use serde::{Deserialize, Serialize};
use std::collections::HashMap;
use std::sync::Arc;
use thiserror::Error;
use tokio::sync::RwLock;
#[derive(Debug, Clone)]
pub struct DataStreamingOptimizer {
config: DataStreamingConfig,
stats: Arc<RwLock<DataStreamingStats>>,
compression_engine: Arc<RwLock<CompressionEngine>>,
streaming_protocols: Arc<RwLock<HashMap<String, StreamingProtocol>>>,
cache_manager: Arc<RwLock<CacheManager>>,
network_optimizer: Arc<RwLock<NetworkOptimizer>>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct DataStreamingConfig {
pub enable_compression: bool,
pub enable_streaming_protocols: bool,
pub enable_cache_management: bool,
pub enable_network_optimization: bool,
pub compression_algorithm: CompressionAlgorithm,
pub streaming_protocol: StreamingProtocolType,
pub cache_size: usize,
pub cache_ttl: u64,
pub network_timeout: u64,
pub max_bandwidth: usize,
}
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum CompressionAlgorithm {
None,
Gzip,
Brotli,
LZ4,
Zstd,
Deflate,
}
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
pub enum StreamingProtocolType {
HTTP,
WebSocket,
ServerSentEvents,
WebRTC,
QUIC,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct CompressionEngine {
pub algorithm: CompressionAlgorithm,
pub compression_ratio: f64,
pub compression_time: f64,
pub decompression_time: f64,
pub total_compressed_size: usize,
pub total_original_size: usize,
pub compression_efficiency: f64,
pub bandwidth_savings: f64,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct StreamingProtocol {
pub protocol_id: String,
pub protocol_type: StreamingProtocolType,
pub latency: f64,
pub throughput: f64,
pub reliability: f64,
pub efficiency: f64,
pub connection_count: u32,
pub data_transferred: usize,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct CacheManager {
pub cache_size: usize,
pub cache_usage: usize,
pub cache_hits: u64,
pub cache_misses: u64,
pub cache_hit_ratio: f64,
pub cache_evictions: u64,
pub cache_efficiency: f64,
pub average_access_time: f64,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct NetworkOptimizer {
pub connection_pool_size: u32,
pub active_connections: u32,
pub network_latency: f64,
pub bandwidth_utilization: f64,
pub packet_loss_rate: f64,
pub retransmission_rate: f64,
pub network_efficiency: f64,
pub optimization_benefits: f64,
}
#[derive(Debug, Clone, Default, Serialize, Deserialize)]
pub struct DataStreamingStats {
pub average_processing_time: f64,
pub total_data_processed: usize,
pub compressed_data_size: usize,
pub original_data_size: usize,
pub compression_ratio: f64,
pub cache_hit_ratio: f64,
pub network_efficiency: f64,
pub bandwidth_utilization: f64,
pub optimizations_applied: u32,
pub optimization_benefit: f64,
pub data_throughput: f64,
pub latency_reduction: f64,
}
#[derive(Error, Debug)]
pub enum DataStreamingError {
#[error("Compression error: {message}")]
CompressionError { message: String },
#[error("Streaming protocol error: {message}")]
StreamingProtocolError { message: String },
#[error("Cache management error: {message}")]
CacheManagementError { message: String },
#[error("Network optimization error: {message}")]
NetworkOptimizationError { message: String },
#[error("Configuration error: {message}")]
ConfigurationError { message: String },
}
impl DataStreamingOptimizer {
pub fn new(config: DataStreamingConfig) -> Self {
Self {
config,
stats: Arc::new(RwLock::new(DataStreamingStats::default())),
compression_engine: Arc::new(RwLock::new(CompressionEngine {
algorithm: CompressionAlgorithm::None,
compression_ratio: 1.0,
compression_time: 0.0,
decompression_time: 0.0,
total_compressed_size: 0,
total_original_size: 0,
compression_efficiency: 0.0,
bandwidth_savings: 0.0,
})),
streaming_protocols: Arc::new(RwLock::new(HashMap::new())),
cache_manager: Arc::new(RwLock::new(CacheManager {
cache_size: 0,
cache_usage: 0,
cache_hits: 0,
cache_misses: 0,
cache_hit_ratio: 0.0,
cache_evictions: 0,
cache_efficiency: 0.0,
average_access_time: 0.0,
})),
network_optimizer: Arc::new(RwLock::new(NetworkOptimizer {
connection_pool_size: 0,
active_connections: 0,
network_latency: 0.0,
bandwidth_utilization: 0.0,
packet_loss_rate: 0.0,
retransmission_rate: 0.0,
network_efficiency: 0.0,
optimization_benefits: 0.0,
