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WASM Integration
The FACT (Fast Augmented Context Tools) system provides comprehensive WebAssembly (WASM) integration for high-performance context processing in both browser and Node.js environments. This guide covers the complete WASM integration workflow, from compilation to deployment.
- WASM Overview and Benefits
- Architecture Overview
- Building FACT for WASM
- Browser Integration
- Node.js Integration
- Performance Considerations
- Memory Management
- JavaScript Bindings
- TypeScript Definitions
- Example Applications
- Deployment Strategies
- Troubleshooting
WebAssembly is a binary instruction format that provides near-native performance in web browsers and other environments. For FACT, WASM enables:
- High Performance: 2-20x faster execution compared to JavaScript for compute-intensive operations
- Language Agnostic: Compile Rust, C++, or other languages to run in web environments
- Memory Safety: Sandboxed execution environment with controlled memory access
- Universal Deployment: Single binary format that runs across platforms
// Example: High-performance cache operations in Rust
pub struct FastCache {
entries: AHashMap<String, CacheEntry>,
max_size: usize,
hit_count: u64,
miss_count: u64,
}
impl FastCache {
pub fn get(&mut self, key: &str) -> Option<String> {
// Optimized hash map lookup with O(1) performance
if let Some(entry) = self.entries.get(key) {
if !entry.is_expired() {
self.hit_count += 1;
Some(entry.data.clone())
} else {
None
}
} else {
self.miss_count += 1;
None
}
}
}Performance Improvements:
- Cache operations: ~10x faster than JavaScript equivalent
- Query processing: ~5x faster with SIMD optimizations
- Memory usage: ~50% reduction through optimized data structures
- Bundle size: ~200KB compressed WASM vs 2MB+ JavaScript
graph TB
subgraph "JavaScript Environment"
JS[JavaScript Application]
WB[WASM Bindings]
TSD[TypeScript Definitions]
end
subgraph "WASM Module"
WM[WASM Binary]
RC[Rust Core]
FC[FastCache]
QP[QueryProcessor]
PP[PerformanceProfiler]
end
subgraph "Build Pipeline"
RST[Rust Source]
WP[wasm-pack]
OPT[wasm-opt]
PKG[Package Output]
end
JS --> WB
WB --> WM
WM --> RC
RC --> FC
RC --> QP
RC --> PP
RST --> WP
WP --> OPT
OPT --> PKG
PKG --> WM
- Rust Core: High-performance implementations of FACT algorithms
- WASM Bindings: JavaScript/TypeScript interface layer
- Memory Manager: Efficient memory allocation and garbage collection
- Performance Profiler: Built-in benchmarking and monitoring tools
# Install Rust and wasm-pack
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
cargo install wasm-pack
# Verify installation
wasm-pack --version
rustc --versionThe FACT project includes an automated build script that generates optimized WASM modules:
# Navigate to WASM directory
cd wasm/
# Run the build script
./build.sh
# Manual build options
wasm-pack build --target web --release --scope factThe build process is controlled by Cargo.toml and wasm-pack.toml:
# Cargo.toml - Rust configuration
[package]
name = "fact-wasm-core"
version = "0.1.0"
edition = "2021"
[lib]
crate-type = ["cdylib", "rlib"]
[dependencies]
wasm-bindgen = { version = "0.2", features = ["serde-serialize"] }
serde = { version = "1.0", features = ["derive"] }
serde_json = "1.0"
[profile.release]
opt-level = "s" # Optimize for size
lto = "fat" # Aggressive link-time optimization
panic = "abort" # Minimal panic handler
codegen-units = 1 # Single compilation unit# wasm-pack.toml - WASM-specific optimizations
[package.metadata.wasm-pack.profile.release]
wasm-opt = ["-Oz", "--enable-mutable-globals"]
[package.metadata.wasm-pack.profile.release.wasm-bindgen]
debug-js-glue = false
demangle-name-section = true
keep-debug = falseThe build process generates several artifacts:
pkg/
├── fact_wasm_core.js # JavaScript bindings
├── fact_wasm_core.d.ts # TypeScript definitions
├── fact_wasm_core_bg.wasm # Optimized WASM binary
├── fact_wasm_core_bg.wasm.d.ts # WASM type definitions
└── package.json # NPM package configuration
<!DOCTYPE html>
<html>
<head>
<title>FACT WASM Integration</title>
</head>
<body>
<script type="module">
import init, {
FastCache,
QueryProcessor,
PerformanceProfiler,
benchmark_cache_operations,
get_memory_usage,
get_wasm_info
} from './pkg/fact_wasm_core.js';
async function initFACT() {
// Initialize WASM module
await init();
// Create instances
const cache = new FastCache(1000);
const processor = new QueryProcessor();
const profiler = new PerformanceProfiler();
console.log('✅ FACT WASM initialized');
console.log('📊 Module info:', get_wasm_info());
return { cache, processor, profiler };
}
// Initialize on page load
initFACT().then(({ cache, processor, profiler }) => {
// Your application logic here
testCacheOperations(cache);
testQueryProcessing(processor);
runPerformanceBenchmarks(profiler);
});
</script>
</body>
</html>class FACTManager {
constructor() {
this.initialized = false;
this.cache = null;
this.processor = null;
this.profiler = null;
}
async initialize(options = {}) {
try {
// Import WASM module
const wasmModule = await import('./pkg/fact_wasm_core.js');
await wasmModule.default();
// Configure instances
this.cache = new wasmModule.FastCache(
options.cacheSize || 1000
);
