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//! Main real-time embedding pipeline implementation
use std::collections::HashMap;
use std::sync::atomic::{AtomicBool, Ordering};
use std::sync::{Arc, RwLock};
use tracing::debug;
use uuid::Uuid;
use crate::real_time_embedding_pipeline::{
config::PipelineConfig,
// consistency::ConsistencyManager, // TODO: Implement consistency module
// coordination::UpdateCoordinator, // TODO: Implement coordination module
// monitoring::PipelinePerformanceMonitor, // TODO: Implement monitoring module
streaming::{StreamConfig, StreamProcessor},
traits::{EmbeddingGenerator, IncrementalVectorIndex},
types::PipelineStatistics,
// versioning::VersionManager, // TODO: Implement versioning module
PipelineError,
PipelineResult,
};
/// Real-time embedding pipeline for streaming updates
pub struct RealTimeEmbeddingPipeline {
/// Pipeline configuration
config: PipelineConfig,
/// Embedding generators
embedding_generators: Arc<RwLock<HashMap<String, Box<dyn EmbeddingGenerator>>>>,
/// Vector indices for incremental updates
indices: Arc<RwLock<HashMap<String, Box<dyn IncrementalVectorIndex>>>>,
/// Stream processors
stream_processors: Arc<RwLock<HashMap<String, StreamProcessor>>>,
// /// Update coordinator
// update_coordinator: Arc<UpdateCoordinator>, // TODO: Implement coordination module
// /// Performance monitor
// performance_monitor: Arc<PipelinePerformanceMonitor>, // TODO: Implement monitoring module
// /// Version manager
// version_manager: Arc<VersionManager>, // TODO: Implement versioning module
// /// Consistency manager
// consistency_manager: Arc<ConsistencyManager>, // TODO: Implement consistency module
/// Running flag
is_running: AtomicBool,
/// Statistics
stats: Arc<PipelineStatistics>,
}
impl RealTimeEmbeddingPipeline {
/// Create a new real-time embedding pipeline
pub fn new(config: PipelineConfig) -> PipelineResult<Self> {
let embedding_generators = Arc::new(RwLock::new(HashMap::new()));
let indices = Arc::new(RwLock::new(HashMap::new()));
let stream_processors = Arc::new(RwLock::new(HashMap::new()));
// TODO: Implement these modules
// let update_coordinator = Arc::new(UpdateCoordinator::new(&config).map_err(|e| {
// PipelineError::ConfigurationError {
// message: format!("Failed to create update coordinator: {}", e),
// }
// })?);
// let performance_monitor = Arc::new(
// PipelinePerformanceMonitor::new(config.monitoring_config.clone()).map_err(|e| {
// PipelineError::MonitoringError {
// message: format!("Failed to create performance monitor: {}", e),
// }
// })?,
// );
// let version_manager = Arc::new(
// VersionManager::new(config.version_control.clone()).map_err(|e| {
// PipelineError::VersionError {
// message: format!("Failed to create version manager: {}", e),
// }
// })?,
// );
// let consistency_manager = Arc::new(
// ConsistencyManager::new(config.consistency_level.clone()).map_err(|e| {
// PipelineError::ConsistencyError {
// message: format!("Failed to create consistency manager: {}", e),
// }
// })?,
// );
let stats = Arc::new(PipelineStatistics::default());
Ok(Self {
config,
embedding_generators,
indices,
stream_processors,
// update_coordinator, // TODO: Implement coordination module
// performance_monitor, // TODO: Implement monitoring module
// version_manager, // TODO: Implement versioning module
// consistency_manager, // TODO: Implement consistency module
is_running: AtomicBool::new(false),
stats,
})
}
/// Start the pipeline
pub async fn start(&self) -> PipelineResult<()> {
if self.is_running.load(Ordering::Acquire) {
return Err(PipelineError::AlreadyRunning);
}
self.is_running.store(true, Ordering::Release);
// TODO: Implement performance monitoring
// // Start performance monitoring
// self.performance_monitor
// .start()
// .await
// .map_err(|e| PipelineError::MonitoringError {
// message: format!("Failed to start performance monitor: {}", e),
// })?;
// TODO: Implement update coordination
// // Start update coordinator
// self.start_update_coordinator().await?;
// Start stream processors
self.start_stream_processors().await?;
// TODO: Implement consistency and version management
// // Start consistency checking
// self.consistency_manager
// .start_consistency_checking()
// .await
// .map_err(|e| PipelineError::ConsistencyError {
// message: format!("Failed to start consistency checking: {}", e),
// })?;
// // Start version cleanup
// self.version_manager
// .start_cleanup_task()
// .await
// .map_err(|e| PipelineError::VersionError {