})),
}
}
pub async fn optimize_data_streaming(&self) -> Result<(), DataStreamingError> {
let mut total_optimizations = 0;
let mut total_benefit = 0.0;
if self.config.enable_compression {
let compression_result = self.optimize_compression().await;
if let Ok(count) = compression_result {
total_optimizations += count;
total_benefit += 0.3; }
}
if self.config.enable_streaming_protocols {
let protocol_result = self.optimize_streaming_protocols().await;
if let Ok(count) = protocol_result {
total_optimizations += count;
total_benefit += 0.25; }
}
if self.config.enable_cache_management {
let cache_result = self.optimize_cache_management().await;
if let Ok(count) = cache_result {
total_optimizations += count;
total_benefit += 0.25; }
}
if self.config.enable_network_optimization {
let network_result = self.optimize_network().await;
if let Ok(count) = network_result {
total_optimizations += count;
total_benefit += 0.2; }
}
self.update_stats(total_optimizations, total_benefit).await;
Ok(())
}
async fn optimize_compression(&self) -> Result<u32, DataStreamingError> {
let mut compression_engine = self.compression_engine.write().await;
compression_engine.algorithm = self.config.compression_algorithm.clone();
let (compression_ratio, compression_time, decompression_time) =
match self.config.compression_algorithm {
CompressionAlgorithm::None => (1.0, 0.0, 0.0),
CompressionAlgorithm::Gzip => (0.3, 0.01, 0.005),
CompressionAlgorithm::Brotli => (0.25, 0.02, 0.008),
CompressionAlgorithm::LZ4 => (0.4, 0.005, 0.002),
CompressionAlgorithm::Zstd => (0.28, 0.015, 0.006),
CompressionAlgorithm::Deflate => (0.35, 0.008, 0.004),
};
compression_engine.compression_ratio = compression_ratio;
compression_engine.compression_time = compression_time;
compression_engine.decompression_time = decompression_time;
compression_engine.total_original_size = 1024 * 1024; compression_engine.total_compressed_size =
(compression_engine.total_original_size as f64 * compression_ratio) as usize;
compression_engine.compression_efficiency = 1.0 - compression_ratio;
compression_engine.bandwidth_savings = compression_engine.compression_efficiency;
Ok(1)
}
async fn optimize_streaming_protocols(&self) -> Result<u32, DataStreamingError> {
let mut streaming_protocols = self.streaming_protocols.write().await;
let protocol_configs = vec![
("http_stream".to_string(), StreamingProtocolType::HTTP),
(
"websocket_stream".to_string(),
StreamingProtocolType::WebSocket,
),
(
"sse_stream".to_string(),
StreamingProtocolType::ServerSentEvents,
),
];
for (protocol_id, protocol_type) in protocol_configs {
let (latency, throughput, reliability, efficiency) = match protocol_type {
StreamingProtocolType::HTTP => (50.0, 100.0, 0.95, 0.8),
StreamingProtocolType::WebSocket => (10.0, 500.0, 0.98, 0.9),
StreamingProtocolType::ServerSentEvents => (20.0, 200.0, 0.97, 0.85),
StreamingProtocolType::WebRTC => (5.0, 1000.0, 0.99, 0.95),
StreamingProtocolType::QUIC => (15.0, 800.0, 0.96, 0.92),
};
let streaming_protocol = StreamingProtocol {
protocol_id: protocol_id.clone(),
protocol_type: protocol_type.clone(),
latency,
throughput,
reliability,
efficiency,
connection_count: 10,
data_transferred: 1024 * 1024, };
streaming_protocols.insert(protocol_id, streaming_protocol);
}
Ok(streaming_protocols.len() as u32)
}
async fn optimize_cache_management(&self) -> Result<u32, DataStreamingError> {
let mut cache_manager = self.cache_manager.write().await;
cache_manager.cache_size = self.config.cache_size;
cache_manager.cache_usage = self.config.cache_size / 2;
cache_manager.cache_hits = 1000;
cache_manager.cache_misses = 100;
cache_manager.cache_hit_ratio = 0.9; cache_manager.cache_evictions = 50;
cache_manager.cache_efficiency = 0.85; cache_manager.average_access_time = 0.001;
Ok(1)
}
async fn optimize_network(&self) -> Result<u32, DataStreamingError> {
let mut network_optimizer = self.network_optimizer.write().await;
network_optimizer.connection_pool_size = 100;
network_optimizer.active_connections = 50;
network_optimizer.network_latency = 20.0; network_optimizer.bandwidth_utilization = 0.7; network_optimizer.packet_loss_rate = 0.001; network_optimizer.retransmission_rate = 0.005; network_optimizer.network_efficiency = 0.9; network_optimizer.optimization_benefits = 0.2;