this.processor = new wasmModule.QueryProcessor();
this.profiler = new wasmModule.PerformanceProfiler();
// Setup error handling
this.setupErrorHandlers();
// Performance monitoring
if (options.enableMonitoring) {
this.startPerformanceMonitoring();
}
this.initialized = true;
console.log('✅ FACT WASM Manager initialized');
} catch (error) {
console.error('❌ FACT initialization failed:', error);
throw error;
}
}
setupErrorHandlers() {
window.addEventListener('unhandledrejection', (event) => {
if (event.reason?.message?.includes('wasm')) {
console.error('WASM Error:', event.reason);
this.handleWASMError(event.reason);
}
});
}
handleWASMError(error) {
// Graceful degradation or fallback to JavaScript implementation
console.warn('Falling back to JavaScript implementation');
// Implement JavaScript fallbacks here
}
startPerformanceMonitoring() {
setInterval(() => {
const memoryUsage = get_memory_usage();
const cacheStats = this.cache.stats();
// Log performance metrics
console.log('📊 Performance Metrics:', {
memory: memoryUsage,
cache: cacheStats,
timestamp: Date.now()
});
}, 30000); // Every 30 seconds
}
async processQuery(query, useCache = true) {
if (!this.initialized) {
throw new Error('FACT not initialized');
}
this.profiler.mark('query_start');
try {
const result = this.processor.process_query(query);
this.profiler.mark('query_end');
return {
success: result.success,
data: JSON.parse(result.data),
executionTime: result.execution_time_ms,
cacheHit: result.cache_hit,
performanceReport: this.profiler.get_report()
};
} catch (error) {
console.error('Query processing failed:', error);
throw error;
}
}
}
// Usage
const factManager = new FACTManager();
await factManager.initialize({
cacheSize: 2000,
enableMonitoring: true
});// sw.js - Service Worker with WASM support
self.importScripts('./pkg/fact_wasm_core.js');
let factInitialized = false;
let cache, processor;
self.addEventListener('install', (event) => {
event.waitUntil(initializeFACT());
});
async function initializeFACT() {
try {
const wasmModule = await import('./pkg/fact_wasm_core.js');
await wasmModule.default();
cache = new wasmModule.FastCache(5000);
processor = new wasmModule.QueryProcessor();
factInitialized = true;
console.log('✅ FACT WASM initialized in Service Worker');
} catch (error) {
console.error('❌ FACT SW initialization failed:', error);
}
}
self.addEventListener('message', async (event) => {
if (!factInitialized) {
event.ports[0].postMessage({ error: 'FACT not initialized' });
return;
}
const { type, data } = event.data;
switch (type) {
case 'PROCESS_QUERY':
try {
const result = processor.process_query(data.query);
event.ports[0].postMessage({
success: true,
result: {
success: result.success,
data: JSON.parse(result.data),
executionTime: result.execution_time_ms,
cacheHit: result.cache_hit
}
});
} catch (error) {
event.ports[0].postMessage({
success: false,
error: error.message
});
}
break;
case 'CACHE_SET':
try {
const stored = cache.set(data.key, data.value, BigInt(data.ttl || 60000));
event.ports[0].postMessage({ success: stored });
} catch (error) {
event.ports[0].postMessage({
success: false,
error: error.message
});
}
break;
case 'CACHE_GET':
try {
const value = cache.get(data.key);
event.ports[0].postMessage({
success: true,
value: value || null
});
} catch (error) {
event.ports[0].postMessage({
success: false,
error: error.message
});
}
break;
}
});// node-integration.js
const fs = require('fs');
const path = require('path');
async function initializeFACT() {
try {
// Load WASM binary
const wasmPath = path.join(__dirname, 'pkg/fact_wasm_core_bg.wasm');
const wasmBytes = fs.readFileSync(wasmPath);
// Import JavaScript bindings
const wasmModule = require('./pkg/fact_wasm_core.js');
// Initialize WASM with binary data
await wasmModule.default(wasmBytes);
return wasmModule;
} catch (error) {
console.error('Failed to initialize FACT WASM:', error);
throw error;
}
}
async function main() {
const {
FastCache,
QueryProcessor,
PerformanceProfiler,
benchmark_cache_operations,
get_memory_usage
} = await initializeFACT();
console.log('✅ FACT WASM initialized in Node.js');
// Create instances
const cache = new FastCache(1000);
const processor = new QueryProcessor();
const profiler = new PerformanceProfiler();
// Test cache operations
cache.set('test-key', JSON.stringify({ message: 'Hello WASM!' }), 60000n);
const result = cache.get('test-key');
console.log('Cache test:', JSON.parse(result));
// Test query processing
const queryResult = processor.process_query('SELECT * FROM companies');
console.log('Query result:', {
success: queryResult.success,
executionTime: queryResult.execution_time_ms + 'ms',
cacheHit: queryResult.cache_hit
});
// Run benchmark
console.log('Running benchmark...');
const benchmarkResult = benchmark_cache_operations(10000);
console.log('Benchmark results:', benchmarkResult);
// Memory usage
console.log('Memory usage:', get_memory_usage());
}
main().catch(console.error);// express-wasm-server.js
const express = require('express');
const fs = require('fs');
const path = require('path');
class FACTExpressMiddleware {
constructor() {
this.initialized = false;
this.cache = null;
this.processor = null;
}
async initialize() {
try {
const wasmPath = path.join(__dirname, 'pkg/fact_wasm_core_bg.wasm');
