* feat: move necessary files to jan root Signed-off-by: James <james@jan.ai> * chore: check model dir --------- Signed-off-by: James <james@jan.ai> Co-authored-by: James <james@jan.ai> Co-authored-by: Louis <louis@jan.ai>
256 lines
7.9 KiB
TypeScript
256 lines
7.9 KiB
TypeScript
const fs = require("fs");
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const kill = require("kill-port");
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const path = require("path");
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const { spawn } = require("child_process");
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const tcpPortUsed = require("tcp-port-used");
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const fetchRetry = require("fetch-retry")(global.fetch);
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// The PORT to use for the Nitro subprocess
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const PORT = 3928;
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const LOCAL_HOST = "127.0.0.1";
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const NITRO_HTTP_SERVER_URL = `http://${LOCAL_HOST}:${PORT}`;
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const NITRO_HTTP_LOAD_MODEL_URL = `${NITRO_HTTP_SERVER_URL}/inferences/llamacpp/loadmodel`;
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const NITRO_HTTP_UNLOAD_MODEL_URL = `${NITRO_HTTP_SERVER_URL}/inferences/llamacpp/unloadModel`;
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const NITRO_HTTP_VALIDATE_MODEL_URL = `${NITRO_HTTP_SERVER_URL}/inferences/llamacpp/modelstatus`;
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// The subprocess instance for Nitro
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let subprocess = null;
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let currentModelFile = null;
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/**
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* The response from the initModel function.
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* @property error - An error message if the model fails to load.
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*/
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interface InitModelResponse {
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error?: any;
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}
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/**
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* Initializes a Nitro subprocess to load a machine learning model.
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* @param modelFile - The name of the machine learning model file.
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* @returns A Promise that resolves when the model is loaded successfully, or rejects with an error message if the model is not found or fails to load.
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* TODO: Should pass absolute of the model file instead of just the name - So we can modurize the module.ts to npm package
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* TODO: Should it be startModel instead?
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*/
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function initModel(modelFile: string): Promise<InitModelResponse> {
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// 1. Check if the model file exists
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currentModelFile = modelFile;
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return (
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// 1. Check if the port is used, if used, attempt to unload model / kill nitro process
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validateModelVersion()
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.then(checkAndUnloadNitro)
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// 2. Spawn the Nitro subprocess
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.then(spawnNitroProcess)
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// 3. Wait until the port is used (Nitro http server is up)
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.then(() => tcpPortUsed.waitUntilUsed(PORT, 300, 30000))
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// 4. Load the model into the Nitro subprocess (HTTP POST request)
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.then(loadLLMModel)
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// 5. Check if the model is loaded successfully
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.then(validateModelStatus)
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.catch((err) => {
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return { error: err };
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})
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);
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}
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/**
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* Loads a LLM model into the Nitro subprocess by sending a HTTP POST request.
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* @returns A Promise that resolves when the model is loaded successfully, or rejects with an error message if the model is not found or fails to load.
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*/
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function loadLLMModel(): Promise<Response> {
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const config = {
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llama_model_path: currentModelFile,
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ctx_len: 2048,
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ngl: 100,
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embedding: false, // Always enable embedding mode on
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};
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// Load model config
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return fetchRetry(NITRO_HTTP_LOAD_MODEL_URL, {
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method: "POST",
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headers: {
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"Content-Type": "application/json",
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},
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body: JSON.stringify(config),
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retries: 3,
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retryDelay: 500,
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}).catch((err) => {
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console.error(err);
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// Fetch error, Nitro server might not started properly
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throw new Error("Model loading failed.");
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});
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}
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/**
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* Validates the status of a model.
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* @returns {Promise<InitModelResponse>} A promise that resolves to an object.
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* If the model is loaded successfully, the object is empty.
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* If the model is not loaded successfully, the object contains an error message.
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*/
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async function validateModelStatus(): Promise<InitModelResponse> {
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// Send a GET request to the validation URL.
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// Retry the request up to 3 times if it fails, with a delay of 500 milliseconds between retries.
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return fetchRetry(NITRO_HTTP_VALIDATE_MODEL_URL, {
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method: "GET",
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headers: {
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"Content-Type": "application/json",
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},
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retries: 5,
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retryDelay: 500,
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})
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.then(async (res: Response) => {
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// If the response is OK, check model_loaded status.
