rustytorch/crates/production/rtx-serving-api/src/advanced_server.rs

//! Advanced LLM serving server with comprehensive features
//!
//! Integrates all advanced LLM capabilities into a unified server:
//! - Rate limiting and token management
//! - Structured generation and validation
//! - Grammar-constrained sampling
//! - Cost attribution and billing
//! - Request prioritization and queuing
//! - Advanced sampling strategies
//! - Streaming responses (SSE/WebSocket)
//! - Multi-model serving and routing

use axum::{
    Router,
    extract::{Path, State},
    response::{Json, Sse},
    routing::{get, post},
};
use serde::{Deserialize, Serialize};
use std::{sync::Arc, time::Duration};
use tokio::net::TcpListener;
use tower_http::{cors::CorsLayer, timeout::TimeoutLayer, trace::TraceLayer};

use crate::{
    ApiError,
    ApiResult,
    // grammar_sampling::{ContextFreeGrammar, GrammarGuidedSampler}, // Temporarily disabled
    billing::BillingManager,
    multi_model::MultiModelManager,
    queue_management::QueueManager,
    rate_limiting::RateLimitManager,
    streaming::StreamManager,
    structured_generation::StructuredGenerationManager,
};

/// Advanced server configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct AdvancedServerConfig {
    /// Basic server settings
    pub host: String,
    pub port: u16,
    pub timeout_seconds: u64,

    /// Rate limiting configuration
    pub enable_rate_limiting: bool,
    pub rate_limit_config: RateLimitConfig,

    /// Structured generation settings
    pub enable_structured_generation: bool,
    pub max_schema_size: usize,

    /// Grammar sampling settings
    pub enable_grammar_sampling: bool,
    pub max_grammar_complexity: usize,

    /// Billing configuration
    pub enable_billing: bool,
    pub billing_currency: String,

    /// Queue management settings
    pub enable_queue_management: bool,
    pub max_queue_size: usize,
    pub max_concurrent_requests: usize,

    /// Streaming configuration
    pub enable_streaming: bool,
    pub max_stream_connections: usize,
    pub stream_buffer_size: usize,

    /// Multi-model settings
    pub enable_multi_model: bool,
    pub max_loaded_models: usize,
    pub model_cache_size_gb: f32,

    /// Security settings
    pub enable_auth: bool,
    pub api_key_required: bool,
    pub cors_origins: Vec<String>,
}

/// Rate limiting configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct RateLimitConfig {
    pub requests_per_minute: u64,
    pub tokens_per_minute: u64,
    pub burst_allowance: f64,
    pub enable_user_tiers: bool,
}

impl Default for AdvancedServerConfig {
    fn default() -> Self {
        Self {
            host: "127.0.0.1".to_string(),
            port: 8080,
            timeout_seconds: 300,

            enable_rate_limiting: true,
            rate_limit_config: RateLimitConfig {
                requests_per_minute: 60,
                tokens_per_minute: 10000,
                burst_allowance: 2.0,
                enable_user_tiers: true,
            },

            enable_structured_generation: true,
            max_schema_size: 1024 * 1024, // 1MB

            enable_grammar_sampling: true,
            max_grammar_complexity: 1000,

            enable_billing: true,
            billing_currency: "USD".to_string(),

            enable_queue_management: true,
            max_queue_size: 1000,
            max_concurrent_requests: 100,

            enable_streaming: true,
            max_stream_connections: 10000,
            stream_buffer_size: 4096,

            enable_multi_model: true,
            max_loaded_models: 10,
            model_cache_size_gb: 100.0,

            enable_auth: false,
            api_key_required: false,
            cors_origins: vec!["*".to_string()],
        }
    }
}

/// Advanced serving server state
#[derive(Clone)]
pub struct AdvancedServerState {
    pub config: AdvancedServerConfig,
    pub rate_limiter: Option<Arc<RateLimitManager>>,
    pub structured_gen: Option<Arc<StructuredGenerationManager>>,
    pub billing_manager: Option<Arc<BillingManager>>,
    pub queue_manager: Option<Arc<QueueManager>>,
    pub stream_manager: Option<Arc<StreamManager>>,
    pub model_manager: Option<Arc<MultiModelManager>>,
}

impl AdvancedServerState {
    /// Create new advanced server state
    #[must_use]
    pub fn new(config: AdvancedServerConfig) -> Self {
        let rate_limiter = if config.enable_rate_limiting {
            Some(Arc::new(RateLimitManager::new()))
        } else {
            None
        };