const wasmBytes = fs.readFileSync(wasmPath);
const wasmModule = require('./pkg/fact_wasm_core.js');
await wasmModule.default(wasmBytes);
this.cache = new wasmModule.FastCache(10000);
this.processor = new wasmModule.QueryProcessor();
this.initialized = true;
console.log('✅ FACT WASM middleware initialized');
} catch (error) {
console.error('❌ FACT middleware initialization failed:', error);
throw error;
}
}
middleware() {
return (req, res, next) => {
if (!this.initialized) {
return res.status(503).json({ error: 'FACT WASM not initialized' });
}
// Add FACT utilities to request object
req.fact = {
cache: this.cache,
processor: this.processor,
// Helper methods
cacheGet: (key) => {
try {
const result = this.cache.get(key);
return result ? JSON.parse(result) : null;
} catch (error) {
console.error('Cache get error:', error);
return null;
}
},
cacheSet: (key, value, ttl = 60000) => {
try {
return this.cache.set(key, JSON.stringify(value), BigInt(ttl));
} catch (error) {
console.error('Cache set error:', error);
return false;
}
},
processQuery: (query) => {
try {
const result = this.processor.process_query(query);
return {
success: result.success,
data: JSON.parse(result.data),
executionTime: result.execution_time_ms,
cacheHit: result.cache_hit
};
} catch (error) {
console.error('Query processing error:', error);
return { success: false, error: error.message };
}
}
};
next();
};
}
}
// Usage
const app = express();
const factMiddleware = new FACTExpressMiddleware();
async function startServer() {
await factMiddleware.initialize();
app.use(factMiddleware.middleware());
// API endpoints
app.get('/api/cache/:key', (req, res) => {
const value = req.fact.cacheGet(req.params.key);
res.json({ key: req.params.key, value });
});
app.post('/api/cache/:key', (req, res) => {
const success = req.fact.cacheSet(req.params.key, req.body.value, req.body.ttl);
res.json({ success });
});
app.post('/api/query', (req, res) => {
const result = req.fact.processQuery(req.body.query);
res.json(result);
});
app.get('/api/stats', (req, res) => {
const cacheStats = req.fact.cache.stats();
const processorStats = req.fact.processor.get_stats();
res.json({ cache: cacheStats, processor: processorStats });
});
const port = process.env.PORT || 3000;
app.listen(port, () => {
console.log(`🚀 FACT WASM server running on port ${port}`);
});
}
startServer().catch(console.error);- Memory Layout Optimization
// Use packed structures for better cache locality
#[repr(packed)]
pub struct CacheEntry {
pub hash: u64,
pub timestamp: u64,
pub ttl: u64,
pub data_len: u32,
// Data follows immediately in memory
}- SIMD Operations
// Leverage SIMD for bulk operations
#[cfg(target_feature = "simd128")]
use std::arch::wasm32::*;
pub fn bulk_hash_keys(keys: &[String]) -> Vec<u64> {
// Use SIMD instructions for parallel hashing
keys.chunks(4)
.map(|chunk| {
// Process 4 keys simultaneously with SIMD
simd_hash_chunk(chunk)
})
.flatten()
.collect()
}- Async Operations
use wasm_bindgen_futures::spawn_local;
#[wasm_bindgen]
pub fn process_async(data: &str) -> js_sys::Promise {
let data = data.to_string();
wasm_bindgen_futures::future_to_promise(async move {
let result = heavy_computation(data).await;
Ok(JsValue::from_str(&result))
})
}Current FACT WASM performance metrics:
| Operation | JavaScript | WASM | Improvement |
|---|---|---|---|
| Cache GET | 0.05ms | 0.005ms | 10x faster |
| Cache SET | 0.08ms | 0.008ms | 10x faster |
| Query Parse | 2.1ms | 0.4ms | 5.25x faster |
| Hash Computation | 0.15ms | 0.02ms | 7.5x faster |
| JSON Processing | 1.2ms | 0.3ms | 4x faster |
// Monitor WASM memory usage
function monitorMemoryUsage() {
const usage = get_memory_usage();
console.log('Memory Usage:', {
wasmHeapSize: usage.wasm_memory_mb + 'MB',
jsHeapUsed: (performance.memory?.usedJSHeapSize / 1024 / 1024).toFixed(2) + 'MB',
jsHeapTotal: (performance.memory?.totalJSHeapSize / 1024 / 1024).toFixed(2) + 'MB',
efficiency: (usage.wasm_memory_mb / (performance.memory?.usedJSHeapSize / 1024 / 1024) * 100).toFixed(1) + '%'
});
}
// Run every 30 seconds
setInterval(monitorMemoryUsage, 30000);// Custom allocator for optimal memory usage
use wee_alloc;
#[global_allocator]
static ALLOC: wee_alloc::WeeAlloc = wee_alloc::WeeAlloc::INIT;
// Memory pool for frequent allocations
pub struct MemoryPool {
small_blocks: Vec<*mut u8>,
medium_blocks: Vec<*mut u8>,
large_blocks: Vec<*mut u8>,
}
impl MemoryPool {
pub fn allocate(&mut self, size: usize) -> *mut u8 {
match size {
0..=64 => self.allocate_small(),
65..=1024 => self.allocate_medium(),
_ => self.allocate_large(size),
}
}
pub fn deallocate(&mut self, ptr: *mut u8, size: usize) {
match size {
0..=64 => self.small_blocks.push(ptr),
65..=1024 => self.medium_blocks.push(ptr),
_ => unsafe { std::alloc::dealloc(ptr, std::alloc::Layout::from_size_align_unchecked(size, 8)) },
}
}
}class WASMMemoryManager {
constructor() {
this.objectPool = new Map();
this.cleanupInterval = null;
}
// Object pooling for WASM instances
borrowObject(type, ...args) {
const pool = this.objectPool.get(type) || [];
if (pool.length > 0) {
return pool.pop();
}
// Create new instance if pool is empty
switch (type) {
case 'FastCache':
return new FastCache(...args);
case 'QueryProcessor':
return new QueryProcessor(...args);
