clustering-tfjs
Version:
High-performance TypeScript clustering algorithms (K-Means, Spectral, Agglomerative) with TensorFlow.js acceleration and scikit-learn compatibility
41 lines (40 loc) • 1.6 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.
*/
export 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 import('@tensorflow/tfjs-node-gpu');
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 import('@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 import('@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)');
}
}
}
}