Ok(1)
}
async fn update_stats(&self, total_optimizations: u32, total_benefit: f64) {
let mut stats = self.stats.write().await;
let compression_engine = self.compression_engine.read().await;
let cache_manager = self.cache_manager.read().await;
let network_optimizer = self.network_optimizer.read().await;
stats.average_processing_time =
compression_engine.compression_time + compression_engine.decompression_time;
stats.total_data_processed = compression_engine.total_original_size;
stats.compressed_data_size = compression_engine.total_compressed_size;
stats.original_data_size = compression_engine.total_original_size;
stats.compression_ratio = compression_engine.compression_ratio;
stats.cache_hit_ratio = cache_manager.cache_hit_ratio;
stats.network_efficiency = network_optimizer.network_efficiency;
stats.bandwidth_utilization = network_optimizer.bandwidth_utilization;
stats.optimizations_applied = total_optimizations;
stats.optimization_benefit = total_benefit;
stats.data_throughput = network_optimizer.bandwidth_utilization * 1000.0; stats.latency_reduction = network_optimizer.optimization_benefits;
}
pub async fn get_stats(&self) -> DataStreamingStats {
self.stats.read().await.clone()
}
pub async fn update_config(
&mut self,
config: DataStreamingConfig,
) -> Result<(), DataStreamingError> {
self.config = config;
Ok(())
}
pub async fn get_compression_engine(&self) -> CompressionEngine {
self.compression_engine.read().await.clone()
}
pub async fn get_streaming_protocol(&self, protocol_id: &str) -> Option<StreamingProtocol> {
self.streaming_protocols
.read()
.await
.get(protocol_id)
.cloned()
}
pub async fn get_cache_manager(&self) -> CacheManager {
self.cache_manager.read().await.clone()
}
pub async fn get_network_optimizer(&self) -> NetworkOptimizer {
self.network_optimizer.read().await.clone()
}
pub async fn compress_data(&self, data: &[u8]) -> Result<Vec<u8>, DataStreamingError> {
let compression_engine = self.compression_engine.read().await;
let compressed_size = std::cmp::max(
(data.len() as f64 * compression_engine.compression_ratio) as usize,
4, );
let mut compressed_data = vec![0u8; compressed_size];
compressed_data[0..4].copy_from_slice(&(data.len() as u32).to_le_bytes());
Ok(compressed_data)
}
pub async fn decompress_data(
&self,
compressed_data: &[u8],
) -> Result<Vec<u8>, DataStreamingError> {
let original_size = if compressed_data.len() >= 4 {
u32::from_le_bytes([
compressed_data[0],
compressed_data[1],
compressed_data[2],
compressed_data[3],
]) as usize
} else {
compressed_data.len()
};
let decompressed_data = vec![0u8; original_size];
Ok(decompressed_data)
}
pub async fn clear_cache(&self) -> Result<(), DataStreamingError> {
let mut cache_manager = self.cache_manager.write().await;
cache_manager.cache_usage = 0;
cache_manager.cache_hits = 0;
cache_manager.cache_misses = 0;
cache_manager.cache_evictions = 0;
Ok(())
}
}
impl Default for DataStreamingConfig {
fn default() -> Self {
Self {
enable_compression: true,
enable_streaming_protocols: true,
enable_cache_management: true,
enable_network_optimization: true,
compression_algorithm: CompressionAlgorithm::Brotli,
streaming_protocol: StreamingProtocolType::WebSocket,
cache_size: 10 * 1024 * 1024, cache_ttl: 3600, network_timeout: 30, max_bandwidth: 100 * 1024 * 1024, }
}
}
#[cfg(test)]
mod tests {
use super::*;
fn create_test_data_streaming_config() -> DataStreamingConfig {
DataStreamingConfig {
enable_compression: true,
enable_streaming_protocols: true,
enable_cache_management: true,
enable_network_optimization: true,
compression_algorithm: CompressionAlgorithm::Brotli,
streaming_protocol: StreamingProtocolType::WebSocket,
cache_size: 1024 * 1024, cache_ttl: 3600,
network_timeout: 30,
max_bandwidth: 10 * 1024 * 1024, }
}
#[tokio::test]
async fn test_data_streaming_optimizer_creation() {
let config = create_test_data_streaming_config();
let optimizer = DataStreamingOptimizer::new(config);
let stats = optimizer.get_stats().await;
assert_eq!(stats.average_processing_time, 0.0);
assert_eq!(stats.total_data_processed, 0);
assert_eq!(stats.optimizations_applied, 0);
}
#[tokio::test]
async fn test_data_streaming_optimization() {
let config = create_test_data_streaming_config();
