LCOV - code coverage report
Current view: top level - storage_controller/src - scheduler.rs (source / functions) Coverage Total Hit
Test: b4ae4c4857f9ef3e144e982a35ee23bc84c71983.info Lines: 88.3 % 665 587
Test Date: 2024-10-22 22:13:45 Functions: 75.8 % 66 50

            Line data    Source code
       1              : use crate::{node::Node, tenant_shard::TenantShard};
       2              : use itertools::Itertools;
       3              : use pageserver_api::{controller_api::AvailabilityZone, models::PageserverUtilization};
       4              : use serde::Serialize;
       5              : use std::{collections::HashMap, fmt::Debug};
       6              : use utils::{http::error::ApiError, id::NodeId};
       7              : 
       8              : /// Scenarios in which we cannot find a suitable location for a tenant shard
       9            0 : #[derive(thiserror::Error, Debug)]
      10              : pub enum ScheduleError {
      11              :     #[error("No pageservers found")]
      12              :     NoPageservers,
      13              :     #[error("No pageserver found matching constraint")]
      14              :     ImpossibleConstraint,
      15              : }
      16              : 
      17              : impl From<ScheduleError> for ApiError {
      18            0 :     fn from(value: ScheduleError) -> Self {
      19            0 :         ApiError::Conflict(format!("Scheduling error: {}", value))
      20            0 :     }
      21              : }
      22              : 
      23              : #[derive(Serialize)]
      24              : pub enum MaySchedule {
      25              :     Yes(PageserverUtilization),
      26              :     No,
      27              : }
      28              : 
      29              : #[derive(Serialize)]
      30              : pub(crate) struct SchedulerNode {
      31              :     /// How many shards are currently scheduled on this node, via their [`crate::tenant_shard::IntentState`].
      32              :     shard_count: usize,
      33              :     /// How many shards are currently attached on this node, via their [`crate::tenant_shard::IntentState`].
      34              :     attached_shard_count: usize,
      35              :     /// Availability zone id in which the node resides
      36              :     az: AvailabilityZone,
      37              : 
      38              :     /// Whether this node is currently elegible to have new shards scheduled (this is derived
      39              :     /// from a node's availability state and scheduling policy).
      40              :     may_schedule: MaySchedule,
      41              : }
      42              : 
      43              : pub(crate) trait NodeSchedulingScore: Debug + Ord + Copy + Sized {
      44              :     fn generate(
      45              :         node_id: &NodeId,
      46              :         node: &mut SchedulerNode,
      47              :         preferred_az: &Option<AvailabilityZone>,
      48              :         context: &ScheduleContext,
      49              :     ) -> Option<Self>;
      50              :     fn is_overloaded(&self) -> bool;
      51              :     fn node_id(&self) -> NodeId;
      52              : }
      53              : 
      54              : pub(crate) trait ShardTag {
      55              :     type Score: NodeSchedulingScore;
      56              : }
      57              : 
      58              : pub(crate) struct AttachedShardTag {}
      59              : impl ShardTag for AttachedShardTag {
      60              :     type Score = NodeAttachmentSchedulingScore;
      61              : }
      62              : 
      63              : pub(crate) struct SecondaryShardTag {}
      64              : impl ShardTag for SecondaryShardTag {
      65              :     type Score = NodeSecondarySchedulingScore;
      66              : }
      67              : 
      68              : #[derive(PartialEq, Eq, Debug, Clone, Copy)]
      69              : enum AzMatch {
      70              :     Yes,
      71              :     No,
      72              :     Unknown,
      73              : }
      74              : 
      75              : impl AzMatch {
      76        87626 :     fn new(node_az: &AvailabilityZone, shard_preferred_az: Option<&AvailabilityZone>) -> Self {
      77        87518 :         match shard_preferred_az {
      78        87518 :             Some(preferred_az) if preferred_az == node_az => Self::Yes,
      79        50008 :             Some(_preferred_az) => Self::No,
      80          108 :             None => Self::Unknown,
      81              :         }
      82        87626 :     }
      83              : }
      84              : 
      85              : #[derive(PartialEq, Eq, Debug, Clone, Copy)]
      86              : struct AttachmentAzMatch(AzMatch);
      87              : 
      88              : impl Ord for AttachmentAzMatch {
      89        47036 :     fn cmp(&self, other: &Self) -> std::cmp::Ordering {
      90        47036 :         // Lower scores indicate a more suitable node.
      91        47036 :         // Note that we prefer a node for which we don't have
      92        47036 :         // info to a node which we are certain doesn't match the
      93        47036 :         // preferred AZ of the shard.
      94        94072 :         let az_match_score = |az_match: &AzMatch| match az_match {
      95        46994 :             AzMatch::Yes => 0,
      96           88 :             AzMatch::Unknown => 1,
      97        46990 :             AzMatch::No => 2,
      98        94072 :         };
      99              : 
     100        47036 :         az_match_score(&self.0).cmp(&az_match_score(&other.0))
     101        47036 :     }
     102              : }
     103              : 
     104              : impl PartialOrd for AttachmentAzMatch {
     105        47036 :     fn partial_cmp(&self, other: &Self) -> Option<std::cmp::Ordering> {
     106        47036 :         Some(self.cmp(other))
     107        47036 :     }
     108              : }
     109              : 
     110              : #[derive(PartialEq, Eq, Debug, Clone, Copy)]
     111              : struct SecondaryAzMatch(AzMatch);
     112              : 
     113              : impl Ord for SecondaryAzMatch {
     114        33424 :     fn cmp(&self, other: &Self) -> std::cmp::Ordering {
     115        33424 :         // Lower scores indicate a more suitable node.
     116        33424 :         // For secondary locations we wish to avoid the preferred AZ
     117        33424 :         // of the shard.
     118        66848 :         let az_match_score = |az_match: &AzMatch| match az_match {
     119        45911 :             AzMatch::No => 0,
     120           28 :             AzMatch::Unknown => 1,
     121        20909 :             AzMatch::Yes => 2,
     122        66848 :         };
     123              : 
     124        33424 :         az_match_score(&self.0).cmp(&az_match_score(&other.0))
     125        33424 :     }
     126              : }
     127              : 
     128              : impl PartialOrd for SecondaryAzMatch {
     129        33424 :     fn partial_cmp(&self, other: &Self) -> Option<std::cmp::Ordering> {
     130        33424 :         Some(self.cmp(other))
     131        33424 :     }
     132              : }
     133              : 
     134              : /// Scheduling score of a given node for shard attachments.
     135              : /// Lower scores indicate more suitable nodes.
     136              : /// Ordering is given by member declaration order (top to bottom).