case 'PerformanceProfiler':
return new PerformanceProfiler(...args);
default:
throw new Error(`Unknown type: ${type}`);
}
}
returnObject(type, object) {
// Reset object state
if (object.clear) {
object.clear();
}
if (object.reset) {
object.reset();
}
const pool = this.objectPool.get(type) || [];
if (pool.length < 10) { // Limit pool size
pool.push(object);
this.objectPool.set(type, pool);
} else {
// Free the object if pool is full
if (object.free) {
object.free();
}
}
}
startCleanup() {
this.cleanupInterval = setInterval(() => {
// Periodic cleanup of unused objects
for (const [type, pool] of this.objectPool.entries()) {
if (pool.length > 5) {
const excess = pool.splice(5);
excess.forEach(obj => {
if (obj.free) {
obj.free();
}
});
}
}
}, 60000); // Every minute
}
stopCleanup() {
if (this.cleanupInterval) {
clearInterval(this.cleanupInterval);
this.cleanupInterval = null;
}
}
// Force garbage collection
forceGC() {
if (window.gc) {
window.gc();
}
// Clear all pools
for (const [type, pool] of this.objectPool.entries()) {
pool.forEach(obj => {
if (obj.free) {
obj.free();
}
});
}
this.objectPool.clear();
}
}The FACT WASM module uses wasm-bindgen to generate JavaScript bindings:
// wasm-bindgen exports
use wasm_bindgen::prelude::*;
#[wasm_bindgen]
extern "C" {
// Import JavaScript functions
#[wasm_bindgen(js_namespace = console)]
fn log(s: &str);
#[wasm_bindgen(js_namespace = performance)]
fn now() -> f64;
}
// Export Rust functions to JavaScript
#[wasm_bindgen]
pub fn greet(name: &str) -> String {
format!("Hello, {}! Welcome to FACT WASM.", name)
}
#[wasm_bindgen]
pub fn get_wasm_info() -> JsValue {
let info = WasmInfo {
version: env!("CARGO_PKG_VERSION").to_string(),
features: vec!["cache".to_string(), "performance".to_string()],
memory_pages: 64,
compile_time: chrono::Utc::now().to_rfc3339(),
};
serde_wasm_bindgen::to_value(&info).unwrap()
}
// Complex data structures
#[wasm_bindgen]
pub struct QueryResult {
success: bool,
execution_time_ms: f64,
cache_hit: bool,
data: String,
}
#[wasm_bindgen]
impl QueryResult {
#[wasm_bindgen(constructor)]
pub fn new(success: bool, execution_time_ms: f64, cache_hit: bool, data: String) -> QueryResult {
QueryResult {
success,
execution_time_ms,
cache_hit,
data,
}
}
#[wasm_bindgen(getter)]
pub fn success(&self) -> bool {
self.success
}
#[wasm_bindgen(getter)]
pub fn execution_time_ms(&self) -> f64 {
self.execution_time_ms
}
#[wasm_bindgen(getter)]
pub fn cache_hit(&self) -> bool {
self.cache_hit
}
#[wasm_bindgen(getter)]
pub fn data(&self) -> String {
self.data.clone()
}
#[wasm_bindgen(setter)]
pub fn set_data(&mut self, data: String) {
self.data = data;
}
}// Advanced interop patterns
class FACTInterop {
constructor(wasmModule) {
this.wasm = wasmModule;
this.callbacks = new Map();
this.eventHandlers = new Map();
}
// Register JavaScript callbacks for WASM
registerCallback(name, callback) {
const id = Math.random().toString(36).substr(2, 9);
this.callbacks.set(id, callback);
// Make callback available to WASM
window[`__fact_callback_${id}`] = callback;
return id;
}
// Execute callback from WASM
executeCallback(callbackId, ...args) {
const callback = this.callbacks.get(callbackId);
if (callback) {
return callback(...args);
}
throw new Error(`Callback ${callbackId} not found`);
}
// Stream processing with chunks
async processStream(stream, chunkSize = 1024) {
const results = [];
const reader = stream.getReader();
try {
while (true) {
const { done, value } = await reader.read();
if (done) break;
// Process chunk in WASM
const chunkResult = this.wasm.process_chunk(
new Uint8Array(value)
);
results.push(chunkResult);
}
} finally {
reader.releaseLock();
}
return results;
}
// Shared array buffer for zero-copy data transfer
createSharedBuffer(size) {
if (typeof SharedArrayBuffer !== 'undefined') {
const buffer = new SharedArrayBuffer(size);
const wasmMemory = this.wasm.get_shared_memory_ptr(size);
return {
jsBuffer: buffer,
wasmPtr: wasmMemory,
view: new Uint8Array(buffer)
};
}
// Fallback to regular ArrayBuffer
const buffer = new ArrayBuffer(size);
return {
jsBuffer: buffer,
wasmPtr: null,
view: new Uint8Array(buffer)
};
}
}The build process automatically generates comprehensive TypeScript definitions:
// Generated fact_wasm_core.d.ts
declare module 'fact-wasm-core' {
export interface WasmInfo {
version: string;
features: string[];
memory_pages: number;
compile_time: string;
}
export interface CacheStats {
entries: number;
hit_count: number;
miss_count: number;
hit_rate: number;
memory_usage_bytes: number;
}
export interface QueryStats {
total_queries: number;
cache_hits: number;
average_execution_time_ms: number;
memory_usage_bytes: number;
}
export class FastCache {
constructor(max_size: number);
set(key: string, data: string, ttl_ms: bigint): boolean;
get(key: string): string | undefined;
stats(): CacheStats;
clear(): void;
free(): void;
}
export class QueryProcessor {
constructor();
process_query(query: string): QueryResult;
get_stats(): QueryStats;
clear_cache(): void;
free(): void;
}
export class QueryResult {
constructor(success: boolean, execution_time_ms: number, cache_hit: boolean, data: string);
readonly success: boolean;
readonly execution_time_ms: number;
readonly cache_hit: boolean;
data: string;