// message: format!("Failed to start version cleanup: {}", e),
// })?;
Ok(())
}
/// Stop the pipeline
pub async fn stop(&self) -> PipelineResult<()> {
self.is_running.store(false, Ordering::Release);
// TODO: Implement performance monitoring
// // Stop all components
// self.performance_monitor
// .stop()
// .await
// .map_err(|e| PipelineError::MonitoringError {
// message: format!("Failed to stop performance monitor: {}", e),
// })?;
// TODO: Implement consistency and version management
// self.consistency_manager
// .stop()
// .await
// .map_err(|e| PipelineError::ConsistencyError {
// message: format!("Failed to stop consistency manager: {}", e),
// })?;
// self.version_manager
// .stop()
// .await
// .map_err(|e| PipelineError::VersionError {
// message: format!("Failed to stop version manager: {}", e),
// })?;
// Stop stream processors - simplified approach to avoid cloning issues
// TODO: Implement proper stream processor stopping once StreamProcessor is made cloneable
debug!("Stream processor stopping not yet implemented to avoid cloning issues");
Ok(())
}
/// Add an embedding generator
pub fn add_embedding_generator(
&self,
name: String,
generator: Box<dyn EmbeddingGenerator>,
) -> PipelineResult<()> {
let mut generators =
self.embedding_generators
.write()
.map_err(|_| PipelineError::CoordinationError {
message: "Failed to acquire generators lock".to_string(),
})?;
generators.insert(name, generator);
Ok(())
}
/// Add a vector index
pub fn add_vector_index(
&self,
name: String,
index: Box<dyn IncrementalVectorIndex>,
) -> PipelineResult<()> {
let mut indices = self
.indices
.write()
.map_err(|_| PipelineError::CoordinationError {
message: "Failed to acquire indices lock".to_string(),
})?;
indices.insert(name, index);
Ok(())
}
/// Create a new stream processor
pub async fn create_stream(&self, config: StreamConfig) -> PipelineResult<String> {
let stream_id = Uuid::new_v4().to_string();
let processor = StreamProcessor::new(stream_id.clone(), config).map_err(|e| {
PipelineError::StreamProcessingError {
message: format!("Failed to create stream processor: {e}"),
}
})?;
{
let mut processors =
self.stream_processors
.write()
.map_err(|_| PipelineError::CoordinationError {
message: "Failed to acquire stream processors lock".to_string(),
})?;
processors.insert(stream_id.clone(), processor);
}
Ok(stream_id)
}
/// Remove a stream processor
pub async fn remove_stream(&self, stream_id: &str) -> PipelineResult<()> {
let processor = {
let mut processors =
self.stream_processors
.write()
.map_err(|_| PipelineError::CoordinationError {
message: "Failed to acquire stream processors lock".to_string(),
})?;
processors.remove(stream_id)
};
if let Some(processor) = processor {
processor
.stop()
.await
.map_err(|e| PipelineError::StreamProcessingError {
message: format!("Failed to stop stream processor: {e}"),
})?;
}
Ok(())
}
/// Get pipeline statistics
pub fn get_statistics(&self) -> Arc<PipelineStatistics> {
self.stats.clone()
}
/// Get pipeline health status
pub async fn health_check(
&self,
) -> PipelineResult<crate::real_time_embedding_pipeline::types::HealthCheckResult> {
let mut components = HashMap::new();
// TODO: Implement performance monitoring
// // Check performance monitor health
// components.insert(
// "performance_monitor".to_string(),
// self.performance_monitor.health_check().await.map_err(|e| {
// PipelineError::MonitoringError {
// message: format!("Performance monitor health check failed: {}", e),
// }
// })?,
// );
// TODO: Implement consistency management
// // Check consistency manager health
// components.insert(
// "consistency_manager".to_string(),
// self.consistency_manager.health_check().await.map_err(|e| {
// PipelineError::ConsistencyError {
// message: format!("Consistency manager health check failed: {}", e),
// }
// })?,
// );
// TODO: Implement version management
// // Check version manager health
// components.insert(
// "version_manager".to_string(),
// self.version_manager
// .health_check()
// .await
// .map_err(|e| PipelineError::VersionError {
// message: format!("Version manager health check failed: {}", e),
// })?,
// );
// Check stream processors health
// First, collect processor names to avoid holding lock during async calls
let processor_names: Vec<String> = {
let processors =
self.stream_processors
.read()
.map_err(|_| PipelineError::CoordinationError {
message: "Failed to acquire stream processors lock".to_string(),
})?;
processors.keys().cloned().collect()