     137              : #[derive(Debug, PartialEq, Eq, PartialOrd, Ord, Clone, Copy)]
     138              : pub(crate) struct NodeAttachmentSchedulingScore {
     139              :     /// The number of shards belonging to the tenant currently being
     140              :     /// scheduled that are attached to this node.
     141              :     affinity_score: AffinityScore,
     142              :     /// Flag indicating whether this node matches the preferred AZ
     143              :     /// of the shard. For equal affinity scores, nodes in the matching AZ
     144              :     /// are considered first.
     145              :     az_match: AttachmentAzMatch,
     146              :     /// Size of [`ScheduleContext::attached_nodes`] for the current node.
     147              :     /// This normally tracks the number of attached shards belonging to the
     148              :     /// tenant being scheduled that are already on this node.
     149              :     attached_shards_in_context: usize,
     150              :     /// Utilisation score that combines shard count and disk utilisation
     151              :     utilization_score: u64,
     152              :     /// Total number of shards attached to this node. When nodes have identical utilisation, this
     153              :     /// acts as an anti-affinity between attached shards.
     154              :     total_attached_shard_count: usize,
     155              :     /// Convenience to make selection deterministic in tests and empty systems
     156              :     node_id: NodeId,
     157              : }
     158              : 
     159              : impl NodeSchedulingScore for NodeAttachmentSchedulingScore {
     160        50077 :     fn generate(
     161        50077 :         node_id: &NodeId,
     162        50077 :         node: &mut SchedulerNode,
     163        50077 :         preferred_az: &Option<AvailabilityZone>,
     164        50077 :         context: &ScheduleContext,
     165        50077 :     ) -> Option<Self> {
     166        50077 :         let utilization = match &mut node.may_schedule {
     167        50077 :             MaySchedule::Yes(u) => u,
     168              :             MaySchedule::No => {
     169            0 :                 return None;
     170              :             }
     171              :         };
     172              : 
     173        50077 :         Some(Self {
     174        50077 :             affinity_score: context
     175        50077 :                 .nodes
     176        50077 :                 .get(node_id)
     177        50077 :                 .copied()
     178        50077 :                 .unwrap_or(AffinityScore::FREE),
     179        50077 :             az_match: AttachmentAzMatch(AzMatch::new(&node.az, preferred_az.as_ref())),
     180        50077 :             attached_shards_in_context: context.attached_nodes.get(node_id).copied().unwrap_or(0),
     181        50077 :             utilization_score: utilization.cached_score(),
     182        50077 :             total_attached_shard_count: node.attached_shard_count,
     183        50077 :             node_id: *node_id,
     184        50077 :         })
     185        50077 :     }
     186              : 
     187        50077 :     fn is_overloaded(&self) -> bool {
     188        50077 :         PageserverUtilization::is_overloaded(self.utilization_score)
     189        50077 :     }
     190              : 
     191        12531 :     fn node_id(&self) -> NodeId {
     192        12531 :         self.node_id
     193        12531 :     }
     194              : }
     195              : 
     196              : /// Scheduling score of a given node for shard secondaries.
     197              : /// Lower scores indicate more suitable nodes.
     198              : /// Ordering is given by member declaration order (top to bottom).
     199              : #[derive(Debug, PartialEq, Eq, PartialOrd, Ord, Clone, Copy)]
     200              : pub(crate) struct NodeSecondarySchedulingScore {
     201              :     /// Flag indicating whether this node matches the preferred AZ
     202              :     /// of the shard. For secondary locations we wish to avoid nodes in.
     203              :     /// the preferred AZ of the shard, since that's where the attached location
     204              :     /// should be scheduled and having the secondary in the same AZ is bad for HA.
     205              :     az_match: SecondaryAzMatch,
     206              :     /// The number of shards belonging to the tenant currently being
     207              :     /// scheduled that are attached to this node.
     208              :     affinity_score: AffinityScore,
     209              :     /// Utilisation score that combines shard count and disk utilisation
     210              :     utilization_score: u64,
     211              :     /// Total number of shards attached to this node. When nodes have identical utilisation, this
     212              :     /// acts as an anti-affinity between attached shards.
     213              :     total_attached_shard_count: usize,
     214              :     /// Convenience to make selection deterministic in tests and empty systems
     215              :     node_id: NodeId,
     216              : }
     217              : 
     218              : impl NodeSchedulingScore for NodeSecondarySchedulingScore {
     219        37549 :     fn generate(
     220        37549 :         node_id: &NodeId,
     221        37549 :         node: &mut SchedulerNode,
     222        37549 :         preferred_az: &Option<AvailabilityZone>,
     223        37549 :         context: &ScheduleContext,
     224        37549 :     ) -> Option<Self> {
     225        37549 :         let utilization = match &mut node.may_schedule {
     226        37549 :             MaySchedule::Yes(u) => u,
     227              :             MaySchedule::No => {
     228            0 :                 return None;
     229              :             }
     230              :         };
     231              : 
     232        37549 :         Some(Self {
     233        37549 :             az_match: SecondaryAzMatch(AzMatch::new(&node.az, preferred_az.as_ref())),
     234        37549 :             affinity_score: context
     235        37549 :                 .nodes
     236        37549 :                 .get(node_id)
     237        37549 :                 .copied()
     238        37549 :                 .unwrap_or(AffinityScore::FREE),
     239        37549 :             utilization_score: utilization.cached_score(),
     240        37549 :             total_attached_shard_count: node.attached_shard_count,
     241        37549 :             node_id: *node_id,
     242        37549 :         })
     243        37549 :     }
     244              : 
     245        37549 :     fn is_overloaded(&self) -> bool {
     246        37549 :         PageserverUtilization::is_overloaded(self.utilization_score)
     247        37549 :     }
     248              : 
     249        12529 :     fn node_id(&self) -> NodeId {
     250        12529 :         self.node_id
     251        12529 :     }
     252              : }
     253              : 
     254              : impl PartialEq for SchedulerNode {
     255            3 :     fn eq(&self, other: &Self) -> bool {
     256            3 :         let may_schedule_matches = matches!(
     257            3 :             (&self.may_schedule, &other.may_schedule),
     258              :             (MaySchedule::Yes(_), MaySchedule::Yes(_)) | (MaySchedule::No, MaySchedule::No)
     259              :         );
     260              : 
     261            3 :         may_schedule_matches
     262            3 :             && self.shard_count == other.shard_count
     263            3 :             && self.attached_shard_count == other.attached_shard_count
     264            3 :             && self.az == other.az
     265            3 :     }
     266              : }
     267              : 
     268              : impl Eq for SchedulerNode {}
     269              : 
     270              : /// This type is responsible for selecting which node is used when a tenant shard needs to choose a pageserver
     271              : /// on which to run.
