// SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
// SPDX-License-Identifier: Apache-2.0

use std::cmp::Ordering;
use std::collections::{BinaryHeap, HashMap};
use std::sync::Arc;
use std::sync::atomic::{AtomicUsize, Ordering as AtomicOrdering};
use std::time::{Duration, Instant};

use tokio::sync::Mutex;
use tokio::sync::watch;

use super::selector::WorkerSelector;
use super::types::{SchedulingRequest, SchedulingResponse};
use crate::protocols::{WorkerConfigLike, WorkerId, WorkerWithDpRank};
use crate::sequences::{ActiveSequencesMultiWorker, SequencePublisher, SequenceRequest};

/// Large default for max_num_batched_tokens when not configured (effectively disables queueing for that worker)
pub const DEFAULT_MAX_BATCHED_TOKENS: u64 = 10_000_000;

/// Entry in the priority queue, ordered by effective arrival time (lower = higher priority).
/// Effective arrival = elapsed time since queue start minus `priority_jump`.
struct QueueEntry {
    effective_offset: Duration,
    request: SchedulingRequest,
}

impl Eq for QueueEntry {}

impl PartialEq for QueueEntry {
    fn eq(&self, other: &Self) -> bool {
        self.effective_offset == other.effective_offset
    }
}

impl Ord for QueueEntry {
    fn cmp(&self, other: &Self) -> Ordering {
        // BinaryHeap is a max-heap; reverse so lower effective_offset = higher priority
        other.effective_offset.cmp(&self.effective_offset)
    }
}

impl PartialOrd for QueueEntry {
    fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
        Some(self.cmp(other))
    }
}

/// Queue that gates scheduling requests behind a capacity check.
/// When all workers exceed `threshold_frac` utilisation the request is parked in `pending`.
/// When capacity frees up (`update()`), pending requests are scheduled in priority order.
/// If queueing is disabled (threshold_frac is None), requests are scheduled immediately.
pub struct SchedulerQueue<P: SequencePublisher, C: WorkerConfigLike> {
    pending: Mutex<BinaryHeap<QueueEntry>>,
    /// Number of requests currently parked in the pending queue.
    /// Incremented after push, decremented after pop. Lock-free reads via `Relaxed` load.
    pending_count: AtomicUsize,
    slots: Arc<ActiveSequencesMultiWorker<P>>,
    workers_with_configs: watch::Receiver<HashMap<WorkerId, C>>,
    /// Cached threshold fraction; None means queueing is disabled.
    threshold_frac: Option<f64>,
    /// Reference instant for computing arrival offsets.
    start_time: Instant,
    block_size: u32,
    selector: Box<dyn WorkerSelector<C> + Send + Sync>,
}

impl<P: SequencePublisher + 'static, C: WorkerConfigLike> SchedulerQueue<P, C> {
    pub fn new(
        slots: Arc<ActiveSequencesMultiWorker<P>>,
        workers_with_configs: watch::Receiver<HashMap<WorkerId, C>>,
        threshold_frac: Option<f64>,
        block_size: u32,
        selector: Box<dyn WorkerSelector<C> + Send + Sync>,
    ) -> Self {
        if let Some(frac) = threshold_frac {
            tracing::info!("Router queue enabled with threshold fraction {frac}");
        }
        Self {
            pending: Mutex::new(BinaryHeap::new()),
            pending_count: AtomicUsize::new(0),
            slots,
            workers_with_configs,
            threshold_frac,
            start_time: Instant::now(),
            block_size,
            selector,
        }
    }

    /// Build a QueueEntry for a request, computing its effective arrival offset.
    fn make_entry(&self, request: SchedulingRequest) -> QueueEntry {
        let arrival_offset = self.start_time.elapsed();
        let jump = Duration::from_secs_f64(request.priority_jump.max(0.0));
        let effective_offset = arrival_offset.saturating_sub(jump);
        QueueEntry {
            effective_offset,
            request,
        }
    }

    /// Enqueue a new request.
    /// If queueing is disabled or workers have capacity, schedule immediately.
    /// Otherwise park in the pending heap.
    pub async fn enqueue(&self, request: SchedulingRequest) {
        let Some(threshold) = self.threshold_frac else {
            self.schedule(request).await;
            return;
        };

        if self.all_workers_busy(threshold) {
            tracing::debug!("all workers busy, queueing request");
            let entry = self.make_entry(request);
            self.pending.lock().await.push(entry);
            self.pending_count.fetch_add(1, AtomicOrdering::Relaxed);
        } else {
            self.schedule(request).await;
        }
    }

    /// Called on prefill_complete/free. Drains pending requests while workers have capacity.
    /// Each scheduled request updates active_tokens via add_request, so the busy check
    /// sees fresh state on the next iteration.
    pub async fn update(&self) {
        let Some(threshold) = self.threshold_frac else {
            return;
        };

        loop {
            if self.all_workers_busy(threshold) {
                break;
            }
            let Some(entry) = self.pending.lock().await.pop() else {
                break;
            };
            self.pending_count.fetch_sub(1, AtomicOrdering::Relaxed);
            tracing::debug!("scheduling request from pending queue");
            self.schedule(entry.request).await;
        }
    }

