service cloudwatch-logs + +// DATA: +// Get the vector file from davidsouther via S3 presigned URL +// MacOS: +// cd .tools/ailly +// rm -rf .vectors +// curl [presigned_url] > vectors-12-15.zip +// unzip vectors-12-15.zip + +import { readFile } from "node:fs/promises"; +import { join } from "node:path"; +import { fileURLToPath } from "node:url"; +import { Ailly } from "@ailly/core"; + +const LANGUAGES = [ + "cpp", + "dotnetv3", + "gov2", + "java2", + "php", + "rust", + "python", + "javascriptv3", +]; + +const SIMILAR = 0.8; +const SAME = 0.99609375; +const TOP_N = 5; +const PER_LANG = 3; + +const Best = { + javascriptv3: [ + { + score: 0.9, + language: "javascriptv3", + name: "javascript.v3.dynamodb.hello.txt", + }, + { + score: 0.9, + language: "javascriptv3", + name: "javascript.v3.glue.hello.txt", + }, + { + score: 0.9, + language: "javascriptv3", + name: "javascript.v3.support.scenarios.Hello.txt", + }, + ], + python: [ + { + score: 0.9, + language: "python", + name: "python.example_code.python.LambdaWrapper.full.txt", + }, + { + score: 0.9, + language: "python", + name: "python.example_code.rds.helper.InstanceWrapper_full.txt", + }, + { + score: 0.9, + language: "python", + name: "python.example_code.sfn.Scenario_GetStartedStateMachines.txt", + }, + ], + rust: [ + { + score: 0.9, + language: "rust", + name: "ec2.rust.create-instance.txt", + }, + { + score: 0.9, + language: "rust", + name: "logging.rust.main.txt", + }, + { + score: 0.9, + language: "rust", + name: "s3.rust.list-buckets.txt", + }, + ], +}; + +class MyRAG extends Ailly.RAG { + constructor(engine, _path) { + super(engine, join(fileURLToPath(import.meta.url), "../.vectors")); + } + + async init() { + if (!(await this.index.isIndexCreated())) { + await this.index.createIndex(); + } + await this.index.loadIndexData(); + this.index._data.items.forEach((item) => { + if (Array.isArray(item.vector)) return; + const vector = Buffer.from(item.vector, "base64"); + // 1536 is a common vector length for encodings. This is a heuristic to load it into a Float32Array, + // which is faster for per-element dot product computations than native arrays. + if (vector.length === 1536 * 4) + item.vector = new Float32Array(vector.buffer); + }); + return this; + } + + /* + 1. From every language, get best three (PER_LANG). + 1. Filter on similarity (cosine >= SIMILAR), to guard on bad results + 2. and sameness (cosine <= SAME), to not include the same snippet as the source + 2. From best three per language, take five (TOP_N) total (with at least three languages included) + */ + async augment(content) { + const vector = await this.engine.vector(content.prompt, {}); + const map = ( + await Promise.all( + LANGUAGES.map(async (language) => [ + ...(Best[language] ?? []), + ...( + await this.index.queryItems(vector, PER_LANG, { language }) + ) + .filter(({ score }) => score >= SIMILAR && score < SAME) + .map(({ score, item }) => ({ + score, + path: item.metadata.path, + name: item.metadata.name, + language, + })), + ]) + ) + ).flat(); + + map.sort((a, b) => b.score - a.score); + const tmpResult = map.slice(0, TOP_N); + + const results = tmpResult.map(async ({ score, name, language }) => ({ + score, + name, + language, + content: await readFile(join(".vectors", name), { encoding: "utf8" }), + })); + + console.log( + "Found augmentations", + results.map((m) => m.name) + ); + + content.augment = await Promise.all(results); + } +} + +export default async function makeSDKExamplesPlugin(engine, { root: path }) { + return new MyRAG(engine).init(); +} + +async function cli() { + const engine = await Ailly.getEngine("openai"); + const plugin = await makeSDKExamplesPlugin(engine, { root: process.cwd() }); + const content = { + path: "./test.txt", + name: "test.txt", + prompt: "Create an example using cloudwatch logs that includes pagination.", + }; + await plugin.augment(content); + console.log(content.prompt); + console.table( + content.augment.map(({ score, language, name }) => ({ + score, + language, + name, + })) + ); +} + +if (process.argv[1] === fileURLToPath(import.meta.url)) { + await cli(); +}