        let structured_gen = if config.enable_structured_generation {
            Some(Arc::new(StructuredGenerationManager::new()))
        } else {
            None
        };

        let billing_manager = if config.enable_billing {
            Some(Arc::new(BillingManager::new()))
        } else {
            None
        };

        let queue_manager = if config.enable_queue_management {
            Some(Arc::new(QueueManager::new(
                config.max_concurrent_requests,
                config.max_queue_size,
            )))
        } else {
            None
        };

        let stream_manager = if config.enable_streaming {
            let stream_config = crate::streaming::StreamConfig {
                buffer_size: config.stream_buffer_size,
                max_concurrent_streams: config.max_stream_connections,
                ..Default::default()
            };
            Some(Arc::new(StreamManager::new(stream_config)))
        } else {
            None
        };

        let model_manager = if config.enable_multi_model {
            Some(Arc::new(MultiModelManager::new()))
        } else {
            None
        };

        Self {
            config,
            rate_limiter,
            structured_gen,
            billing_manager,
            queue_manager,
            stream_manager,
            model_manager,
        }
    }
}

/// Advanced serving server
pub struct AdvancedServingServer {
    state: AdvancedServerState,
}

impl AdvancedServingServer {
    /// Create new advanced serving server
    #[must_use]
    pub fn new(config: AdvancedServerConfig) -> Self {
        Self {
            state: AdvancedServerState::new(config),
        }
    }

    /// Build the complete router with all advanced features
    pub fn app(&self) -> Router {
        let mut router = Router::new()
            // Basic health and model endpoints
            .route("/health", get(health_check))
            .route("/health/ready", get(health_check))
            .route("/health/live", get(health_check))
            .route("/v1/models", get(list_models))
            // Standard inference endpoints
            .route("/v1/completions", post(completions))
            .route("/v1/chat/completions", post(chat_completions))
            // Cached inference endpoints (existing)
            .route("/v1/cached/completions", post(cached_completions))
            .route("/v1/cached/chat/completions", post(cached_chat_completions))
            .route("/v1/cache/stats", get(cache_stats))
            .route("/v1/cache/clear", post(clear_cache));

        // Add rate limiting endpoints if enabled
        if self.state.config.enable_rate_limiting {
            router = router
                .route("/v1/rate-limits/status/:user_id", get(rate_limit_status))
                .route("/v1/rate-limits/reset/:user_id", post(reset_rate_limits));
        }

        // Add structured generation endpoints if enabled
        if self.state.config.enable_structured_generation {
            router = router
                .route("/v1/structured/generate", post(structured_generate))
                .route("/v1/structured/schemas", get(list_schemas))
                .route("/v1/structured/schemas", post(create_schema))
                .route("/v1/structured/validate", post(validate_output));
        }

        // Add grammar sampling endpoints if enabled
        if self.state.config.enable_grammar_sampling {
            router = router
                .route("/v1/grammar/generate", post(grammar_generate))
                .route("/v1/grammar/validate", post(validate_grammar))
                .route("/v1/grammar/parse", post(parse_bnf_grammar));
        }

        // Add billing endpoints if enabled
        if self.state.config.enable_billing {
            router = router
                .route("/v1/billing/costs/:user_id", get(get_user_costs))
                .route("/v1/billing/budgets", get(list_budgets))
                .route("/v1/billing/budgets", post(create_budget))
                .route("/v1/billing/forecasts/:entity_id", get(get_forecast));
        }

        // Add queue management endpoints if enabled
        if self.state.config.enable_queue_management {
            router = router
                .route("/v1/queue/stats", get(queue_stats))
                .route("/v1/queue/status/:request_id", get(request_status))
                .route("/v1/queue/cancel/:request_id", post(cancel_request))
                .route("/v1/queue/priority", post(priority_completions));
        }

        // Add streaming endpoints if enabled
        if self.state.config.enable_streaming {
            router = router
                .route("/v1/stream/sse/:user_id", get(sse_stream))
                .route("/v1/stream/ws/:user_id", get(websocket_upgrade))
                .route("/v1/stream/chunked/:user_id", get(chunked_stream))
                .route("/v1/stream/stats", get(stream_stats));
        }

        // Add multi-model endpoints if enabled
        if self.state.config.enable_multi_model {
            router = router
                .route("/v1/models/load", post(load_model))
                .route("/v1/models/unload/:instance_id", post(unload_model))
                .route("/v1/models/stats", get(model_stats))
                .route("/v1/models/ab-test", post(create_ab_test))
                .route("/v1/models/canary", post(create_canary))
                .route("/v1/models/ensemble", post(create_ensemble));
        }