     272              : ///
     273              : /// The type has no persistent state of its own: this is all populated at startup.  The Serialize
     274              : /// impl is only for debug dumps.
     275              : #[derive(Serialize)]
     276              : pub(crate) struct Scheduler {
     277              :     nodes: HashMap<NodeId, SchedulerNode>,
     278              : }
     279              : 
     280              : /// Score for soft constraint scheduling: lower scores are preferred to higher scores.
     281              : ///
     282              : /// For example, we may set an affinity score based on the number of shards from the same
     283              : /// tenant already on a node, to implicitly prefer to balance out shards.
     284              : #[derive(Copy, Clone, Debug, Eq, PartialEq, PartialOrd, Ord)]
     285              : pub(crate) struct AffinityScore(pub(crate) usize);
     286              : 
     287              : impl AffinityScore {
     288              :     /// If we have no anti-affinity at all toward a node, this is its score.  It means
     289              :     /// the scheduler has a free choice amongst nodes with this score, and may pick a node
     290              :     /// based on other information such as total utilization.
     291              :     pub(crate) const FREE: Self = Self(0);
     292              : 
     293        25118 :     pub(crate) fn inc(&mut self) {
     294        25118 :         self.0 += 1;
     295        25118 :     }
     296              : }
     297              : 
     298              : impl std::ops::Add for AffinityScore {
     299              :     type Output = Self;
     300              : 
     301           24 :     fn add(self, rhs: Self) -> Self::Output {
     302           24 :         Self(self.0 + rhs.0)
     303           24 :     }
     304              : }
     305              : 
     306              : /// Hint for whether this is a sincere attempt to schedule, or a speculative
     307              : /// check for where we _would_ schedule (done during optimization)
     308              : #[derive(Debug)]
     309              : pub(crate) enum ScheduleMode {
     310              :     Normal,
     311              :     Speculative,
     312              : }
     313              : 
     314              : impl Default for ScheduleMode {
     315         5021 :     fn default() -> Self {
     316         5021 :         Self::Normal
     317         5021 :     }
     318              : }
     319              : 
     320              : // For carrying state between multiple calls to [`TenantShard::schedule`], e.g. when calling
     321              : // it for many shards in the same tenant.
     322              : #[derive(Debug, Default)]
     323              : pub(crate) struct ScheduleContext {
     324              :     /// Sparse map of nodes: omitting a node implicitly makes its affinity [`AffinityScore::FREE`]
     325              :     pub(crate) nodes: HashMap<NodeId, AffinityScore>,
     326              : 
     327              :     /// Specifically how many _attached_ locations are on each node
     328              :     pub(crate) attached_nodes: HashMap<NodeId, usize>,
     329              : 
     330              :     pub(crate) mode: ScheduleMode,
     331              : }
     332              : 
     333              : impl ScheduleContext {
     334              :     /// Input is a list of nodes we would like to avoid using again within this context.  The more
     335              :     /// times a node is passed into this call, the less inclined we are to use it.
     336        12563 :     pub(crate) fn avoid(&mut self, nodes: &[NodeId]) {
     337        37681 :         for node_id in nodes {
     338        25118 :             let entry = self.nodes.entry(*node_id).or_insert(AffinityScore::FREE);
     339        25118 :             entry.inc()
     340              :         }
     341        12563 :     }
     342              : 
     343        12555 :     pub(crate) fn push_attached(&mut self, node_id: NodeId) {
     344        12555 :         let entry = self.attached_nodes.entry(node_id).or_default();
     345        12555 :         *entry += 1;
     346        12555 :     }
     347              : 
     348           69 :     pub(crate) fn get_node_affinity(&self, node_id: NodeId) -> AffinityScore {
     349           69 :         self.nodes
     350           69 :             .get(&node_id)
     351           69 :             .copied()
     352           69 :             .unwrap_or(AffinityScore::FREE)
     353           69 :     }
     354              : 
     355           69 :     pub(crate) fn get_node_attachments(&self, node_id: NodeId) -> usize {
     356           69 :         self.attached_nodes.get(&node_id).copied().unwrap_or(0)
     357           69 :     }
     358              : }
     359              : 
     360              : pub(crate) enum RefCountUpdate {
     361              :     PromoteSecondary,
     362              :     Attach,
     363              :     Detach,
     364              :     DemoteAttached,
     365              :     AddSecondary,
     366              :     RemoveSecondary,
     367              : }
     368              : 
     369              : impl Scheduler {
     370           60 :     pub(crate) fn new<'a>(nodes: impl Iterator<Item = &'a Node>) -> Self {
     371           60 :         let mut scheduler_nodes = HashMap::new();
     372           84 :         for node in nodes {
     373           24 :             scheduler_nodes.insert(
     374           24 :                 node.get_id(),
     375           24 :                 SchedulerNode {
     376           24 :                     shard_count: 0,
     377           24 :                     attached_shard_count: 0,
     378           24 :                     may_schedule: node.may_schedule(),
     379           24 :                     az: node.get_availability_zone_id().clone(),
     380           24 :                 },
     381           24 :             );
     382           24 :         }
     383              : 
     384           60 :         Self {
     385           60 :             nodes: scheduler_nodes,
     386           60 :         }
     387           60 :     }
     388              : 
     389              :     /// For debug/support: check that our internal statistics are in sync with the state of
     390              :     /// the nodes & tenant shards.
     391              :     ///
     392              :     /// If anything is inconsistent, log details and return an error.
