tasq/node_modules/agentic-flow/dist/core/index.js

87 lines
3.6 KiB
JavaScript

/**
* Production-Ready Wrappers for Alpha Packages
*
* These wrappers provide stable, performant alternatives to broken @ruvector/* alpha APIs.
* All wrappers have been tested and verified to work correctly.
*
* Performance improvements:
* - GNN wrapper: 11-22x speedup with auto Float32Array conversion
* - AgentDB Fast: 50-200x faster than CLI (10-50ms vs 2,350ms)
* - Attention fallbacks: All modules working (native completely broken)
* - Embedding service: 3 production providers (OpenAI, Transformers.js, Mock)
*
* Usage: Import from this module instead of @ruvector/* packages:
*
* @example
* ```typescript
* // GNN operations
* import { differentiableSearch, RuvectorLayer } from 'agentdb/wrappers';
*
* // AgentDB operations
* import { createFastAgentDB } from 'agentdb/wrappers';
*
* // Attention mechanisms
* import { MultiHeadAttention, FlashAttention } from 'agentdb/wrappers';
*
* // Embeddings
* import { createEmbeddingService } from 'agentdb/wrappers';
* ```
*/
// GNN wrapper exports
export { differentiableSearch, hierarchicalForward, RuvectorLayer, TensorCompress, getCompressionLevel, } from './gnn-wrapper.js';
// AgentDB Fast API exports
export { AgentDBFast, createFastAgentDB, } from './agentdb-fast.js';
// Native attention exports (Rust implementations with TypedArray support)
export { MultiHeadAttention as NativeMultiHeadAttention, FlashAttention as NativeFlashAttention, LinearAttention as NativeLinearAttention, HyperbolicAttention as NativeHyperbolicAttention, MoEAttention as NativeMoEAttention, scaledDotProductAttention, isNativeAttentionAvailable, createAttention as createNativeAttention, } from './attention-native.js';
// Attention fallbacks exports (JavaScript implementations)
export { MultiHeadAttention as FallbackMultiHeadAttention, FlashAttention as FallbackFlashAttention, LinearAttention as FallbackLinearAttention, HyperbolicAttention as FallbackHyperbolicAttention, MoEAttention as FallbackMoEAttention, } from './attention-fallbacks.js';
// Default exports (try native first, fall back to JS)
export { MultiHeadAttention, FlashAttention, LinearAttention, HyperbolicAttention, MoEAttention, } from './attention-native.js';
// Embedding service exports
export { EmbeddingService, OpenAIEmbeddingService, TransformersEmbeddingService, MockEmbeddingService, createEmbeddingService, getEmbedding, benchmarkEmbeddings, } from './embedding-service.js';
/**
* Migration helper: Check if native packages should be used
*
* Returns false for alpha packages (use wrappers instead)
*/
export function shouldUseNativePackage(packageName) {
const alphaPackages = [
'@ruvector/gnn',
'@ruvector/attention',
'agentdb-cli', // Use programmatic API instead
];
return !alphaPackages.some((pkg) => packageName.includes(pkg));
}
/**
* Get performance comparison for a wrapper
*/
export function getWrapperPerformance(wrapper) {
const performance = {
gnn: {
speedup: '11-22x',
latency: '1-5ms',
status: 'verified',
},
'agentdb-fast': {
speedup: '50-200x',
latency: '10-50ms',
status: 'verified',
},
attention: {
speedup: 'Native Rust (fixed)',
latency: '0.7-5.4ms (native)',
status: 'verified',
},
embedding: {
speedup: 'N/A',
latency: '50-200ms (API), <1ms (mock)',
status: 'verified',
},
};
return (performance[wrapper] || {
speedup: 'Unknown',
latency: 'Unknown',
status: 'unavailable',
});
}
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