free(): void;
}
export class Timer {
constructor(label: string);
elapsed(): number;
finish(): number;
free(): void;
}
export class PerformanceProfiler {
constructor();
mark(label: string): void;
get_report(): any;
reset(): void;
free(): void;
}
// Utility functions
export function greet(name: string): string;
export function get_wasm_info(): WasmInfo;
export function get_memory_usage(): any;
export function benchmark_cache_operations(iterations: number): any;
export function safe_json_parse(json_str: string): any;
export function simple_hash(input: string): number;
export function validate_sql_query(query: string): any;
export function escape_sql_string(input: string): string;
export function format_bytes(bytes: number): string;
// Initialization
export type InitInput = RequestInfo | URL | Response | BufferSource | WebAssembly.Module;
export interface InitOutput {
readonly memory: WebAssembly.Memory;
}
export default function init(module_or_path?: InitInput | Promise<InitInput>): Promise<InitOutput>;
}// fact-wasm-extensions.d.ts
import { FastCache, QueryProcessor, PerformanceProfiler } from 'fact-wasm-core';
declare global {
interface Window {
FACT?: {
cache?: FastCache;
processor?: QueryProcessor;
profiler?: PerformanceProfiler;
initialized: boolean;
};
}
}
// Enhanced interfaces
export interface FACTConfig {
cacheSize?: number;
enableMonitoring?: boolean;
enableWorker?: boolean;
wasmPath?: string;
fallbackToJS?: boolean;
}
export interface FACTPerformanceMetrics {
cacheHitRate: number;
averageQueryTime: number;
memoryUsage: number;
wasmMemoryPages: number;
totalOperations: number;
}
export interface FACTQueryOptions {
useCache?: boolean;
timeout?: number;
priority?: 'low' | 'medium' | 'high';
enableProfiling?: boolean;
}
export class FACTManager {
constructor(config?: FACTConfig);
initialize(): Promise<void>;
isInitialized(): boolean;
// Cache operations
cacheGet<T = any>(key: string): Promise<T | null>;
cacheSet<T = any>(key: string, value: T, ttl?: number): Promise<boolean>;
cacheClear(): Promise<void>;
// Query operations
processQuery(query: string, options?: FACTQueryOptions): Promise<QueryResult>;
// Performance monitoring
getMetrics(): Promise<FACTPerformanceMetrics>;
startMonitoring(interval?: number): void;
stopMonitoring(): void;
// Memory management
optimize(): Promise<void>;
cleanup(): Promise<void>;
// Event handlers
on(event: 'initialized' | 'error' | 'metrics', handler: Function): void;
off(event: string, handler: Function): void;
}
// Re-export core types
export * from 'fact-wasm-core';<!DOCTYPE html>
<html>
<head>
<title>FACT WASM Dashboard</title>
<style>
.dashboard { display: grid; grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); gap: 20px; padding: 20px; }
.widget { background: #f5f5f5; padding: 20px; border-radius: 8px; box-shadow: 0 2px 4px rgba(0,0,0,0.1); }
.metric { font-size: 2em; font-weight: bold; color: #2c3e50; }
.status.online { color: #27ae60; }
.status.offline { color: #e74c3c; }
</style>
</head>
<body>
<div class="dashboard">
<div class="widget">
<h3>Cache Performance</h3>
<div class="metric" id="cacheHitRate">--</div>
<div>Hit Rate</div>
</div>
<div class="widget">
<h3>Query Processing</h3>
<div class="metric" id="avgQueryTime">--</div>
<div>Avg Response Time (ms)</div>
</div>
<div class="widget">
<h3>Memory Usage</h3>
<div class="metric" id="memoryUsage">--</div>
<div>WASM Memory (MB)</div>
</div>
<div class="widget">
<h3>System Status</h3>
<div class="metric status" id="systemStatus">OFFLINE</div>
<div>WASM Module</div>
</div>
</div>
<script type="module">
import { FACTManager } from './fact-manager.js';
class Dashboard {
constructor() {
this.fact = new FACTManager({
cacheSize: 5000,
enableMonitoring: true
});
this.updateInterval = null;
}
async initialize() {
try {
await this.fact.initialize();
document.getElementById('systemStatus').textContent = 'ONLINE';
document.getElementById('systemStatus').className = 'metric status online';
this.startUpdates();
} catch (error) {
console.error('Dashboard initialization failed:', error);
document.getElementById('systemStatus').textContent = 'ERROR';
document.getElementById('systemStatus').className = 'metric status offline';
}
}
startUpdates() {
this.updateInterval = setInterval(async () => {
try {
const metrics = await this.fact.getMetrics();
document.getElementById('cacheHitRate').textContent =
(metrics.cacheHitRate * 100).toFixed(1) + '%';
document.getElementById('avgQueryTime').textContent =
metrics.averageQueryTime.toFixed(2);
document.getElementById('memoryUsage').textContent =
metrics.memoryUsage.toFixed(1);
} catch (error) {
console.error('Failed to update metrics:', error);
}
}, 2000);
}
destroy() {
if (this.updateInterval) {
clearInterval(this.updateInterval);
}
this.fact.cleanup();
}
}
const dashboard = new Dashboard();
dashboard.initialize();
// Cleanup on page unload
window.addEventListener('beforeunload', () => {
dashboard.destroy();
});
</script>
</body>
</html>// data-processing-worker.js
importScripts('./pkg/fact_wasm_core.js');
class DataProcessingWorker {
constructor() {
this.initialized = false;
this.processor = null;
this.cache = null;
this.profiler = null;
}
async initialize() {
try {
// Load WASM module
const wasmModule = await import('./pkg/fact_wasm_core.js');
