@@ -188,33 +188,35 @@ fn run_milp(args: &Args, config: &ControllerConfig) -> anyhow::Result<()> {
     tracing::debug!(?objective, cost_rows = costs.len(), "milp: inputs loaded");
 
     let workload = build_milp_workload(config, &facts, args.data_ingestion_interval_ms)?;
-    let (deployments, solution) = solve_milp(&workload, &facts, &costs, objective)?;
-
-    let mut active: Vec<usize> = solution.mapping.clone();
-    active.sort();
-    active.dedup();
-    println!("=== Deployments: {} ===", active.len());
-    for &d in &active {
-        let dep = &deployments[d];
+    let solution = solve_milp(&workload, &facts, &costs, objective)?;
+
+    println!("=== Deployments: {} ===", solution.deployments.len());
+    for (d, planned) in solution.deployments.iter().enumerate() {
+        let dep = &planned.deployment;
         println!(
-            "  [{d}] {:?} {} config={} metric={} grouping={:?} window={}ms slide={}ms",
+            "  [{d}] {:?} {} config={} metric={} grouping={:?} window={}ms slide={}ms retained={} key_tracker={}",
             dep.capability,
             dep.config.sketch,
             dep.config.sketch_config,
             dep.metric,
             dep.grouping_labels,
             dep.window_ms,
             dep.slide_ms,
+            planned.retained_instance_count,
+            dep.key_tracker.is_some(),
         );
     }
     println!("\n=== Raqes: {} ===", workload.raqes.len());
-    for ((raqe, &d), latency_ms) in workload
+    for ((raqe, planned), latency_ms) in workload
         .raqes
         .iter()
-        .zip(&solution.mapping)
+        .zip(&solution.raqes)
         .zip(&solution.plan_cost.query_latency_ms)
     {
-        println!("  {} -> [{d}] latency={latency_ms:.3e}ms", raqe.id);
+        println!(
+            "  {} -> [{}] n={} latency={latency_ms:.3e}ms",
+            raqe.id, planned.deployment, planned.merged_instance_count
+        );
     }
     let cost = &solution.plan_cost;
     println!(
 
@@ -5,8 +5,7 @@ use promql_utilities::query_logics::enums::Statistic;
 use rqe_optimizer::candidates::{build_all_candidates, eligible_deployments_for};
 use rqe_optimizer::milp::{minimize, MilpSolution, Objective};
 use rqe_optimizer::{
-    validate_facts, AccuracyDirection, AtomicCostEntry, Capability, Deployment, LabelSet, Raqe,
-    WorkloadFacts,
+    validate_facts, AccuracyDirection, AtomicCostEntry, Capability, LabelSet, Raqe, WorkloadFacts,
 };
 use thiserror::Error;
 
@@ -37,20 +36,22 @@ pub enum MilpError {
         query: String,
         statistics: Vec<Statistic>,
     },
+    #[error("query {query:?}: topk must rank by value (sum_over_time) or count (count_over_time)")]
+    TopkWeightingUnknown { query: String },
     #[error("no eligible deployment for raqes: {0:?}")]
     Unservable(Vec<String>),
     #[error("MILP solve failed: {0}")]
     Solver(String),
 }
 
-/// Candidate deployments and the MILP's choice among them. Only families in
-/// sketch-bench's `DEPLOYABLE_FAMILIES` are candidates.
+/// The cheapest plan. Only families in sketch-bench's `DEPLOYABLE_FAMILIES`
+/// are candidates.
 pub fn solve_milp(
     workload: &MilpWorkload,
     facts: &WorkloadFacts,
     costs: &[AtomicCostEntry],
     objective: Objective,
-) -> Result<(Vec<Deployment>, MilpSolution), MilpError> {
+) -> Result<MilpSolution, MilpError> {
     let deployments = build_all_candidates(&workload.raqes, costs, facts, false);
     tracing::debug!(
         candidates = deployments.len(),
@@ -59,7 +60,7 @@ pub fn solve_milp(
     );
     let mut missing = Vec::new();
     for raqe in &workload.raqes {
-        let eligible = eligible_deployments_for(raqe, &deployments).len();
+        let eligible = eligible_deployments_for(raqe, &deployments, facts).len();
         tracing::debug!(raqe = %raqe.id, eligible, "milp: eligible deployments");
         if eligible == 0 {
             missing.push(raqe.id.clone());
@@ -74,10 +75,10 @@ pub fn solve_milp(
         objective = objective.value(&solution.plan_cost),
         cpu_secs_per_sec = solution.plan_cost.cpu_secs_per_sec(),
         memory_bytes = solution.plan_cost.memory_bytes(),
-        mapping = ?solution.mapping,
+        deployments = solution.deployments.len(),
         "milp: solved"
     );
-    Ok((deployments, solution))
+    Ok(solution)
 }
 