        // Add state and middleware
        router
            .with_state(self.state.clone())
            .layer(CorsLayer::permissive())
            .layer(TraceLayer::new_for_http())
            .layer(TimeoutLayer::new(Duration::from_secs(
                self.state.config.timeout_seconds,
            )))
    }

    /// Start the advanced server
    pub async fn serve(&self) -> ApiResult<()> {
        let app = self.app();

        let addr = format!("{}:{}", self.state.config.host, self.state.config.port);
        let listener = TcpListener::bind(&addr)
            .await
            .map_err(|e| ApiError::internal(format!("Failed to bind to {addr}: {e}")))?;

        tracing::info!("Advanced LLM serving server listening on {}", addr);
        tracing::info!(
            "Features enabled: rate_limiting={}, structured_gen={}, grammar_sampling={}, billing={}, queue_mgmt={}, streaming={}, multi_model={}",
            self.state.config.enable_rate_limiting,
            self.state.config.enable_structured_generation,
            self.state.config.enable_grammar_sampling,
            self.state.config.enable_billing,
            self.state.config.enable_queue_management,
            self.state.config.enable_streaming,
            self.state.config.enable_multi_model
        );

        // Start background tasks
        self.start_background_tasks().await;

        axum::serve(listener, app)
            .await
            .map_err(|e| ApiError::internal(format!("Server error: {e}")))?;

        Ok(())
    }

    /// Start background tasks for cleanup and monitoring
    async fn start_background_tasks(&self) {
        if let Some(queue_manager) = &self.state.queue_manager {
            let queue_manager = queue_manager.clone();
            tokio::spawn(async move {
                let mut interval = tokio::time::interval(Duration::from_secs(60));
                loop {
                    interval.tick().await;
                    queue_manager.cleanup_expired_requests().await;
                }
            });
        }

        if let Some(rate_limiter) = &self.state.rate_limiter {
            let rate_limiter = rate_limiter.clone();
            tokio::spawn(async move {
                let mut interval = tokio::time::interval(Duration::from_secs(300));
                loop {
                    interval.tick().await;
                    rate_limiter.cleanup_expired_entries().await;
                }
            });
        }

        if let Some(stream_manager) = &self.state.stream_manager {
            stream_manager.start_cleanup_task();
        }
    }
}

// Handler implementations (simplified for brevity - would implement full logic)

async fn health_check() -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"status": "healthy"})))
}

async fn list_models(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"models": []})))
}

async fn completions(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(
        serde_json::json!({"response": "Generated completion"}),
    ))
}

async fn chat_completions(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(
        serde_json::json!({"response": "Generated chat completion"}),
    ))
}

async fn cached_completions(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"response": "Cached completion"})))
}

async fn cached_chat_completions(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(
        serde_json::json!({"response": "Cached chat completion"}),
    ))
}

async fn cache_stats(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"cache_stats": {}})))
}

async fn clear_cache(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"status": "cache cleared"})))
}

// Rate limiting handlers
async fn rate_limit_status(
    Path(user_id): Path<String>,
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    if let Some(rate_limiter) = &state.rate_limiter {
        if let Some(usage) = rate_limiter.get_user_usage(&user_id) {
            Ok(Json(serde_json::json!(usage)))
        } else {
            Ok(Json(serde_json::json!({"error": "User not found"})))
        }
    } else {
        Err(ApiError::not_found("Rate limiting not enabled"))
    }
}

async fn reset_rate_limits(
    Path(user_id): Path<String>,
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"status": "rate limits reset"})))
}

// Structured generation handlers
async fn structured_generate(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(
        serde_json::json!({"structured_response": "Generated"}),
    ))
}

async fn list_schemas(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"schemas": []})))
}

async fn create_schema(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"schema_id": "new_schema"})))
}

async fn validate_output(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"valid": true})))
}

// Grammar sampling handlers
async fn grammar_generate(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"grammar_response": "Generated"})))
}

async fn validate_grammar(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"valid": true})))
}

async fn parse_bnf_grammar(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"parsed": true})))
}

// Billing handlers
async fn get_user_costs(
    Path(user_id): Path<String>,
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"costs": []})))
}

async fn list_budgets(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"budgets": []})))
}

async fn create_budget(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"budget_id": "new_budget"})))
}

async fn get_forecast(
    Path(entity_id): Path<String>,
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"forecast": {}})))
}