     393            1 :     pub(crate) fn consistency_check<'a>(
     394            1 :         &self,
     395            1 :         nodes: impl Iterator<Item = &'a Node>,
     396            1 :         shards: impl Iterator<Item = &'a TenantShard>,
     397            1 :     ) -> anyhow::Result<()> {
     398            1 :         let mut expect_nodes: HashMap<NodeId, SchedulerNode> = HashMap::new();
     399            4 :         for node in nodes {
     400            3 :             expect_nodes.insert(
     401            3 :                 node.get_id(),
     402            3 :                 SchedulerNode {
     403            3 :                     shard_count: 0,
     404            3 :                     attached_shard_count: 0,
     405            3 :                     may_schedule: node.may_schedule(),
     406            3 :                     az: node.get_availability_zone_id().clone(),
     407            3 :                 },
     408            3 :             );
     409            3 :         }
     410              : 
     411            2 :         for shard in shards {
     412            1 :             if let Some(node_id) = shard.intent.get_attached() {
     413            1 :                 match expect_nodes.get_mut(node_id) {
     414            1 :                     Some(node) => {
     415            1 :                         node.shard_count += 1;
     416            1 :                         node.attached_shard_count += 1;
     417            1 :                     }
     418            0 :                     None => anyhow::bail!(
     419            0 :                         "Tenant {} references nonexistent node {}",
     420            0 :                         shard.tenant_shard_id,
     421            0 :                         node_id
     422            0 :                     ),
     423              :                 }
     424            0 :             }
     425              : 
     426            1 :             for node_id in shard.intent.get_secondary() {
     427            1 :                 match expect_nodes.get_mut(node_id) {
     428            1 :                     Some(node) => node.shard_count += 1,
     429            0 :                     None => anyhow::bail!(
     430            0 :                         "Tenant {} references nonexistent node {}",
     431            0 :                         shard.tenant_shard_id,
     432            0 :                         node_id
     433            0 :                     ),
     434              :                 }
     435              :             }
     436              :         }
     437              : 
     438            4 :         for (node_id, expect_node) in &expect_nodes {
     439            3 :             let Some(self_node) = self.nodes.get(node_id) else {
     440            0 :                 anyhow::bail!("Node {node_id} not found in Self")
     441              :             };
     442              : 
     443            3 :             if self_node != expect_node {
     444            0 :                 tracing::error!("Inconsistency detected in scheduling state for node {node_id}");
     445            0 :                 tracing::error!("Expected state: {}", serde_json::to_string(expect_node)?);
     446            0 :                 tracing::error!("Self state: {}", serde_json::to_string(self_node)?);
     447              : 
     448            0 :                 anyhow::bail!("Inconsistent state on {node_id}");
     449            3 :             }
     450              :         }
     451              : 
     452            1 :         if expect_nodes.len() != self.nodes.len() {
     453              :             // We just checked that all the expected nodes are present.  If the lengths don't match,
     454              :             // it means that we have nodes in Self that are unexpected.
     455            0 :             for node_id in self.nodes.keys() {
     456            0 :                 if !expect_nodes.contains_key(node_id) {
     457            0 :                     anyhow::bail!("Node {node_id} found in Self but not in expected nodes");
     458            0 :                 }
     459              :             }
     460            1 :         }
     461              : 
     462            1 :         Ok(())
     463            1 :     }
     464              : 
     465              :     /// Update the reference counts of a node. These reference counts are used to guide scheduling
     466              :     /// decisions, not for memory management: they represent the number of tenant shard whose IntentState
     467              :     /// targets this node and the number of tenants shars whose IntentState is attached to this
     468              :     /// node.
     469              :     ///
     470              :     /// It is an error to call this for a node that is not known to the scheduler (i.e. passed into
     471              :     /// [`Self::new`] or [`Self::node_upsert`])
     472        50135 :     pub(crate) fn update_node_ref_counts(&mut self, node_id: NodeId, update: RefCountUpdate) {
     473        50135 :         let Some(node) = self.nodes.get_mut(&node_id) else {
     474            0 :             debug_assert!(false);
     475            0 :             tracing::error!("Scheduler missing node {node_id}");
     476            0 :             return;
     477              :         };
     478              : 
     479        50135 :         match update {
     480            5 :             RefCountUpdate::PromoteSecondary => {
     481            5 :                 node.attached_shard_count += 1;
     482            5 :             }
     483        12538 :             RefCountUpdate::Attach => {
     484        12538 :                 node.shard_count += 1;
     485        12538 :                 node.attached_shard_count += 1;
     486        12538 :             }
     487        12537 :             RefCountUpdate::Detach => {
     488        12537 :                 node.shard_count -= 1;
     489        12537 :                 node.attached_shard_count -= 1;
     490        12537 :             }
     491            5 :             RefCountUpdate::DemoteAttached => {
     492            5 :                 node.attached_shard_count -= 1;
     493            5 :             }
     494        12525 :             RefCountUpdate::AddSecondary => {
     495        12525 :                 node.shard_count += 1;
     496        12525 :             }
     497        12525 :             RefCountUpdate::RemoveSecondary => {
     498        12525 :                 node.shard_count -= 1;
     499        12525 :             }
     500              :         }
     501              : 
     502              :         // Maybe update PageserverUtilization
     503        50135 :         match update {
     504              :             RefCountUpdate::AddSecondary | RefCountUpdate::Attach => {
     505              :                 // Referencing the node: if this takes our shard_count above the utilzation structure's
     506              :                 // shard count, then artifically bump it: this ensures that the scheduler immediately
     507              :                 // recognizes that this node has more work on it, without waiting for the next heartbeat
     508              :                 // to update the utilization.
     509        25063 :                 if let MaySchedule::Yes(utilization) = &mut node.may_schedule {
     510        25063 :                     utilization.adjust_shard_count_max(node.shard_count as u32);
     511        25063 :                 }
     512              :             }
     513              :             RefCountUpdate::PromoteSecondary
     514              :             | RefCountUpdate::Detach
     515              :             | RefCountUpdate::RemoveSecondary
     516        25072 :             | RefCountUpdate::DemoteAttached => {
     517        25072 :                 // De-referencing the node: leave the utilization's shard_count at a stale higher
     518        25072 :                 // value until some future heartbeat after we have physically removed this shard
     519        25072 :                 // from the node: this prevents the scheduler over-optimistically trying to schedule
     520        25072 :                 // more work onto the node before earlier detaches are done.
     521        25072 :             }
     522              :         }
     523        50135 :     }
     524              : 
     525              :     // Check if the number of shards attached to a given node is lagging below
     526              :     // the cluster average. If that's the case, the node should be filled.
