clustering-tfjs
Version:
High-performance TypeScript clustering algorithms (K-Means, Spectral, Agglomerative) with TensorFlow.js acceleration and scikit-learn compatibility
77 lines (76 loc) • 3.21 kB
JavaScript
;
/**
* Node.js-specific TensorFlow.js loader
*
* This module attempts to load the best available TensorFlow.js backend
* for Node.js environments, with automatic fallback.
*/
var __createBinding = (this && this.__createBinding) || (Object.create ? (function(o, m, k, k2) {
if (k2 === undefined) k2 = k;
var desc = Object.getOwnPropertyDescriptor(m, k);
if (!desc || ("get" in desc ? !m.__esModule : desc.writable || desc.configurable)) {
desc = { enumerable: true, get: function() { return m[k]; } };
}
Object.defineProperty(o, k2, desc);
}) : (function(o, m, k, k2) {
if (k2 === undefined) k2 = k;
o[k2] = m[k];
}));
var __setModuleDefault = (this && this.__setModuleDefault) || (Object.create ? (function(o, v) {
Object.defineProperty(o, "default", { enumerable: true, value: v });
}) : function(o, v) {
o["default"] = v;
});
var __importStar = (this && this.__importStar) || (function () {
var ownKeys = function(o) {
ownKeys = Object.getOwnPropertyNames || function (o) {
var ar = [];
for (var k in o) if (Object.prototype.hasOwnProperty.call(o, k)) ar[ar.length] = k;
return ar;
};
return ownKeys(o);
};
return function (mod) {
if (mod && mod.__esModule) return mod;
var result = {};
if (mod != null) for (var k = ownKeys(mod), i = 0; i < k.length; i++) if (k[i] !== "default") __createBinding(result, mod, k[i]);
__setModuleDefault(result, mod);
return result;
};
})();
Object.defineProperty(exports, "__esModule", { value: true });
exports.loadTensorFlow = loadTensorFlow;
async function loadTensorFlow() {
// Try GPU backend first
try {
// Use require.resolve to check if module exists before importing
require.resolve('@tensorflow/tfjs-node-gpu');
const tfGpu = await Promise.resolve(`${'@tensorflow/tfjs-node-gpu'}`).then(s => __importStar(require(s)));
console.log('Using TensorFlow.js GPU backend');
return tfGpu;
}
catch (gpuError) {
// GPU backend not available, try CPU backend
try {
require.resolve('@tensorflow/tfjs-node');
const tfNode = await Promise.resolve().then(() => __importStar(require('@tensorflow/tfjs-node')));
console.log('Using TensorFlow.js Node.js CPU backend');
return tfNode;
}
catch (nodeError) {
// Neither Node backend available, fall back to pure JS
try {
require.resolve('@tensorflow/tfjs');
const tfJs = await Promise.resolve().then(() => __importStar(require('@tensorflow/tfjs')));
console.log('Using TensorFlow.js pure JavaScript backend (slower performance)');
return tfJs;
}
catch (jsError) {
throw new Error('No TensorFlow.js backend available. Please install one of:\n' +
'- @tensorflow/tfjs-node-gpu (for GPU acceleration)\n' +
'- @tensorflow/tfjs-node (for CPU acceleration)\n' +
'- @tensorflow/tfjs (for pure JavaScript fallback)');
}
}
}
}