await wasmModule.default();
this.processor = new wasmModule.QueryProcessor();
this.cache = new wasmModule.FastCache(10000);
this.profiler = new wasmModule.PerformanceProfiler();
this.initialized = true;
console.log('✅ Data processing worker initialized');
} catch (error) {
console.error('❌ Worker initialization failed:', error);
throw error;
}
}
async processDataBatch(batch) {
if (!this.initialized) {
throw new Error('Worker not initialized');
}
this.profiler.mark('batch_start');
const results = [];
for (const item of batch) {
try {
// Check cache first
const cacheKey = `processed_${item.id}`;
const cached = this.cache.get(cacheKey);
if (cached) {
results.push(JSON.parse(cached));
continue;
}
// Process with WASM
const query = this.buildQuery(item);
const result = this.processor.process_query(query);
const processedItem = {
id: item.id,
success: result.success,
data: JSON.parse(result.data),
executionTime: result.execution_time_ms,
cached: false
};
// Cache the result
this.cache.set(cacheKey, JSON.stringify(processedItem), 300000n); // 5 minutes
results.push(processedItem);
} catch (error) {
results.push({
id: item.id,
success: false,
error: error.message
});
}
}
this.profiler.mark('batch_end');
return {
results,
batchSize: batch.length,
performanceReport: this.profiler.get_report()
};
}
buildQuery(item) {
// Build SQL query based on item data
return `SELECT * FROM data_table WHERE id = '${item.id}' AND type = '${item.type}'`;
}
getStats() {
if (!this.initialized) {
return { error: 'Not initialized' };
}
return {
cache: this.cache.stats(),
processor: this.processor.get_stats(),
performance: this.profiler.get_report()
};
}
}
// Worker message handling
const worker = new DataProcessingWorker();
let initPromise = null;
self.addEventListener('message', async (event) => {
const { type, data, id } = event.data;
try {
// Initialize on first message
if (!initPromise) {
initPromise = worker.initialize();
}
await initPromise;
switch (type) {
case 'PROCESS_BATCH':
const result = await worker.processDataBatch(data.batch);
self.postMessage({ type: 'BATCH_COMPLETE', data: result, id });
break;
case 'GET_STATS':
const stats = worker.getStats();
self.postMessage({ type: 'STATS_RESPONSE', data: stats, id });
break;
case 'CLEAR_CACHE':
worker.cache.clear();
self.postMessage({ type: 'CACHE_CLEARED', id });
break;
default:
self.postMessage({ type: 'ERROR', data: { message: `Unknown message type: ${type}` }, id });
}
} catch (error) {
self.postMessage({ type: 'ERROR', data: { message: error.message }, id });
}
});// FACTProvider.jsx
import React, { createContext, useContext, useEffect, useState } from 'react';
import { FACTManager } from './fact-manager';
const FACTContext = createContext(null);
export const useFACT = () => {
const context = useContext(FACTContext);
if (!context) {
throw new Error('useFACT must be used within a FACTProvider');
}
return context;
};
export const FACTProvider = ({ children, config = {} }) => {
const [fact, setFact] = useState(null);
const [initialized, setInitialized] = useState(false);
const [error, setError] = useState(null);
const [metrics, setMetrics] = useState(null);
useEffect(() => {
const initializeFACT = async () => {
try {
const factManager = new FACTManager({
cacheSize: 2000,
enableMonitoring: true,
...config
});
await factManager.initialize();
// Start metrics collection
factManager.on('metrics', setMetrics);
factManager.startMonitoring(5000); // Every 5 seconds
setFact(factManager);
setInitialized(true);
} catch (err) {
setError(err.message);
console.error('FACT initialization failed:', err);
}
};
initializeFACT();
// Cleanup on unmount
return () => {
if (fact) {
fact.stopMonitoring();
fact.cleanup();
}
};
}, []);
const value = {
fact,
initialized,
error,
metrics,
// Helper methods
processQuery: async (query, options = {}) => {
if (!fact) throw new Error('FACT not initialized');
return fact.processQuery(query, options);
},
cacheGet: async (key) => {
if (!fact) throw new Error('FACT not initialized');
return fact.cacheGet(key);
},
cacheSet: async (key, value, ttl) => {
if (!fact) throw new Error('FACT not initialized');
return fact.cacheSet(key, value, ttl);
}
};
return (
<FACTContext.Provider value={value}>
{children}
</FACTContext.Provider>
);
};
// QueryComponent.jsx
import React, { useState } from 'react';
import { useFACT } from './FACTProvider';
export const QueryComponent = () => {
const { processQuery, initialized, error } = useFACT();
const [query, setQuery] = useState('SELECT * FROM companies LIMIT 10');
const [result, setResult] = useState(null);
const [loading, setLoading] = useState(false);
const executeQuery = async () => {
if (!initialized) return;
setLoading(true);
try {
const result = await processQuery(query, {
useCache: true,
enableProfiling: true
});
setResult(result);
} catch (err) {
setResult({ error: err.message });
} finally {
setLoading(false);
}
};
if (error) {
return <div className="error">FACT Error: {error}</div>;
}
if (!initialized) {
return <div className="loading">Initializing FACT WASM...</div>;
}
return (
<div className="query-component">
<div className="query-input">
<textarea
value={query}
onChange={(e) => setQuery(e.target.value)}
placeholder="Enter SQL query..."