     527            0 :     pub(crate) fn compute_fill_requirement(&self, node_id: NodeId) -> usize {
     528            0 :         let Some(node) = self.nodes.get(&node_id) else {
     529            0 :             debug_assert!(false);
     530            0 :             tracing::error!("Scheduler missing node {node_id}");
     531            0 :             return 0;
     532              :         };
     533            0 :         assert!(!self.nodes.is_empty());
     534            0 :         let expected_attached_shards_per_node = self.expected_attached_shard_count();
     535              : 
     536            0 :         for (node_id, node) in self.nodes.iter() {
     537            0 :             tracing::trace!(%node_id, "attached_shard_count={} shard_count={} expected={}", node.attached_shard_count, node.shard_count, expected_attached_shards_per_node);
     538              :         }
     539              : 
     540            0 :         if node.attached_shard_count < expected_attached_shards_per_node {
     541            0 :             expected_attached_shards_per_node - node.attached_shard_count
     542              :         } else {
     543            0 :             0
     544              :         }
     545            0 :     }
     546              : 
     547            0 :     pub(crate) fn expected_attached_shard_count(&self) -> usize {
     548            0 :         let total_attached_shards: usize =
     549            0 :             self.nodes.values().map(|n| n.attached_shard_count).sum();
     550            0 : 
     551            0 :         assert!(!self.nodes.is_empty());
     552            0 :         total_attached_shards / self.nodes.len()
     553            0 :     }
     554              : 
     555            0 :     pub(crate) fn nodes_by_attached_shard_count(&self) -> Vec<(NodeId, usize)> {
     556            0 :         self.nodes
     557            0 :             .iter()
     558            0 :             .map(|(node_id, stats)| (*node_id, stats.attached_shard_count))
     559            0 :             .sorted_by(|lhs, rhs| Ord::cmp(&lhs.1, &rhs.1).reverse())
     560            0 :             .collect()
     561            0 :     }
     562              : 
     563          209 :     pub(crate) fn node_upsert(&mut self, node: &Node) {
     564              :         use std::collections::hash_map::Entry::*;
     565          209 :         match self.nodes.entry(node.get_id()) {
     566            3 :             Occupied(mut entry) => {
     567            3 :                 // Updates to MaySchedule are how we receive updated PageserverUtilization: adjust these values
     568            3 :                 // to account for any shards scheduled on the controller but not yet visible to the pageserver.
     569            3 :                 let mut may_schedule = node.may_schedule();
     570            3 :                 match &mut may_schedule {
     571            2 :                     MaySchedule::Yes(utilization) => {
     572            2 :                         utilization.adjust_shard_count_max(entry.get().shard_count as u32);
     573            2 :                     }
     574            1 :                     MaySchedule::No => { // Nothing to tweak
     575            1 :                     }
     576              :                 }
     577              : 
     578            3 :                 entry.get_mut().may_schedule = may_schedule;
     579              :             }
     580          206 :             Vacant(entry) => {
     581          206 :                 entry.insert(SchedulerNode {
     582          206 :                     shard_count: 0,
     583          206 :                     attached_shard_count: 0,
     584          206 :                     may_schedule: node.may_schedule(),
     585          206 :                     az: node.get_availability_zone_id().clone(),
     586          206 :                 });
     587          206 :             }
     588              :         }
     589          209 :     }
     590              : 
     591            0 :     pub(crate) fn node_remove(&mut self, node_id: NodeId) {
     592            0 :         if self.nodes.remove(&node_id).is_none() {
     593            0 :             tracing::warn!(node_id=%node_id, "Removed non-existent node from scheduler");
     594            0 :         }
     595            0 :     }
     596              : 
     597              :     /// Where we have several nodes to choose from, for example when picking a secondary location
     598              :     /// to promote to an attached location, this method may be used to pick the best choice based
     599              :     /// on the scheduler's knowledge of utilization and availability.
     600              :     ///
     601              :     /// If the input is empty, or all the nodes are not elegible for scheduling, return None: the
     602              :     /// caller can pick a node some other way.
     603        25030 :     pub(crate) fn node_preferred(&self, nodes: &[NodeId]) -> Option<NodeId> {
     604        25030 :         if nodes.is_empty() {
     605        25028 :             return None;
     606            2 :         }
     607            2 : 
     608            2 :         // TODO: When the utilization score returned by the pageserver becomes meaningful,
     609            2 :         // schedule based on that instead of the shard count.
     610            2 :         let node = nodes
     611            2 :             .iter()
     612            4 :             .map(|node_id| {
     613            4 :                 let may_schedule = self
     614            4 :                     .nodes
     615            4 :                     .get(node_id)
     616            4 :                     .map(|n| !matches!(n.may_schedule, MaySchedule::No))
     617            4 :                     .unwrap_or(false);
     618            4 :                 (*node_id, may_schedule)
     619            4 :             })
     620            4 :             .max_by_key(|(_n, may_schedule)| *may_schedule);
     621            2 : 
     622            2 :         // If even the preferred node has may_schedule==false, return None
     623            2 :         node.and_then(|(node_id, may_schedule)| if may_schedule { Some(node_id) } else { None })
     624        25030 :     }
     625              : 
     626              :     /// Compute a schedulling score for each node that the scheduler knows of
     627              :     /// minus a set of hard excluded nodes.
     628        25068 :     fn compute_node_scores<Score>(
     629        25068 :         &mut self,
     630        25068 :         hard_exclude: &[NodeId],
     631        25068 :         preferred_az: &Option<AvailabilityZone>,
     632        25068 :         context: &ScheduleContext,
     633        25068 :     ) -> Vec<Score>
     634        25068 :     where
     635        25068 :         Score: NodeSchedulingScore,
     636        25068 :     {
     637        25068 :         self.nodes
     638        25068 :             .iter_mut()
     639       100181 :             .filter_map(|(k, v)| {
     640       100181 :                 if hard_exclude.contains(k) {
     641        12555 :                     None
     642              :                 } else {
     643        87626 :                     Score::generate(k, v, preferred_az, context)
     644              :                 }
     645       100181 :             })
     646        25068 :             .collect()
     647        25068 :     }
     648              : 
     649              :     /// hard_exclude: it is forbidden to use nodes in this list, typically becacuse they
     650              :     /// are already in use by this shard -- we use this to avoid picking the same node
     651              :     /// as both attached and secondary location.  This is a hard constraint: if we cannot
     652              :     /// find any nodes that aren't in this list, then we will return a [`ScheduleError::ImpossibleConstraint`].
     653              :     ///
     654              :     /// context: we prefer to avoid using nodes identified in the context, according
     655              :     /// to their anti-affinity score.  We use this to prefeer to avoid placing shards in
     656              :     /// the same tenant on the same node.  This is a soft constraint: the context will never
     657              :     /// cause us to fail to schedule a shard.
     658        25068 :     pub(crate) fn schedule_shard<Tag: ShardTag>(
     659        25068 :         &mut self,
     660        25068 :         hard_exclude: &[NodeId],
     661        25068 :         preferred_az: &Option<AvailabilityZone>,
     662        25068 :         context: &ScheduleContext,
     663        25068 :     ) -> Result<NodeId, ScheduleError> {
     664        25068 :         if self.nodes.is_empty() {
     665            0 :             return Err(ScheduleError::NoPageservers);
     666        25068 :         }
     667        25068 : 
     668        25068 :         let mut scores =
     669        25068 :             self.compute_node_scores::<Tag::Score>(hard_exclude, preferred_az, context);
     670        25068 : 
     671        25068 :         // Exclude nodes whose utilization is critically high, if there are alternatives available.  This will
     672        25068 :         // cause us to violate affinity rules if it is necessary to avoid critically overloading nodes: for example
     673        25068 :         // we may place shards in the same tenant together on the same pageserver if all other pageservers are
     674        25068 :         // overloaded.