 /// The MILP's view of a workload.
@@ -166,7 +167,9 @@ fn item_to_raqe(item: &OptimizerItem) -> Result<Raqe, MilpError> {
             statistics: req.statistics.clone(),
         });
     };
-    let capability = capability(*statistic);
+    let Some(capability) = capability(*statistic, req.topk_count_events) else {
+        return Err(MilpError::TopkWeightingUnknown { query });
+    };
     if !(0.0..=1.0).contains(&item.accuracy_sla) {
         return Err(MilpError::AccuracySlaOutOfRange {
             query,
@@ -179,7 +182,7 @@ fn item_to_raqe(item: &OptimizerItem) -> Result<Raqe, MilpError> {
     // TopK keeps one heap per `topk by` bucket; its `grouping_labels` is the
     // output label set (every label), which would cost one heap per series.
     let grouping_labels: LabelSet = match capability {
-        Capability::TopK => req
+        Capability::TopKByValue | Capability::TopKByCount => req
             .topk_by_labels
             .as_ref()
             .map(|labels| labels.labels.iter().cloned().collect())
@@ -202,16 +205,23 @@ fn item_to_raqe(item: &OptimizerItem) -> Result<Raqe, MilpError> {
     })
 }
 
-fn capability(statistic: Statistic) -> Capability {
-    match statistic {
-        Statistic::Sum | Statistic::Count => Capability::SumOrCount,
+/// `None` for a topk whose weighting is unknown: value-ranked
+/// (`sum_over_time`) and count-ranked (`count_over_time`) top-k need separate
+/// heaps.
+fn capability(statistic: Statistic, topk_count_events: Option<bool>) -> Option<Capability> {
+    Some(match statistic {
+        Statistic::Sum => Capability::Sum,
+        Statistic::Count => Capability::Count,
         Statistic::Rate | Statistic::Increase => Capability::RateOrIncrease,
         Statistic::Min => Capability::Min,
         Statistic::Max => Capability::Max,
         Statistic::Quantile => Capability::Quantile,
         Statistic::Cardinality => Capability::Cardinality,
-        Statistic::Topk => Capability::TopK,
-    }
+        Statistic::Topk => match topk_count_events? {
+            true => Capability::TopKByCount,
+            false => Capability::TopKByValue,
+        },
+    })
 }
 
 /// `accuracy_sla` is required accuracy: error metrics must stay within
@@ -222,13 +232,14 @@ fn accuracy_target(
 ) -> (&'static str, f64, AccuracyDirection) {
     let max_error = 1.0 - accuracy_sla + SLA_EPSILON;
     match capability {
-        Capability::SumOrCount
+        Capability::Sum
+        | Capability::Count
         | Capability::Min
         | Capability::Max
         | Capability::RateOrIncrease
         | Capability::Cardinality => (RELATIVE_ERROR, max_error, AccuracyDirection::LowerIsBetter),
         Capability::Quantile => (MAX_RANK_ERROR, max_error, AccuracyDirection::LowerIsBetter),
-        Capability::TopK => (
+        Capability::TopKByValue | Capability::TopKByCount => (
             PRECISION_AT_K,
             accuracy_sla - SLA_EPSILON,
             AccuracyDirection::HigherIsBetter,
@@ -352,10 +363,10 @@ metrics:
     }
 
     #[test]
-    fn sum_maps_to_sum_or_count_with_relative_error_ceiling() {
+    fn sum_maps_to_sum_with_relative_error_ceiling() {
         let w = workload(&group("sum by (job) (http_requests_total)", 0.99));
         let r = &w.raqes[0];
-        assert_eq!(r.capability, Capability::SumOrCount);
+        assert_eq!(r.capability, Capability::Sum);
         assert_eq!(r.grouping_labels, labels(&["job"]));
         assert_eq!(r.accuracy_metric, RELATIVE_ERROR);
         assert_eq!(r.accuracy_direction, AccuracyDirection::LowerIsBetter);
@@ -364,6 +375,34 @@ metrics:
         assert_eq!(r.latency_sla_ms, None);
     }
 