    /// Run the full scheduling pipeline for a single request:
    /// compute potential load -> select worker -> respond -> book via add_request.
    async fn schedule(&self, mut request: SchedulingRequest) {
        let (decode_blocks, prefill_tokens) = self.slots.potential_blocks_and_tokens(
            request.token_seq.as_deref(),
            request.isl_tokens,
            request.overlaps.clone(),
        );
        request.decode_blocks = decode_blocks;
        request.prefill_tokens = prefill_tokens;

        let selection = {
            let workers = self.workers_with_configs.borrow();
            self.selector
                .select_worker(&workers, &request, self.block_size)
        };

        let selection = match selection {
            Ok(s) => s,
            Err(e) => {
                tracing::warn!("scheduling failed: {e}");
                request.respond(Err(e));
                return;
            }
        };

        request.respond(Ok(SchedulingResponse {
            best_worker: selection.worker,
            overlap_blocks: selection.overlap_blocks,
        }));

        if !request.update_states {
            return;
        }

        let Some(request_id) = request.maybe_request_id else {
            tracing::error!("No request_id provided to add_request to the slot tracker");
            return;
        };

        if let Err(e) = self
            .slots
            .add_request(SequenceRequest {
                request_id: request_id.clone(),
                token_sequence: request.token_seq,
                isl: request.isl_tokens,
                overlap: selection.overlap_blocks,
                expected_output_tokens: request.expected_output_tokens,
                worker: selection.worker,
                lora_name: request.lora_name.clone(),
            })
            .await
        {
            tracing::warn!("Failed to add request {request_id}: {e}");
        }
    }

    /// Number of requests currently parked in the pending queue (lock-free).
    pub fn pending_count(&self) -> usize {
        self.pending_count.load(AtomicOrdering::Relaxed)
    }

    /// Check if all workers are busy based on threshold.
    /// Returns true only if ALL workers exceed the threshold (no worker has capacity).
    fn all_workers_busy(&self, threshold: f64) -> bool {
        let active_tokens = self.slots.active_tokens();
        let configs = self.workers_with_configs.borrow();

        for (&worker_id, config) in configs.iter() {
            let dp_size = config.data_parallel_size();
            let dp_start_rank = config.data_parallel_start_rank();
            let max_batched = config
                .max_num_batched_tokens()
                .unwrap_or(DEFAULT_MAX_BATCHED_TOKENS);

            for dp_rank in dp_start_rank..dp_start_rank + dp_size {
                let worker = WorkerWithDpRank::new(worker_id, dp_rank);
                let tokens = active_tokens.get(&worker).copied().unwrap_or(0);
                if (tokens as f64) <= threshold * (max_batched as f64) {
                    return false;
                }
            }
        }
        true
    }
}

#[cfg(test)]
mod tests {
    use std::collections::HashMap;
    use std::sync::Arc;

    use tokio::sync::watch;

    use super::*;
    use crate::protocols::OverlapScores;
    use crate::selector::DefaultWorkerSelector;
    use crate::sequences::ActiveSequencesMultiWorker;
    use crate::test_utils::{NoopSequencePublisher, SimpleWorkerConfig};

    fn make_queue(
        num_workers: usize,
        block_size: u32,
        isl: usize,
        threshold_frac: Option<f64>,
    ) -> (
        Arc<SchedulerQueue<NoopSequencePublisher, SimpleWorkerConfig>>,
        Arc<ActiveSequencesMultiWorker<NoopSequencePublisher>>,
    ) {
        let dp_range: HashMap<u64, (u32, u32)> =
            (0..num_workers as u64).map(|id| (id, (0, 1))).collect();
        let slots = Arc::new(ActiveSequencesMultiWorker::new(
            NoopSequencePublisher,
            block_size as usize,
            dp_range,
            false,
            0,
            "test",
        ));

        let mut configs: HashMap<u64, SimpleWorkerConfig> = HashMap::new();
        for id in 0..num_workers as u64 {
            configs.insert(
                id,
                SimpleWorkerConfig {
                    max_num_batched_tokens: Some(isl as u64),
                    ..Default::default()
                },
            );
        }
        let (cfg_tx, cfg_rx) = watch::channel(configs);
        std::mem::forget(cfg_tx);

        let selector = Box::new(DefaultWorkerSelector::new(None, "test"));
        let queue = Arc::new(SchedulerQueue::new(
            Arc::clone(&slots),
            cfg_rx,
            threshold_frac,
            block_size,
            selector,
        ));

        (queue, slots)
    }

    fn make_request(
        request_id: &str,
        isl_tokens: usize,
    ) -> (
        SchedulingRequest,
        tokio::sync::oneshot::Receiver<
            Result<SchedulingResponse, crate::scheduling::types::KvSchedulerError>,
        >,
    ) {
        let (tx, rx) = tokio::sync::oneshot::channel();
        let req = SchedulingRequest {
            maybe_request_id: Some(request_id.to_string()),
            token_seq: None,
            isl_tokens,
            overlaps: OverlapScores::default(),
            decode_blocks: HashMap::new(),
            prefill_tokens: HashMap::new(),
            router_config_override: None,
            update_states: true,
            lora_name: None,
            priority_jump: 0.0,
            expected_output_tokens: None,
            allowed_worker_ids: None,
            resp_tx: Some(tx),
        };
        (req, rx)
    }