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if (res.ok) {
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const body = await res.json();
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// If the model is loaded, return an empty object.
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// Otherwise, return an object with an error message.
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if (body.model_loaded) {
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return { error: undefined };
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}
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}
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return { error: "Model is not loaded successfully" };
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})
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.catch((err) => {
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return { error: `Model is not loaded successfully. ${err.message}` };
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});
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}
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/**
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* Terminates the Nitro subprocess.
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* @returns A Promise that resolves when the subprocess is terminated successfully, or rejects with an error message if the subprocess fails to terminate.
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*/
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function killSubprocess(): Promise<void> {
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if (subprocess) {
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subprocess.kill();
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subprocess = null;
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console.debug("Subprocess terminated.");
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} else {
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return kill(PORT, "tcp").then(console.log).catch(console.log);
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}
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}
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/**
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* Check port is used or not, if used, attempt to unload model
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* If unload failed, kill the port
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*/
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function checkAndUnloadNitro() {
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return tcpPortUsed.check(PORT, LOCAL_HOST).then((inUse) => {
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// If inUse - try unload or kill process, otherwise do nothing
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if (inUse) {
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// Attempt to unload model
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return fetch(NITRO_HTTP_UNLOAD_MODEL_URL, {
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method: "GET",
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headers: {
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"Content-Type": "application/json",
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},
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}).catch((err) => {
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console.log(err);
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// Fallback to kill the port
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return killSubprocess();
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});
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}
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});
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}
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/**
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* Look for the Nitro binary and execute it
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* Using child-process to spawn the process
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* Should run exactly platform specified Nitro binary version
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*/
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function spawnNitroProcess() {
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let binaryFolder = path.join(__dirname, "nitro"); // Current directory by default
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let binaryName;
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if (process.platform === "win32") {
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// Todo: Need to check for CUDA support to switch between CUDA and non-CUDA binaries
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binaryName = "win-start.bat";
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} else if (process.platform === "darwin") {
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// Mac OS platform
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if (process.arch === "arm64") {
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binaryFolder = path.join(binaryFolder, "mac-arm64");
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} else {
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binaryFolder = path.join(binaryFolder, "mac-x64");
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}
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binaryName = "nitro";
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} else {
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// Linux
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// Todo: Need to check for CUDA support to switch between CUDA and non-CUDA binaries
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binaryName = "linux-start.sh"; // For other platforms
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}
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const binaryPath = path.join(binaryFolder, binaryName);
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// Execute the binary
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subprocess = spawn(binaryPath, [1, "0.0.0.0", PORT], {
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cwd: binaryFolder,
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});
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// Handle subprocess output
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subprocess.stdout.on("data", (data) => {
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console.log(`stdout: ${data}`);
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});
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subprocess.stderr.on("data", (data) => {
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console.error(`stderr: ${data}`);
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});
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subprocess.on("close", (code) => {
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console.log(`child process exited with code ${code}`);
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subprocess = null;
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});
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}
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/**
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* Validate the model version, if it is GGUFv1, reject the promise
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* @returns A Promise that resolves when the model is loaded successfully, or rejects with an error message if the model is not found or fails to load.
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*/
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function validateModelVersion(): Promise<void> {
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// Read the file
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return new Promise((resolve, reject) => {
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fs.open(currentModelFile, "r", (err, fd) => {
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if (err) {
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console.error(err.message);
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return;
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}
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// Buffer to store the byte
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const buffer = Buffer.alloc(1);
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// Model version will be the 5th byte of the file
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fs.read(fd, buffer, 0, 1, 4, (err, bytesRead, buffer) => {
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if (err) {
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console.error(err.message);
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} else {
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// Interpret the byte as ASCII
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if (buffer[0] === 0x01) {
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// This is GGUFv1, which is deprecated
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reject("GGUFv1 model is deprecated, please try another model.");
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}
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}
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// Close the file descriptor
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fs.close(fd, (err) => {
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if (err) console.error(err.message);
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});
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resolve();
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});
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});
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});
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}
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/**
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* Cleans up any registered resources.
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* Its module specific function, should be called when application is closed
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*/
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function dispose() {
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// clean other registered resources here
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killSubprocess();
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}
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module.exports = {
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initModel,
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killSubprocess,
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dispose,
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};
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