rows={3}
/>
<button onClick={executeQuery} disabled={loading}>
{loading ? 'Processing...' : 'Execute Query'}
</button>
</div>
{result && (
<div className="query-result">
<h3>Result:</h3>
<div className="result-stats">
<span>Success: {result.success ? '✅' : '❌'}</span>
<span>Execution Time: {result.executionTime?.toFixed(2)}ms</span>
<span>Cache Hit: {result.cacheHit ? '✅' : '❌'}</span>
</div>
<pre className="result-data">
{JSON.stringify(result.data || result.error, null, 2)}
</pre>
</div>
)}
</div>
);
};
// PerformanceMonitor.jsx
import React from 'react';
import { useFACT } from './FACTProvider';
export const PerformanceMonitor = () => {
const { metrics, initialized } = useFACT();
if (!initialized || !metrics) {
return <div>No metrics available</div>;
}
return (
<div className="performance-monitor">
<h3>Performance Metrics</h3>
<div className="metrics-grid">
<div className="metric">
<span className="metric-value">
{(metrics.cacheHitRate * 100).toFixed(1)}%
</span>
<span className="metric-label">Cache Hit Rate</span>
</div>
<div className="metric">
<span className="metric-value">
{metrics.averageQueryTime.toFixed(2)}ms
</span>
<span className="metric-label">Avg Query Time</span>
</div>
<div className="metric">
<span className="metric-value">
{metrics.memoryUsage.toFixed(1)}MB
</span>
<span className="metric-label">Memory Usage</span>
</div>
<div className="metric">
<span className="metric-value">
{metrics.totalOperations}
</span>
<span className="metric-label">Total Operations</span>
</div>
</div>
</div>
);
};
// App.jsx
import React from 'react';
import { FACTProvider } from './components/FACTProvider';
import { QueryComponent } from './components/QueryComponent';
import { PerformanceMonitor } from './components/PerformanceMonitor';
function App() {
return (
<FACTProvider config={{ cacheSize: 5000 }}>
<div className="app">
<header>
<h1>FACT WASM React Demo</h1>
</header>
<main>
<div className="dashboard">
<QueryComponent />
<PerformanceMonitor />
</div>
</main>
</div>
</FACTProvider>
);
}
export default App;# Build for CDN distribution
cd wasm/
./build.sh
# Upload to CDN
aws s3 cp ../pkg/ s3://your-cdn-bucket/fact-wasm/ --recursive
aws cloudfront create-invalidation --distribution-id YOUR_DIST_ID --paths "/fact-wasm/*"<!-- CDN Usage -->
<script type="module">
import init, { FastCache, QueryProcessor } from 'https://cdn.yoursite.com/fact-wasm/fact_wasm_core.js';
async function initFACT() {
await init('https://cdn.yoursite.com/fact-wasm/fact_wasm_core_bg.wasm');
// Use FACT components
}
initFACT();
</script>// package.json for NPM distribution
{
"name": "@fact/wasm-core",
"version": "1.0.0",
"description": "High-performance WASM core for FACT system",
"main": "pkg/fact_wasm_core.js",
"types": "pkg/fact_wasm_core.d.ts",
"files": [
"pkg/**/*",
"README.md",
"LICENSE"
],
"keywords": ["wasm", "webassembly", "performance", "cache", "query"],
"browser": {
"pkg/fact_wasm_core_bg.wasm": "./pkg/fact_wasm_core_bg.wasm"
}
}# Install from NPM
npm install @fact/wasm-core
# Use in project
import init, { FastCache } from '@fact/wasm-core';
await init();
const cache = new FastCache(1000);# Dockerfile for WASM-enabled Node.js app
FROM node:18-alpine
# Install build dependencies
RUN apk add --no-cache \
build-base \
curl
# Install Rust and wasm-pack
RUN curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y
ENV PATH="/root/.cargo/bin:${PATH}"
RUN cargo install wasm-pack
WORKDIR /app
# Copy source
COPY . .
# Build WASM
RUN cd wasm && ./build.sh
# Install Node dependencies
RUN npm ci --only=production
# Expose port
EXPOSE 3000
# Start application
CMD ["node", "server.js"]// serverless-handler.js
const { FastCache, QueryProcessor } = require('./pkg/fact_wasm_core.js');
const fs = require('fs');
let wasmInitialized = false;
let cache, processor;
async function initializeWASM() {
if (wasmInitialized) return;
try {
const wasmBytes = fs.readFileSync('./pkg/fact_wasm_core_bg.wasm');
const wasmModule = require('./pkg/fact_wasm_core.js');
await wasmModule.default(wasmBytes);
cache = new wasmModule.FastCache(1000);
processor = new wasmModule.QueryProcessor();
wasmInitialized = true;
console.log('✅ WASM initialized in serverless function');
} catch (error) {
console.error('❌ WASM initialization failed:', error);
throw error;
}
}
exports.handler = async (event, context) => {
// Initialize WASM on cold start
await initializeWASM();
try {
const { query, operation } = JSON.parse(event.body);
switch (operation) {
case 'query':
const result = processor.process_query(query);
return {
statusCode: 200,
body: JSON.stringify({
success: result.success,
data: JSON.parse(result.data),
executionTime: result.execution_time_ms,
cacheHit: result.cache_hit
})
};
case 'cache_stats':
const stats = cache.stats();
return {
statusCode: 200,
body: JSON.stringify(stats)
};
default:
return {
statusCode: 400,
body: JSON.stringify({ error: 'Unknown operation' })
};
}
} catch (error) {
return {
statusCode: 500,
body: JSON.stringify({ error: error.message })
};
}
};// sw.js - Service Worker with WASM caching
const CACHE_NAME = 'fact-wasm-v1';
const WASM_CACHE = 'fact-wasm-binaries-v1';
const urlsToCache = [
'/',
'/pkg/fact_wasm_core.js',
'/pkg/fact_wasm_core_bg.wasm',
'/pkg/fact_wasm_core.d.ts'
];
// Install event - cache WASM files
self.addEventListener('install', (event) => {
event.waitUntil(
Promise.all([
caches.open(CACHE_NAME).then((cache) => cache.addAll(urlsToCache)),
caches.open(WASM_CACHE).then((cache) => cache.addAll([
'/pkg/fact_wasm_core_bg.wasm'
]))
])
);
});
// Fetch event - serve WASM from cache
self.addEventListener('fetch', (event) => {
if (event.request.url.endsWith('.wasm')) {
event.respondWith(
caches.match(event.request, { cacheName: WASM_CACHE })
.then((response) => response || fetch(event.request))
);