     675        25068 :         let non_overloaded_scores = scores
     676        25068 :             .iter()
     677        87626 :             .filter(|i| !i.is_overloaded())
     678        25068 :             .copied()
     679        25068 :             .collect::<Vec<_>>();
     680        25068 :         if !non_overloaded_scores.is_empty() {
     681        25060 :             scores = non_overloaded_scores;
     682        25060 :         }
     683              : 
     684              :         // Sort the nodes by score. The one with the lowest scores will be the preferred node.
     685              :         // Refer to [`NodeAttachmentSchedulingScore`] for attached locations and
     686              :         // [`NodeSecondarySchedulingScore`] for secondary locations to understand how the nodes
     687              :         // are ranked.
     688        25068 :         scores.sort();
     689        25068 : 
     690        25068 :         if scores.is_empty() {
     691              :             // After applying constraints, no pageservers were left.
     692            8 :             if !matches!(context.mode, ScheduleMode::Speculative) {
     693              :                 // If this was not a speculative attempt, log details to understand why we couldn't
     694              :                 // schedule: this may help an engineer understand if some nodes are marked offline
     695              :                 // in a way that's preventing progress.
     696            8 :                 tracing::info!(
     697            0 :                     "Scheduling failure, while excluding {hard_exclude:?}, node states:"
     698              :                 );
     699           24 :                 for (node_id, node) in &self.nodes {
     700           16 :                     tracing::info!(
     701            0 :                         "Node {node_id}: may_schedule={} shards={}",
     702            0 :                         !matches!(node.may_schedule, MaySchedule::No),
     703              :                         node.shard_count
     704              :                     );
     705              :                 }
     706            0 :             }
     707            8 :             return Err(ScheduleError::ImpossibleConstraint);
     708        25060 :         }
     709        25060 : 
     710        25060 :         // Lowest score wins
     711        25060 :         let node_id = scores.first().unwrap().node_id();
     712              : 
     713        25060 :         if !matches!(context.mode, ScheduleMode::Speculative) {
     714        25060 :             tracing::info!(
     715            0 :             "scheduler selected node {node_id} (elegible nodes {:?}, hard exclude: {hard_exclude:?}, soft exclude: {context:?})",
     716            0 :             scores.iter().map(|i| i.node_id().0).collect::<Vec<_>>()
     717              :         );
     718            0 :         }
     719              : 
     720              :         // Note that we do not update shard count here to reflect the scheduling: that
     721              :         // is IntentState's job when the scheduled location is used.
     722              : 
     723        25060 :         Ok(node_id)
     724        25068 :     }
     725              : 
     726              :     /// Selects any available node. This is suitable for performing background work (e.g. S3
     727              :     /// deletions).
     728            0 :     pub(crate) fn any_available_node(&mut self) -> Result<NodeId, ScheduleError> {
     729            0 :         self.schedule_shard::<AttachedShardTag>(&[], &None, &ScheduleContext::default())
     730            0 :     }
     731              : 
     732              :     /// Unit test access to internal state
     733              :     #[cfg(test)]
     734           12 :     pub(crate) fn get_node_shard_count(&self, node_id: NodeId) -> usize {
     735           12 :         self.nodes.get(&node_id).unwrap().shard_count
     736           12 :     }
     737              : 
     738              :     #[cfg(test)]
     739           12 :     pub(crate) fn get_node_attached_shard_count(&self, node_id: NodeId) -> usize {
     740           12 :         self.nodes.get(&node_id).unwrap().attached_shard_count
     741           12 :     }
     742              : }
     743              : 
     744              : #[cfg(test)]
     745              : pub(crate) mod test_utils {
     746              : 
     747              :     use crate::node::Node;
     748              :     use pageserver_api::{
     749              :         controller_api::{AvailabilityZone, NodeAvailability},
     750              :         models::utilization::test_utilization,
     751              :     };
     752              :     use std::collections::HashMap;
     753              :     use utils::id::NodeId;
     754              : 
     755              :     /// Test helper: synthesize the requested number of nodes, all in active state.
     756              :     ///
     757              :     /// Node IDs start at one.
     758              :     ///
     759              :     /// The `azs` argument specifies the list of availability zones which will be assigned
     760              :     /// to nodes in round-robin fashion. If empy, a default AZ is assigned.
     761           60 :     pub(crate) fn make_test_nodes(n: u64, azs: &[AvailabilityZone]) -> HashMap<NodeId, Node> {
     762           60 :         let mut az_iter = azs.iter().cycle();
     763           60 : 
     764           60 :         (1..n + 1)
     765          230 :             .map(|i| {
     766          230 :                 (NodeId(i), {
     767          230 :                     let mut node = Node::new(
     768          230 :                         NodeId(i),
     769          230 :                         format!("httphost-{i}"),
     770          230 :                         80 + i as u16,
     771          230 :                         format!("pghost-{i}"),
     772          230 :                         5432 + i as u16,
     773          230 :                         az_iter
     774          230 :                             .next()
     775          230 :                             .cloned()
     776          230 :                             .unwrap_or(AvailabilityZone("test-az".to_string())),
     777          230 :                     );
     778          230 :                     node.set_availability(NodeAvailability::Active(test_utilization::simple(0, 0)));
     779          230 :                     assert!(node.is_available());
     780          230 :                     node
     781          230 :                 })
     782          230 :             })
     783           60 :             .collect()
     784           60 :     }
     785              : }
     786              : 
     787              : #[cfg(test)]
     788              : mod tests {
     789              :     use pageserver_api::{controller_api::NodeAvailability, models::utilization::test_utilization};
     790              : 
     791              :     use super::*;
     792              : 
     793              :     use crate::tenant_shard::IntentState;
     794              :     #[test]
     795            1 :     fn scheduler_basic() -> anyhow::Result<()> {
     796            1 :         let nodes = test_utils::make_test_nodes(2, &[]);
     797            1 : 
     798            1 :         let mut scheduler = Scheduler::new(nodes.values());
     799            1 :         let mut t1_intent = IntentState::new();
     800            1 :         let mut t2_intent = IntentState::new();
     801            1 : 
     802            1 :         let context = ScheduleContext::default();
     803              : 
     804            1 :         let scheduled = scheduler.schedule_shard::<AttachedShardTag>(&[], &None, &context)?;
     805            1 :         t1_intent.set_attached(&mut scheduler, Some(scheduled));
     806            1 :         let scheduled = scheduler.schedule_shard::<AttachedShardTag>(&[], &None, &context)?;
     807            1 :         t2_intent.set_attached(&mut scheduler, Some(scheduled));
     808            1 : 
     809            1 :         assert_eq!(scheduler.get_node_shard_count(NodeId(1)), 1);
     810            1 :         assert_eq!(scheduler.get_node_attached_shard_count(NodeId(1)), 1);
     811              : 
     812            1 :         assert_eq!(scheduler.get_node_shard_count(NodeId(2)), 1);
     813            1 :         assert_eq!(scheduler.get_node_attached_shard_count(NodeId(2)), 1);
     814              : 
     815            1 :         let scheduled = scheduler.schedule_shard::<AttachedShardTag>(
     816            1 :             &t1_intent.all_pageservers(),
     817            1 :             &None,
     818            1 :             &context,
     819            1 :         )?;
     820            1 :         t1_intent.push_secondary(&mut scheduler, scheduled);
     821            1 : 
     822            1 :         assert_eq!(scheduler.get_node_shard_count(NodeId(1)), 1);
     823            1 :         assert_eq!(scheduler.get_node_attached_shard_count(NodeId(1)), 1);
     824              : 
     825            1 :         assert_eq!(scheduler.get_node_shard_count(NodeId(2)), 2);
     826            1 :         assert_eq!(scheduler.get_node_attached_shard_count(NodeId(2)), 1);
     827              : 
     828            1 :         t1_intent.clear(&mut scheduler);
     829            1 :         assert_eq!(scheduler.get_node_shard_count(NodeId(1)), 0);
     830            1 :         assert_eq!(scheduler.get_node_shard_count(NodeId(2)), 1);
     831              : 
     832            1 :         let total_attached = scheduler.get_node_attached_shard_count(NodeId(1))
     833            1 :             + scheduler.get_node_attached_shard_count(NodeId(2));
     834            1 :         assert_eq!(total_attached, 1);
     835              : 
     836            1 :         if cfg!(debug_assertions) {
     837              :             // Dropping an IntentState without clearing it causes a panic in debug mode,
     838              :             // because we have failed to properly update scheduler shard counts.
