diff --git a/.prettierignore b/.prettierignore new file mode 100644 index 0000000..0a0bf75 --- /dev/null +++ b/.prettierignore @@ -0,0 +1,4 @@ +# Ignore artifacts: +.vscode +dist +node_modules \ No newline at end of file diff --git a/.vscode/launch.json b/.vscode/launch.json new file mode 100644 index 0000000..cb820c3 --- /dev/null +++ b/.vscode/launch.json @@ -0,0 +1,27 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "type": "node", + "request": "launch", + "name": "Launch Program", + "skipFiles": [ + "/**" + ], + "program": "${file}", + "args":[ + "--modelPath", + "", + "--inputDir", + "", + "--outDir", + "", + "--gpuLayers", + "" + ] + } + ] +} \ No newline at end of file diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..1563296 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,3 @@ +# Contributing Guidelines + +Thank you for your interest in contributing. At this time, the project is still in it's infancy. So, there's not a lot of structure or guard rails in place for contributions. However, if you have an idea or want to help in any way, please feel free to open an issue, send a message or create a PR against main. \ No newline at end of file diff --git a/README.md b/README.md index 49253df..c25162a 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,33 @@ # genai-gamelist -Use generative AI to create retropie gamelist.xml files. +genai-gamelist is a Command Line tool for creating retropie gamelist.xml files. + +## Local Development + +### Setup + +1. clone this repo +2. install nodejs 18.x +3. npm install +4. **optional** compile node-llama-cpp for [CUDA](https://withcatai.github.io/node-llama-cpp/guide/CUDA) +5. download meta's [llama2](https://ai.meta.com/llama/) LLM +6. convert llama2's to gguf file using [llama-cpp](https://github.com/ggerganov/llama.cpp#prepare-data--run) + +### Building + +```bash +npm run format +npm run build +``` + +### Running + +```bash +node dist/index.js \ + --modelPath \ + --inputDir \ + --outDir +``` + +### Debugging + +A vscode debugging file is pushed with this repo. 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./src/ --write", + "test": "echo \"Error: no test specified\" && exit 1", + "build": "tsc" + }, + "repository": { + "type": "git", + "url": "git+https://github.com/Zambonilli/genai-gamelist.git" + }, + "keywords": [], + "author": "", + "license": "ISC", + "bugs": { + "url": "https://github.com/Zambonilli/genai-gamelist/issues" + }, + "homepage": "https://github.com/Zambonilli/genai-gamelist#readme", + "dependencies": { + "@aislamov/diffusers.js": "^0.9.3", + "commander": "^11.1.0", + "node-llama-cpp": "^3.0.0-beta.1", + "pngjs": "^7.0.0", + "xml2js": "^0.6.2" + }, + "devDependencies": { + "@tsconfig/node18": "^18.2.2", + "@types/pngjs": "^6.0.4", + "@types/xml2js": "^0.4.14", + "prettier": "3.1.1", + "typescript": "^5.3.3" + }, + "type": "module" +} diff --git a/src/index.ts b/src/index.ts new file mode 100644 index 0000000..de4a20d --- /dev/null +++ b/src/index.ts @@ -0,0 +1,225 @@ +import * as fsPromises from "fs/promises"; +import fs from "fs"; +import { pipeline } from "node:stream/promises"; +import path from "path"; +import { program } from "commander"; +import xml2js from "xml2js"; +import { + LlamaModel, + LlamaContext, + LlamaChatSession, + LlamaJsonSchemaGrammar, +} from "node-llama-cpp"; +// @ts-ignore +import { DiffusionPipeline } from "@aislamov/diffusers.js"; +import { PNG } from "pngjs"; + +// TODO figure out why LlamaJsonSchemaGrammar ctor is defined w/an arg +// @ts-ignore +const gameResponseSchema = new LlamaJsonSchemaGrammar({ + type: "object", + properties: { + name: { + type: "string", + }, + desc: { + type: "string", + }, + rating: { + type: "number", + }, + releasedate: { + type: "string", + }, + developer: { + type: "string", + }, + publisher: { + type: "string", + }, + genre: { + type: "string", + }, + players: { + type: "number", + }, + }, +}); + +const setupOutDir = async (outDir: string) => { + try { + const statResults = await fsPromises.stat(outDir); + + if (statResults.isDirectory()) { + console.log(`deleting existing output at ${outDir}.`); + await fsPromises.rm(outDir, { recursive: true }); + console.log(`deleted existing output at ${outDir}.`); + } + } catch { + // does not exist + } + + await fsPromises.mkdir(outDir); + await fsPromises.mkdir(path.join(outDir, "media")); + await fsPromises.mkdir(path.join(outDir, "media", "images")); + console.log(`created outDir ${outDir}.