    #[tokio::test(flavor = "multi_thread")]
    async fn test_concurrent_flood() {
        let block_size = 16;
        let isl = 512;
        let num_workers = 4;
        let num_tasks = 25;

        let (queue, slots) = make_queue(num_workers, block_size, isl, None);

        let mut handles = Vec::new();
        for i in 0..num_tasks {
            let queue = Arc::clone(&queue);
            let slots = Arc::clone(&slots);
            handles.push(tokio::spawn(async move {
                let req_id = format!("req-{i}");
                let (req, rx) = make_request(&req_id, isl);
                queue.enqueue(req).await;
                let resp = rx.await.expect("oneshot dropped");
                let resp = resp.expect("scheduling failed");
                assert!(resp.best_worker.worker_id < num_workers as u64);

                slots.mark_prefill_completed(&req_id).await.unwrap();
                slots.free(&req_id).await.unwrap();
                queue.update().await;
            }));
        }

        for h in handles {
            h.await.expect("task panicked");
        }

        let active = slots.active_tokens();
        for (worker, tokens) in &active {
            assert_eq!(
                *tokens, 0,
                "worker {worker:?} still has {tokens} active tokens"
            );
        }
    }

    #[tokio::test(flavor = "multi_thread")]
    async fn test_queueing_under_pressure() {
        let block_size = 16;
        let isl = 512;
        let num_workers = 2;
        let num_requests = 10;

        let (queue, slots) = make_queue(num_workers, block_size, isl, Some(0.0));

        let mut receivers = Vec::new();
        let mut req_ids = Vec::new();

        for i in 0..num_requests {
            let req_id = format!("pressure-{i}");
            let (req, rx) = make_request(&req_id, isl);
            queue.enqueue(req).await;
            receivers.push(rx);
            req_ids.push(req_id);
        }

        // Drain pending by cycling mark_prefill_completed + free + update
        // on already-scheduled requests until all receivers have a response.
        for _ in 0..num_requests {
            queue.update().await;
            for rid in &req_ids {
                let _ = slots.mark_prefill_completed(rid).await;
                let _ = slots.free(rid).await;
            }
        }
        queue.update().await;

        let mut ok_count = 0;
        for mut rx in receivers {
            if let Ok(result) = rx.try_recv() {
                result.expect("scheduling returned error");
                ok_count += 1;
            }
        }
        assert_eq!(ok_count, num_requests, "not all requests were scheduled");
    }

    #[tokio::test(flavor = "multi_thread")]
    async fn test_pending_count() {
        let block_size = 16;
        let isl = 512;
        let num_workers = 1;

        // threshold_frac=0.0 means any active tokens trigger queueing
        let (queue, slots) = make_queue(num_workers, block_size, isl, Some(0.0));
        assert_eq!(queue.pending_count(), 0);

        // First request goes through (worker is idle)
        let (req1, rx1) = make_request("req-1", isl);
        queue.enqueue(req1).await;
        let _resp1 = rx1.await.unwrap().unwrap();
        assert_eq!(queue.pending_count(), 0); // scheduled immediately

        // Second and third requests should be queued (worker is now busy)
        let (req2, _rx2) = make_request("req-2", isl);
        queue.enqueue(req2).await;
        assert_eq!(queue.pending_count(), 1);

        let (req3, _rx3) = make_request("req-3", isl);
        queue.enqueue(req3).await;
        assert_eq!(queue.pending_count(), 2);

        // Free the first request and update — should drain one from pending
        slots
            .mark_prefill_completed(&"req-1".to_string())
            .await
            .unwrap();
        slots.free(&"req-1".to_string()).await.unwrap();
        queue.update().await;

        // After update, one pending request should have been scheduled
        assert!(
            queue.pending_count() < 2,
            "pending_count should decrease after free+update, got {}",
            queue.pending_count()
        );

        // Free req-2 and update to drain remaining
        let _ = slots.mark_prefill_completed(&"req-2".to_string()).await;
        let _ = slots.free(&"req-2".to_string()).await;
        queue.update().await;
        let _ = slots.mark_prefill_completed(&"req-3".to_string()).await;
        let _ = slots.free(&"req-3".to_string()).await;
        queue.update().await;

        assert_eq!(queue.pending_count(), 0, "all requests should be drained");
    }

    #[tokio::test]
    async fn test_no_workers_returns_error() {
        let (queue, _slots) = make_queue(0, 16, 512, None);

        let (req, rx) = make_request("lonely-req", 512);
        queue.enqueue(req).await;

        let resp = rx.await.expect("oneshot dropped");
        assert!(
            matches!(
                resp,
                Err(crate::scheduling::types::KvSchedulerError::NoEndpoints)
            ),
            "expected NoEndpoints, got {resp:?}"
        );
    }
}