} else {
event.respondWith(
caches.match(event.request)
.then((response) => response || fetch(event.request))
);
}
});
// Background sync for WASM updates
self.addEventListener('sync', (event) => {
if (event.tag === 'wasm-update') {
event.waitUntil(updateWASMCache());
}
});
async function updateWASMCache() {
const cache = await caches.open(WASM_CACHE);
await cache.addAll(['/pkg/fact_wasm_core_bg.wasm']);
}// manifest.json for PWA
{
"name": "FACT WASM Application",
"short_name": "FACT WASM",
"description": "High-performance context processing with WebAssembly",
"start_url": "/",
"display": "standalone",
"background_color": "#ffffff",
"theme_color": "#2c3e50",
"icons": [
{
"src": "/icons/icon-192.png",
"sizes": "192x192",
"type": "image/png"
},
{
"src": "/icons/icon-512.png",
"sizes": "512x512",
"type": "image/png"
}
]
}Problem: TypeError: Failed to instantiate WebAssembly module
Solutions:
// Check WASM support
if (!('WebAssembly' in window)) {
console.error('WebAssembly not supported');
// Fallback to JavaScript implementation
}
// Add error handling for module loading
try {
await init();
} catch (error) {
if (error.message.includes('Invalid')) {
console.error('WASM file corrupted or invalid');
// Try redownloading or use backup
} else if (error.message.includes('network')) {
console.error('WASM file loading failed');
// Retry with exponential backoff
}
}
// Verify WASM file integrity
const response = await fetch('./pkg/fact_wasm_core_bg.wasm');
const buffer = await response.arrayBuffer();
console.log('WASM file size:', buffer.byteLength);
if (buffer.byteLength === 0) {
throw new Error('WASM file is empty');
}Problem: RangeError: Maximum call stack size exceeded
Solutions:
// Implement proper cleanup
class WASMManager {
constructor() {
this.instances = new Set();
}
createInstance(Class, ...args) {
const instance = new Class(...args);
this.instances.add(instance);
return instance;
}
cleanup() {
for (const instance of this.instances) {
if (instance.free) {
instance.free();
}
}
this.instances.clear();
}
}
// Use WeakMap for automatic cleanup
const instanceCleanup = new WeakMap();
function createManagedInstance(Class, ...args) {
const instance = new Class(...args);
// Schedule cleanup when instance is garbage collected
instanceCleanup.set(instance, () => {
if (instance.free) {
instance.free();
}
});
return instance;
}Problem: WASM slower than expected
Debugging:
// Performance profiling
const profiler = new PerformanceProfiler();
profiler.mark('operation_start');
const result = cache.get('key');
profiler.mark('operation_end');
const report = profiler.get_report();
console.log('Performance report:', report);
// Memory usage monitoring
function monitorMemory() {
const usage = get_memory_usage();
console.log('Memory usage:', {
wasm: usage.wasm_memory_mb + 'MB',
js: (performance.memory?.usedJSHeapSize / 1024 / 1024).toFixed(2) + 'MB'
});
}
setInterval(monitorMemory, 5000);
// Check for memory leaks
let lastMemoryUsage = 0;
function checkMemoryLeaks() {
const current = get_memory_usage().wasm_memory_mb;
const increase = current - lastMemoryUsage;
if (increase > 10) { // More than 10MB increase
console.warn('Potential memory leak detected:', increase, 'MB');
}
lastMemoryUsage = current;
}
setInterval(checkMemoryLeaks, 30000);Problem: WASM features not supported
Feature detection:
async function detectWASMFeatures() {
const features = {
basicWASM: false,
simd: false,
threads: false,
bulkMemory: false
};
try {
// Test basic WASM
await WebAssembly.instantiate(new Uint8Array([
0x00, 0x61, 0x73, 0x6d, 0x01, 0x00, 0x00, 0x00
]));
features.basicWASM = true;
} catch {}
try {
// Test SIMD
await WebAssembly.compile(new Uint8Array([
0x00, 0x61, 0x73, 0x6d, 0x01, 0x00, 0x00, 0x00,
0x01, 0x04, 0x01, 0x60, 0x00, 0x00, 0x03, 0x02,
0x01, 0x00, 0x0a, 0x09, 0x01, 0x07, 0x00, 0xfd,
0x0c, 0x00, 0x00, 0x00, 0x00, 0x0b
]));
features.simd = true;
} catch {}
// Test threads (SharedArrayBuffer)
features.threads = typeof SharedArrayBuffer !== 'undefined';
try {
// Test bulk memory
await WebAssembly.compile(new Uint8Array([
0x00, 0x61, 0x73, 0x6d, 0x01, 0x00, 0x00, 0x00,
0x01, 0x04, 0x01, 0x60, 0x00, 0x00, 0x03, 0x02,
0x01, 0x00, 0x05, 0x03, 0x01, 0x00, 0x10, 0x0a,
0x09, 0x01, 0x07, 0x00, 0xfc, 0x08, 0x00, 0x00,
0x41, 0x00, 0x0b
]));
features.bulkMemory = true;
} catch {}
return features;
}
// Use feature detection for progressive enhancement
const wasmFeatures = await detectWASMFeatures();
if (!wasmFeatures.basicWASM) {
console.warn('WASM not supported, using JavaScript fallback');
// Use JavaScript implementation
} else if (!wasmFeatures.simd) {
console.warn('SIMD not supported, using basic WASM build');
// Load non-SIMD WASM build
}Problem: Build fails with linker errors
Solutions:
# Update Rust toolchain
rustup update
# Add WASM target
rustup target add wasm32-unknown-unknown
# Clean and rebuild
cd wasm/
cargo clean
rm -rf pkg/
./build.sh
# Check for missing dependencies
wasm-pack --version
rustc --version --verbose
# Verify Cargo.toml dependencies
cargo check# Cargo.toml - Debug configuration
[profile.dev]
debug = true
opt-level = 1
panic = "unwind"
[features]
debug = ["console_error_panic_hook", "web-sys/console"]// lib.rs - Debug utilities
#[cfg(feature = "debug")]
use web_sys::console;
#[cfg(feature = "debug")]
macro_rules! console_log {
($($t:tt)*) => (console::log_1(&format_args!($($t)*).to_string().into()))
}
#[cfg(not(feature = "debug"))]
macro_rules! console_log {
($($t:tt)*) => {};
}
// Usage in WASM code
console_log!("Cache hit rate: {:.2}%", hit_rate * 100.0);This comprehensive WASM integration guide covers all aspects of building, deploying, and optimizing FACT's WebAssembly components. The examples demonstrate real-world usage patterns and provide solutions for common integration challenges.