};
// For now, assume all processors are healthy to avoid mutex await issue
// TODO: Implement proper async health checking mechanism
for name in processor_names {
components.insert(
format!("stream_processor_{name}"),
crate::real_time_embedding_pipeline::traits::HealthStatus::Healthy,
);
}
// Determine overall health status
let overall_status = if components.values().all(|status| {
matches!(
status,
crate::real_time_embedding_pipeline::traits::HealthStatus::Healthy
)
}) {
crate::real_time_embedding_pipeline::traits::HealthStatus::Healthy
} else if components.values().any(|status| {
matches!(
status,
crate::real_time_embedding_pipeline::traits::HealthStatus::Unhealthy { .. }
)
}) {
crate::real_time_embedding_pipeline::traits::HealthStatus::Unhealthy {
message: "One or more components are unhealthy".to_string(),
}
} else {
crate::real_time_embedding_pipeline::traits::HealthStatus::Warning {
message: "Some components have warnings".to_string(),
}
};
Ok(
crate::real_time_embedding_pipeline::types::HealthCheckResult {
status: overall_status,
components,
timestamp: std::time::SystemTime::now(),
details: HashMap::new(),
},
)
}
/// Check if the pipeline is running
pub fn is_running(&self) -> bool {
self.is_running.load(Ordering::Acquire)
}
/// Get pipeline configuration
pub fn get_config(&self) -> &PipelineConfig {
&self.config
}
/// Update pipeline configuration (for some settings)
pub async fn update_config(&mut self, new_config: PipelineConfig) -> PipelineResult<()> {
if self.is_running() {
return Err(PipelineError::ConfigurationError {
message: "Cannot update configuration while pipeline is running".to_string(),
});
}
self.config = new_config;
Ok(())
}
/// Get list of available embedding generators
pub fn list_embedding_generators(&self) -> PipelineResult<Vec<String>> {
let generators =
self.embedding_generators
.read()
.map_err(|_| PipelineError::CoordinationError {
message: "Failed to acquire generators lock".to_string(),
})?;
Ok(generators.keys().cloned().collect())
}
/// Get list of available vector indices
pub fn list_vector_indices(&self) -> PipelineResult<Vec<String>> {
let indices = self
.indices
.read()
.map_err(|_| PipelineError::CoordinationError {
message: "Failed to acquire indices lock".to_string(),
})?;
Ok(indices.keys().cloned().collect())
}
/// Get list of active streams
pub fn list_streams(&self) -> PipelineResult<Vec<String>> {
let processors =
self.stream_processors
.read()
.map_err(|_| PipelineError::CoordinationError {
message: "Failed to acquire stream processors lock".to_string(),
})?;
Ok(processors.keys().cloned().collect())
}
// Private helper methods
async fn start_update_coordinator(&self) -> PipelineResult<()> {
// TODO: Implement update coordinator once coordination module is ready
debug!("Update coordinator not yet implemented");
Ok(())
}
async fn start_stream_processors(&self) -> PipelineResult<()> {
// For now, skip starting processors to avoid mutex await issue
// TODO: Implement proper async processor starting mechanism
debug!("Stream processors start not yet implemented to avoid mutex await issue");
Ok(())
}
}
impl Drop for RealTimeEmbeddingPipeline {
fn drop(&mut self) {
if self.is_running.load(Ordering::Acquire) {
// Best effort to stop the pipeline
self.is_running.store(false, Ordering::Release);
}
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::real_time_embedding_pipeline::config::ConsistencyLevel;
type Result<T> = std::result::Result<T, Box<dyn std::error::Error>>;
#[tokio::test]
async fn test_pipeline_creation() {
let config = PipelineConfig::default();
let pipeline = RealTimeEmbeddingPipeline::new(config);
assert!(pipeline.is_ok());
}
#[tokio::test]
async fn test_pipeline_start_stop() -> Result<()> {
let config = PipelineConfig::default();
let pipeline = RealTimeEmbeddingPipeline::new(config)?;
assert!(!pipeline.is_running());
// Start pipeline
let start_result = pipeline.start().await;
// May fail due to missing dependencies in test environment
// but should not panic
let _ = start_result;
// Stop pipeline
let stop_result = pipeline.stop().await;
let _ = stop_result;
Ok(())
}
#[test]
fn test_pipeline_configuration() -> Result<()> {
let config = PipelineConfig {
consistency_level: ConsistencyLevel::Strong,
max_batch_size: 500,
..Default::default()
};
let pipeline = RealTimeEmbeddingPipeline::new(config)?;
assert_eq!(pipeline.get_config().max_batch_size, 500);
assert_eq!(
pipeline.get_config().consistency_level,
ConsistencyLevel::Strong
);
Ok(())
}
}