+    #[test]
+    fn count_and_topk_weighting_map_to_their_own_capabilities() {
+        let cap = |query| workload(&group(query, 0.99)).raqes[0].capability;
+        assert_eq!(
+            cap("sum by (job) (count_over_time(http_requests_total[1m]))"),
+            Capability::Count
+        );
+        assert_eq!(
+            cap("topk(5, sum_over_time(http_requests_total[1m]))"),
+            Capability::TopKByValue
+        );
+        assert_eq!(
+            cap("topk(5, count_over_time(http_requests_total[1m]))"),
+            Capability::TopKByCount
+        );
+    }
+
+    #[test]
+    fn topk_with_unknown_weighting_is_an_error() {
+        let w = workload(&group("topk(5, http_requests_total)", 0.99));
+        let mut item = w.items[0].clone();
+        item.requirements.topk_count_events = None;
+        assert!(matches!(
+            item_to_raqe(&item),
+            Err(MilpError::TopkWeightingUnknown { .. })
+        ));
+    }
+
     #[test]
     fn quantile_uses_max_rank_error() {
         let w = workload(&group(
@@ -380,7 +419,7 @@ metrics:
     fn topk_requires_precision_and_groups_by_its_buckets() {
         let w = workload(&group("topk by (job) (5, http_requests_total)", 0.9));
         let r = &w.raqes[0];
-        assert_eq!(r.capability, Capability::TopK);
+        assert_eq!(r.capability, Capability::TopKByValue);
         assert_eq!(r.accuracy_metric, PRECISION_AT_K);
         assert_eq!(r.accuracy_direction, AccuracyDirection::HigherIsBetter);
         assert!((r.accuracy_sla - 0.9).abs() < 1e-6);
@@ -427,10 +466,13 @@ metrics:
         let config = config(&(group(query, 0.99) + &group(query, 0.99)));
         let facts = facts(&config);
         let w = build_milp_workload(&config, &facts, SCRAPE_MS).unwrap();
-        let (deployments, solution) =
-            solve_milp(&w, &facts, &costs(), Objective::default()).unwrap();
-        assert_eq!(solution.mapping[0], solution.mapping[1]);
-        assert_eq!(deployments[solution.mapping[0]].config.sketch, "exact-sum");
+        let solution = solve_milp(&w, &facts, &costs(), Objective::default()).unwrap();
+        assert_eq!(solution.deployments.len(), 1);
+        assert_eq!(solution.raqes[0].deployment, solution.raqes[1].deployment);
+        assert_eq!(
+            solution.deployments[0].deployment.config.sketch,
+            "exact-sum"
+        );
     }
 
     #[test]
@@ -454,16 +496,35 @@ metrics:
         let config = config(&groups);
         let facts = facts(&config);
         let w = build_milp_workload(&config, &facts, SCRAPE_MS).unwrap();
-        let (deployments, solution) =
-            solve_milp(&w, &facts, &costs(), Objective::default()).unwrap();
+        let solution = solve_milp(&w, &facts, &costs(), Objective::default()).unwrap();
         let chosen: BTreeMap<Capability, &str> = w
             .raqes
             .iter()
-            .zip(&solution.mapping)
-            .map(|(r, &d)| (r.capability, deployments[d].config.sketch.as_str()))
+            .zip(&solution.raqes)
+            .map(|(r, p)| {
+                let sketch = &solution.deployments[p.deployment].deployment.config.sketch;
+                (r.capability, sketch.as_str())
+            })
             .collect();
-        assert_eq!(chosen[&Capability::SumOrCount], "exact-sum");
+        assert_eq!(chosen[&Capability::Sum], "exact-sum");
         assert_eq!(chosen[&Capability::Quantile], "kll-percall");
-        assert_eq!(chosen[&Capability::TopK], "cms-heap-topk-fastpath-vector2d");
+        assert_eq!(
+            chosen[&Capability::TopKByValue],
+            "cms-heap-topk-fastpath-vector2d"
+        );
+    }
+
+    #[test]
+    fn avg_sum_and_count_get_separate_deployments() {
+        // One exact-sum accumulator can't answer both halves of the avg
+        // rewrite; sharing would undercount ingest and memory.
+        let config = config(&group("avg by (job) (http_requests_total)", 0.99));
+        let facts = facts(&config);
+        let w = build_milp_workload(&config, &facts, SCRAPE_MS).unwrap();
+        let caps: Vec<_> = w.raqes.iter().map(|r| r.capability).collect();
+        assert_eq!(caps.len(), 2);
+        assert!(caps.contains(&Capability::Sum) && caps.contains(&Capability::Count));
+        let solution = solve_milp(&w, &facts, &costs(), Objective::default()).unwrap();
+        assert_eq!(solution.deployments.len(), 2);
     }
 }