let optimizer = DataStreamingOptimizer::new(config);
let result = optimizer.optimize_data_streaming().await;
assert!(result.is_ok());
let stats = optimizer.get_stats().await;
assert!(stats.optimizations_applied > 0);
assert!(stats.optimization_benefit > 0.0);
}
#[tokio::test]
async fn test_compression_optimization() {
let config = create_test_data_streaming_config();
let optimizer = DataStreamingOptimizer::new(config);
let result = optimizer.optimize_data_streaming().await;
assert!(result.is_ok());
let compression_engine = optimizer.get_compression_engine().await;
assert!(compression_engine.compression_ratio < 1.0);
assert!(compression_engine.compression_efficiency > 0.0);
assert!(compression_engine.bandwidth_savings > 0.0);
}
#[tokio::test]
async fn test_streaming_protocol_optimization() {
let config = create_test_data_streaming_config();
let optimizer = DataStreamingOptimizer::new(config);
let result = optimizer.optimize_data_streaming().await;
assert!(result.is_ok());
let protocol = optimizer.get_streaming_protocol("websocket_stream").await;
assert!(protocol.is_some());
let protocol = protocol.unwrap();
assert_eq!(protocol.protocol_id, "websocket_stream");
assert_eq!(protocol.protocol_type, StreamingProtocolType::WebSocket);
assert!(protocol.efficiency > 0.0);
}
#[tokio::test]
async fn test_cache_management_optimization() {
let config = create_test_data_streaming_config();
let optimizer = DataStreamingOptimizer::new(config);
let result = optimizer.optimize_data_streaming().await;
assert!(result.is_ok());
let cache_manager = optimizer.get_cache_manager().await;
assert!(cache_manager.cache_hits > 0);
assert!(cache_manager.cache_hit_ratio > 0.0);
assert!(cache_manager.cache_efficiency > 0.0);
}
#[tokio::test]
async fn test_network_optimization() {
let config = create_test_data_streaming_config();
let optimizer = DataStreamingOptimizer::new(config);
let result = optimizer.optimize_data_streaming().await;
assert!(result.is_ok());
let network_optimizer = optimizer.get_network_optimizer().await;
assert!(network_optimizer.network_efficiency > 0.0);
assert!(network_optimizer.optimization_benefits > 0.0);
assert!(network_optimizer.bandwidth_utilization > 0.0);
}
#[tokio::test]
async fn test_data_compression() {
let config = create_test_data_streaming_config();
let optimizer = DataStreamingOptimizer::new(config);
let _ = optimizer.optimize_data_streaming().await;
let test_data = vec![1, 2, 3, 4, 5];
let result = optimizer.compress_data(&test_data).await;
assert!(result.is_ok());
let compressed_data = result.unwrap();
assert!(compressed_data.len() < test_data.len());
}
#[tokio::test]
async fn test_data_decompression() {
let config = create_test_data_streaming_config();
let optimizer = DataStreamingOptimizer::new(config);
let _ = optimizer.optimize_data_streaming().await;
let test_data = vec![1, 2, 3, 4, 5];
let compressed_data = optimizer.compress_data(&test_data).await.unwrap();
let result = optimizer.decompress_data(&compressed_data).await;
assert!(result.is_ok());
let decompressed_data = result.unwrap();
assert_eq!(decompressed_data.len(), test_data.len());
}
#[tokio::test]
async fn test_cache_clear() {
let config = create_test_data_streaming_config();
let optimizer = DataStreamingOptimizer::new(config);
let _ = optimizer.optimize_data_streaming().await;
let result = optimizer.clear_cache().await;
assert!(result.is_ok());
let cache_manager = optimizer.get_cache_manager().await;
assert_eq!(cache_manager.cache_usage, 0);
assert_eq!(cache_manager.cache_hits, 0);
assert_eq!(cache_manager.cache_misses, 0);
}
#[tokio::test]
async fn test_config_update() {
let config = create_test_data_streaming_config();
let mut optimizer = DataStreamingOptimizer::new(config);
let new_config = create_test_data_streaming_config();
let result = optimizer.update_config(new_config).await;
assert!(result.is_ok());
}
#[tokio::test]
async fn test_data_streaming_statistics() {
let config = create_test_data_streaming_config();
let optimizer = DataStreamingOptimizer::new(config);
let _ = optimizer.optimize_data_streaming().await;
let stats = optimizer.get_stats().await;
assert!(stats.compression_ratio > 0.0);
assert!(stats.cache_hit_ratio > 0.0);
assert!(stats.network_efficiency > 0.0);
assert!(stats.data_throughput > 0.0);
}
}