     839            1 :             let result = std::panic::catch_unwind(move || {
     840            1 :                 drop(t2_intent);
     841            1 :             });
     842            1 :             assert!(result.is_err());
     843              :         } else {
     844            0 :             t2_intent.clear(&mut scheduler);
     845            0 : 
     846            0 :             assert_eq!(scheduler.get_node_shard_count(NodeId(1)), 0);
     847            0 :             assert_eq!(scheduler.get_node_attached_shard_count(NodeId(1)), 0);
     848              : 
     849            0 :             assert_eq!(scheduler.get_node_shard_count(NodeId(2)), 0);
     850            0 :             assert_eq!(scheduler.get_node_attached_shard_count(NodeId(2)), 0);
     851              :         }
     852              : 
     853            1 :         Ok(())
     854            1 :     }
     855              : 
     856              :     #[test]
     857              :     /// Test the PageserverUtilization's contribution to scheduling algorithm
     858            1 :     fn scheduler_utilization() {
     859            1 :         let mut nodes = test_utils::make_test_nodes(3, &[]);
     860            1 :         let mut scheduler = Scheduler::new(nodes.values());
     861            1 : 
     862            1 :         // Need to keep these alive because they contribute to shard counts via RAII
     863            1 :         let mut scheduled_intents = Vec::new();
     864            1 : 
     865            1 :         let empty_context = ScheduleContext::default();
     866              : 
     867           11 :         fn assert_scheduler_chooses(
     868           11 :             expect_node: NodeId,
     869           11 :             scheduled_intents: &mut Vec<IntentState>,
     870           11 :             scheduler: &mut Scheduler,
     871           11 :             context: &ScheduleContext,
     872           11 :         ) {
     873           11 :             let scheduled = scheduler
     874           11 :                 .schedule_shard::<AttachedShardTag>(&[], &None, context)
     875           11 :                 .unwrap();
     876           11 :             let mut intent = IntentState::new();
     877           11 :             intent.set_attached(scheduler, Some(scheduled));
     878           11 :             scheduled_intents.push(intent);
     879           11 :             assert_eq!(scheduled, expect_node);
     880           11 :         }
     881              : 
     882              :         // Independent schedule calls onto empty nodes should round-robin, because each node's
     883              :         // utilization's shard count is updated inline.  The order is determinsitic because when all other factors are
     884              :         // equal, we order by node ID.
     885            1 :         assert_scheduler_chooses(
     886            1 :             NodeId(1),
     887            1 :             &mut scheduled_intents,
     888            1 :             &mut scheduler,
     889            1 :             &empty_context,
     890            1 :         );
     891            1 :         assert_scheduler_chooses(
     892            1 :             NodeId(2),
     893            1 :             &mut scheduled_intents,
     894            1 :             &mut scheduler,
     895            1 :             &empty_context,
     896            1 :         );
     897            1 :         assert_scheduler_chooses(
     898            1 :             NodeId(3),
     899            1 :             &mut scheduled_intents,
     900            1 :             &mut scheduler,
     901            1 :             &empty_context,
     902            1 :         );
     903            1 : 
     904            1 :         // Manually setting utilization higher should cause schedule calls to round-robin the other nodes
     905            1 :         // which have equal utilization.