`); +}; + +(async function main() { + try { + program + .option("-m, --modelPath ", "path to your llama2 guff file") + .option("-i, --inputDir ", "path to a directory with rom files") + .option("-o, --outDir ", "path to a directory for the results") + .option( + "-g, --gpuLayers ", + "number of gpu layers to use with llama2", + "1", + ) + .action( + async (options: { + modelPath: string; + inputDir: string; + outDir: string; + gpuLayers: string; + }) => { + const { modelPath, inputDir, outDir, gpuLayers } = options; + + await setupOutDir(outDir); + + console.log(`loading model from ${modelPath}.`); + const model = new LlamaModel({ + modelPath, + gpuLayers: parseInt(gpuLayers), + }); + const context = new LlamaContext({ + model, + contextSize: 4096, + //batchSize: 528, + }); + const session = new LlamaChatSession({ + contextSequence: context.getSequence(), + systemPrompt: ` + Create a JSON document with the following fields and values for a \ + North American Sega Genesis game rom file. + + name: string, the displayed name for the game + desc: string, a description of the game including any media description released, characters, plot points, goals, etc + rating: float, the rating for the game, expressed as a floating point number between 0 and 1. Arbitrary values are fine (ES can display half-stars, quarter-stars, etc). + releasedate: datetime, the date the game was released. Displayed as date only, time is ignored. + developer: string, the development studio that created the game. + publisher: string, the company that published the game. + genre: string, the (primary) genre for the game. + players: integer, the number of players the game supports. + `, + }); + console.log(`loaded model from ${modelPath}.`); + + const results: { + gameList: { + game: { + name: string; + desc: string; + image?: string; + thumbnail?: string; + rating: number; + releasedate: string; + developer: string; + publisher: string; + genre: string; + players: number; + }; + }[]; + } = { gameList: [] }; + + console.log(`reading rom files from ${inputDir}`); + const files = (await fsPromises.readdir(inputDir)).filter((f) => + f.endsWith(".zip"), + ); + console.log(`read ${files.length} rom files from ${inputDir}`); + + for (const file of files) { + try { + console.log(`starting ${file}`); + + const response = await session.prompt(`rom file "${file}"`, { + // @ts-ignore + grammar: gameResponseSchema, + }); + results.gameList.push({ game: JSON.parse(response) }); + } catch (err: any) { + console.error(`error: ${err.message} ${err.stack}`); + } finally { + console.log(`finished ${file}`); + } + } + + // explicitly free up the model so we get cpu/gpu memory reclaimed + // TODO watch for destructor support + model.dispose(); + + console.log("starting image generation"); + + const pipe = await DiffusionPipeline.fromPretrained( + "aislamov/stable-diffusion-2-1-base-onnx", + { + revision: "cpu", + }, + ); + for (const game of results.gameList) { + const images = await pipe.run({ + prompt: `An image for the Sega Genesis game ${game.game.name} about ${game.game.desc}`, + negativePrompt: "", + numInferenceSteps: 30, + sdV1: false, + height: 768, + width: 768, + guidanceScale: 7.5, + img2imgFlag: false, + progressCallback: (progress: any) => { + console.log(`${progress.statusText}`); + }, + }); + + const data = await images[0] + .mul(255) + .round() + .clipByValue(0, 255) + .transpose(0, 2, 3, 1); + const p = new PNG({ width: 512, height: 512, inputColorType: 2 }); + p.data = Buffer.from(data.data); + + const imgPath = path.join( + outDir, + "media", + "images", + `${game.game.name.toLowerCase()}.png`, + ); + await pipeline(p.pack(), fs.createWriteStream(imgPath)); + console.log(`image saved for ${game.game.name} to ${imgPath}`); + + game.game.image = `./media/images/${game.game.name}.png`; + } + + // write file + const outputFilePath = path.join(outDir, "gamelist.xml"); + const builder = new xml2js.Builder(); + await fsPromises.writeFile( + path.join(outDir, "gamelist.xml"), + builder.buildObject(results), + "utf-8", + ); + + console.log(`wrote ${outputFilePath} file`); + }, + ); + + await program.parseAsync(process.argv); + + console.log("finished"); + process.exit(0); + } catch (err: any) { + console.error(`fatal error ${err.message} ${err.stack}`); + process.exit(1); + } +})(); diff --git a/tsconfig.json b/tsconfig.json new file mode 100644 index 0000000..4877554 --- /dev/null +++ b/tsconfig.json @@ -0,0 +1,11 @@ +{ + "extends": "@tsconfig/node18/tsconfig.json", + "compilerOptions": { + "sourceMap": true, + "outDir": "dist" + }, + "include": [ + "src/**/*" + ], + "exclude": [] +} \ No newline at end of file