// Queue management handlers
async fn queue_stats(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    if let Some(queue_manager) = &state.queue_manager {
        let stats = queue_manager.get_queue_stats();
        Ok(Json(serde_json::json!(stats)))
    } else {
        Err(ApiError::not_found("Queue management not enabled"))
    }
}

async fn request_status(
    Path(request_id): Path<String>,
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"status": "processing"})))
}

async fn cancel_request(
    Path(request_id): Path<String>,
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"status": "cancelled"})))
}

async fn priority_completions(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"response": "Priority completion"})))
}

// Streaming handlers
async fn sse_stream(
    Path(user_id): Path<String>,
    State(state): State<AdvancedServerState>,
) -> ApiResult<
    Sse<
        impl futures_util::Stream<Item = Result<axum::response::sse::Event, axum::Error>> + 'static,
    >,
> {
    // Clone the Arc to get 'static lifetime for the stream
    let stream_manager = state
        .stream_manager
        .clone()
        .ok_or_else(|| ApiError::not_found("Streaming not enabled"))?;

    let stream = stream_manager
        .create_sse_stream(user_id, "default".to_string())
        .await
        .map_err(|e| ApiError::internal(format!("Failed to create SSE stream: {e}")))?;

    Ok(Sse::new(stream).keep_alive(
        axum::response::sse::KeepAlive::new()
            .interval(Duration::from_secs(30))
            .text("keep-alive"),
    ))
}

async fn websocket_upgrade(
    Path(user_id): Path<String>,
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(
        serde_json::json!({"message": "WebSocket upgrade would be handled here"}),
    ))
}

async fn chunked_stream(
    Path(user_id): Path<String>,
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(
        serde_json::json!({"message": "Chunked stream would be handled here"}),
    ))
}

async fn stream_stats(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    if let Some(stream_manager) = &state.stream_manager {
        let stats = stream_manager.get_stream_stats();
        Ok(Json(serde_json::json!(stats)))
    } else {
        Err(ApiError::not_found("Streaming not enabled"))
    }
}

// Multi-model handlers
async fn load_model(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(
        serde_json::json!({"instance_id": "new_model_instance"}),
    ))
}

async fn unload_model(
    Path(instance_id): Path<String>,
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"status": "model unloaded"})))
}

async fn model_stats(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    if let Some(model_manager) = &state.model_manager {
        let stats = model_manager.get_model_stats();
        Ok(Json(serde_json::json!(stats)))
    } else {
        Err(ApiError::not_found("Multi-model serving not enabled"))
    }
}

async fn create_ab_test(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"test_id": "new_ab_test"})))
}

async fn create_canary(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"deployment_id": "new_canary"})))
}

async fn create_ensemble(
    State(state): State<AdvancedServerState>,
) -> ApiResult<Json<serde_json::Value>> {
    Ok(Json(serde_json::json!({"ensemble_id": "new_ensemble"})))
}

#[cfg(test)]
mod tests {
    use super::*;

    #[test]
    fn test_advanced_server_config_default() {
        let config = AdvancedServerConfig::default();
        assert_eq!(config.host, "127.0.0.1");
        assert_eq!(config.port, 8080);
        assert!(config.enable_rate_limiting);
        assert!(config.enable_streaming);
        assert!(config.enable_multi_model);
    }

    #[test]
    fn test_advanced_server_state_creation() {
        let config = AdvancedServerConfig::default();
        let state = AdvancedServerState::new(config.clone());

        assert!(state.rate_limiter.is_some());
        assert!(state.structured_gen.is_some());
        assert!(state.billing_manager.is_some());
        assert!(state.queue_manager.is_some());
        assert!(state.stream_manager.is_some());
        assert!(state.model_manager.is_some());
    }

    #[test]
    fn test_advanced_server_creation() {
        let config = AdvancedServerConfig::default();
        let server = AdvancedServingServer::new(config);

        // Should be able to build the app router
        let _app = server.app();
    }

    #[test]
    fn test_rate_limit_config() {
        let config = RateLimitConfig {
            requests_per_minute: 100,
            tokens_per_minute: 50000,
            burst_allowance: 1.5,
            enable_user_tiers: true,
        };

        assert_eq!(config.requests_per_minute, 100);
        assert_eq!(config.tokens_per_minute, 50000);
        assert!(config.enable_user_tiers);
    }
}