     906            1 :         nodes
     907            1 :             .get_mut(&NodeId(1))
     908            1 :             .unwrap()
     909            1 :             .set_availability(NodeAvailability::Active(test_utilization::simple(
     910            1 :                 10,
     911            1 :                 1024 * 1024 * 1024,
     912            1 :             )));
     913            1 :         scheduler.node_upsert(nodes.get(&NodeId(1)).unwrap());
     914            1 : 
     915            1 :         assert_scheduler_chooses(
     916            1 :             NodeId(2),
     917            1 :             &mut scheduled_intents,
     918            1 :             &mut scheduler,
     919            1 :             &empty_context,
     920            1 :         );
     921            1 :         assert_scheduler_chooses(
     922            1 :             NodeId(3),
     923            1 :             &mut scheduled_intents,
     924            1 :             &mut scheduler,
     925            1 :             &empty_context,
     926            1 :         );
     927            1 :         assert_scheduler_chooses(
     928            1 :             NodeId(2),
     929            1 :             &mut scheduled_intents,
     930            1 :             &mut scheduler,
     931            1 :             &empty_context,
     932            1 :         );
     933            1 :         assert_scheduler_chooses(
     934            1 :             NodeId(3),
     935            1 :             &mut scheduled_intents,
     936            1 :             &mut scheduler,
     937            1 :             &empty_context,
     938            1 :         );
     939            1 : 
     940            1 :         // The scheduler should prefer nodes with lower affinity score,
     941            1 :         // even if they have higher utilization (as long as they aren't utilized at >100%)
     942            1 :         let mut context_prefer_node1 = ScheduleContext::default();
     943            1 :         context_prefer_node1.avoid(&[NodeId(2), NodeId(3)]);
     944            1 :         assert_scheduler_chooses(
     945            1 :             NodeId(1),
     946            1 :             &mut scheduled_intents,
     947            1 :             &mut scheduler,
     948            1 :             &context_prefer_node1,
     949            1 :         );
     950            1 :         assert_scheduler_chooses(
     951            1 :             NodeId(1),
     952            1 :             &mut scheduled_intents,
     953            1 :             &mut scheduler,
     954            1 :             &context_prefer_node1,
     955            1 :         );
     956            1 : 
     957            1 :         // If a node is over-utilized, it will not be used even if affinity scores prefer it
     958            1 :         nodes
     959            1 :             .get_mut(&NodeId(1))
     960            1 :             .unwrap()
     961            1 :             .set_availability(NodeAvailability::Active(test_utilization::simple(
     962            1 :                 20000,
     963            1 :                 1024 * 1024 * 1024,
     964            1 :             )));
     965            1 :         scheduler.node_upsert(nodes.get(&NodeId(1)).unwrap());
     966            1 :         assert_scheduler_chooses(
     967            1 :             NodeId(2),
     968            1 :             &mut scheduled_intents,
     969            1 :             &mut scheduler,
     970            1 :             &context_prefer_node1,
     971            1 :         );
     972            1 :         assert_scheduler_chooses(
     973            1 :             NodeId(3),
     974            1 :             &mut scheduled_intents,
     975            1 :             &mut scheduler,
     976            1 :             &context_prefer_node1,
     977            1 :         );
     978              : 
     979           12 :         for mut intent in scheduled_intents {
     980           11 :             intent.clear(&mut scheduler);
     981           11 :         }
     982            1 :     }
     983              : 
     984              :     #[test]
     985              :     /// A simple test that showcases AZ-aware scheduling and its interaction with
     986              :     /// affinity scores.
     987            1 :     fn az_scheduling() {
     988            1 :         let az_a_tag = AvailabilityZone("az-a".to_string());
     989            1 :         let az_b_tag = AvailabilityZone("az-b".to_string());
     990            1 : 
     991            1 :         let nodes = test_utils::make_test_nodes(3, &[az_a_tag.clone(), az_b_tag.clone()]);
     992            1 :         let mut scheduler = Scheduler::new(nodes.values());
     993            1 : 
     994            1 :         // Need to keep these alive because they contribute to shard counts via RAII
     995            1 :         let mut scheduled_intents = Vec::new();
     996            1 : 
     997            1 :         let mut context = ScheduleContext::default();
     998              : 
     999            6 :         fn assert_scheduler_chooses<Tag: ShardTag>(
    1000            6 :             expect_node: NodeId,
    1001            6 :             preferred_az: Option<AvailabilityZone>,
    1002            6 :             scheduled_intents: &mut Vec<IntentState>,
    1003            6 :             scheduler: &mut Scheduler,
    1004            6 :             context: &mut ScheduleContext,
    1005            6 :         ) {
    1006            6 :             let scheduled = scheduler
    1007            6 :                 .schedule_shard::<Tag>(&[], &preferred_az, context)
    1008            6 :                 .unwrap();
    1009            6 :             let mut intent = IntentState::new();
    1010            6 :             intent.set_attached(scheduler, Some(scheduled));
    1011            6 :             scheduled_intents.push(intent);
    1012            6 :             assert_eq!(scheduled, expect_node);
    1013              : 
    1014            6 :             context.avoid(&[scheduled]);
    1015            6 :         }
    1016              : 
    1017            1 :         assert_scheduler_chooses::<AttachedShardTag>(
    1018            1 :             NodeId(1),
    1019            1 :             Some(az_a_tag.clone()),
    1020            1 :             &mut scheduled_intents,
    1021            1 :             &mut scheduler,
    1022            1 :             &mut context,
    1023            1 :         );
    1024            1 : 
    1025            1 :         // Node 2 and 3 have affinity score equal to 0, but node 3
    1026            1 :         // is in "az-a" so we prefer that.
    1027            1 :         assert_scheduler_chooses::<AttachedShardTag>(
    1028            1 :             NodeId(3),
    1029            1 :             Some(az_a_tag.clone()),
    1030            1 :             &mut scheduled_intents,
    1031            1 :             &mut scheduler,
    1032            1 :             &mut context,
    1033            1 :         );
    1034            1 : 
    1035            1 :         // Node 2 is not in "az-a", but it has the lowest affinity so we prefer that.
    1036            1 :         assert_scheduler_chooses::<AttachedShardTag>(
    1037            1 :             NodeId(2),
    1038            1 :             Some(az_a_tag.clone()),
    1039            1 :             &mut scheduled_intents,
    1040            1 :             &mut scheduler,
    1041            1 :             &mut context,
    1042            1 :         );
    1043            1 : 
    1044            1 :         // Avoid nodes in "az-a" for the secondary location.
    1045            1 :         assert_scheduler_chooses::<SecondaryShardTag>(
    1046            1 :             NodeId(2),
    1047            1 :             Some(az_a_tag.clone()),
    1048            1 :             &mut scheduled_intents,
    1049            1 :             &mut scheduler,
    1050            1 :             &mut context,
    1051            1 :         );
    1052            1 : 
    1053            1 :         // Avoid nodes in "az-b" for the secondary location.
    1054            1 :         // Nodes 1 and 3 are identically loaded, so prefer the lowest node id.
    1055            1 :         assert_scheduler_chooses::<SecondaryShardTag>(
    1056            1 :             NodeId(1),
    1057            1 :             Some(az_b_tag.clone()),
    1058            1 :             &mut scheduled_intents,
    1059            1 :             &mut scheduler,
    1060            1 :             &mut context,
    1061            1 :         );
    1062            1 : 
    1063            1 :         // Avoid nodes in "az-b" for the secondary location.
    1064            1 :         // Node 3 has lower affinity score than 1, so prefer that.
    1065            1 :         assert_scheduler_chooses::<SecondaryShardTag>(
    1066            1 :             NodeId(3),
    1067            1 :             Some(az_b_tag.clone()),
    1068            1 :             &mut scheduled_intents,
    1069            1 :             &mut scheduler,
    1070            1 :             &mut context,
    1071            1 :         );
    1072              : 
    1073            7 :         for mut intent in scheduled_intents {
    1074            6 :             intent.clear(&mut scheduler);
    1075            6 :         }
    1076            1 :     }
    1077              : }
        

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