anti-affinity scheduling for shards

This commit is contained in:
John Spray
2024-03-28 14:42:55 +00:00
parent 25c4b676e0
commit 41d440f1da
3 changed files with 134 additions and 35 deletions
@@ -58,6 +58,43 @@ pub(crate) struct Scheduler {
nodes: HashMap<NodeId, SchedulerNode>,
}
/// Score for soft constraint scheduling: lower scores are preferred to higher scores.
///
/// For example, we may set an affinity score based on the number of shards from the same
/// tenant already on a node, to implicitly prefer to balance out shards.
#[derive(Copy, Clone, Debug, Eq, PartialEq, PartialOrd, Ord)]
pub(crate) struct AffinityScore(usize);
impl AffinityScore {
/// If we have no anti-affinity at all toward a node, this is its score. It means
/// the scheduler has a free choice amongst nodes with this score, and may pick a node
/// based on other information such as total utilization.
const FREE: Self = Self(0);
fn inc(&mut self) {
self.0 += 1;
}
}
// For carrying state between multiple calls to [`TenantState::schedule`], e.g. when calling
// it for many shards in the same tenant.
#[derive(Debug, Default)]
pub(crate) struct ScheduleContext {
/// Sparse map of nodes: omitting a node implicitly makes its affinity [`AffinityScore::FREE`]
pub(crate) nodes: HashMap<NodeId, AffinityScore>,
}
impl ScheduleContext {
/// Input is a list of nodes we would like to avoid using again within this context. The more
/// times a node is passed into this call, the less inclined we are to use it.
pub(crate) fn avoid(&mut self, nodes: &[NodeId]) {
for node_id in nodes {
let entry = self.nodes.entry(*node_id).or_insert(AffinityScore::FREE);
entry.inc()
}
}
}
impl Scheduler {
pub(crate) fn new<'a>(nodes: impl Iterator<Item = &'a Node>) -> Self {
let mut scheduler_nodes = HashMap::new();
@@ -224,27 +261,40 @@ impl Scheduler {
node.and_then(|(node_id, may_schedule)| if may_schedule { Some(node_id) } else { None })
}
pub(crate) fn schedule_shard(&self, hard_exclude: &[NodeId]) -> Result<NodeId, ScheduleError> {
/// Hard Exclude: only consider nodes not in this list.
/// Soft exclude: only use nodes in this list if no others are available.
pub(crate) fn schedule_shard(
&self,
hard_exclude: &[NodeId],
context: &ScheduleContext,
) -> Result<NodeId, ScheduleError> {
if self.nodes.is_empty() {
return Err(ScheduleError::NoPageservers);
}
let mut tenant_counts: Vec<(NodeId, usize)> = self
let mut scores: Vec<(NodeId, AffinityScore, usize)> = self
.nodes
.iter()
.filter_map(|(k, v)| {
if hard_exclude.contains(k) || v.may_schedule == MaySchedule::No {
None
} else {
Some((*k, v.shard_count))
Some((
*k,
context.nodes.get(k).copied().unwrap_or(AffinityScore::FREE),
v.shard_count,
))
}
})
.collect();
// Sort by tenant count. Nodes with the same tenant count are sorted by ID.
tenant_counts.sort_by_key(|i| (i.1, i.0));
// Sort by, in order of precedence:
// 1st: Affinity score. We should never pick a higher-score node if a lower-score node is available
// 2nd: Utilization. Within nodes with the same affinity, use the least loaded nodes.
// 3rd: Node ID. This is a convenience to make selection deterministic in tests and empty systems.
scores.sort_by_key(|i| (i.1, i.2, i.0));
if tenant_counts.is_empty() {
if scores.is_empty() {
// After applying constraints, no pageservers were left. We log some detail about
// the state of nodes to help understand why this happened. This is not logged as an error because
// it is legitimately possible for enough nodes to be Offline to prevent scheduling a shard.
@@ -260,10 +310,11 @@ impl Scheduler {
return Err(ScheduleError::ImpossibleConstraint);
}
let node_id = tenant_counts.first().unwrap().0;
// Lowest score wins
let node_id = scores.first().unwrap().0;
tracing::info!(
"scheduler selected node {node_id} (elegible nodes {:?}, exclude: {hard_exclude:?})",
tenant_counts.iter().map(|i| i.0 .0).collect::<Vec<_>>()
"scheduler selected node {node_id} (elegible nodes {:?}, hard exclude: {hard_exclude:?}, soft exclude: {context:?})",
scores.iter().map(|i| i.0 .0).collect::<Vec<_>>()
);
// Note that we do not update shard count here to reflect the scheduling: that
@@ -316,15 +367,17 @@ mod tests {
let mut t1_intent = IntentState::new();
let mut t2_intent = IntentState::new();
let scheduled = scheduler.schedule_shard(&[])?;
let context = ScheduleContext::default();
let scheduled = scheduler.schedule_shard(&[], &context)?;
t1_intent.set_attached(&mut scheduler, Some(scheduled));
let scheduled = scheduler.schedule_shard(&[])?;
let scheduled = scheduler.schedule_shard(&[], &context)?;
t2_intent.set_attached(&mut scheduler, Some(scheduled));
assert_eq!(scheduler.nodes.get(&NodeId(1)).unwrap().shard_count, 1);
assert_eq!(scheduler.nodes.get(&NodeId(2)).unwrap().shard_count, 1);
let scheduled = scheduler.schedule_shard(&t1_intent.all_pageservers())?;
let scheduled = scheduler.schedule_shard(&t1_intent.all_pageservers(), &context)?;
t1_intent.push_secondary(&mut scheduler, scheduled);
assert_eq!(scheduler.nodes.get(&NodeId(1)).unwrap().shard_count, 1);
+37 -14
View File
@@ -11,6 +11,7 @@ use crate::{
id_lock_map::IdLockMap,
persistence::{AbortShardSplitStatus, TenantFilter},
reconciler::ReconcileError,
scheduler::ScheduleContext,
};
use anyhow::Context;
use control_plane::storage_controller::{
@@ -345,9 +346,15 @@ impl Service {
}
// Populate each tenant's intent state
let mut schedule_context = ScheduleContext::default();
for (tenant_shard_id, tenant_state) in tenants.iter_mut() {
if tenant_shard_id.shard_number == ShardNumber(0) {
// Reset scheduling context each time we advance to the next Tenant
schedule_context = ScheduleContext::default();
}
tenant_state.intent_from_observed(scheduler);
if let Err(e) = tenant_state.schedule(scheduler) {
if let Err(e) = tenant_state.schedule(scheduler, &mut schedule_context) {
// Non-fatal error: we are unable to properly schedule the tenant, perhaps because
// not enough pageservers are available. The tenant may well still be available
// to clients.
@@ -1627,6 +1634,8 @@ impl Service {
Err(e) => return Err(ApiError::InternalServerError(anyhow::anyhow!(e))),
};
let mut schedule_context = ScheduleContext::default();
let (waiters, response_shards) = {
let mut locked = self.inner.write().unwrap();
let (nodes, tenants, scheduler) = locked.parts_mut();
@@ -1648,11 +1657,14 @@ impl Service {
// attached and secondary locations (independently) away frorm those
// pageservers also holding a shard for this tenant.
entry.get_mut().schedule(scheduler).map_err(|e| {
ApiError::Conflict(format!(
"Failed to schedule shard {tenant_shard_id}: {e}"
))
})?;
entry
.get_mut()
.schedule(scheduler, &mut schedule_context)
.map_err(|e| {
ApiError::Conflict(format!(
"Failed to schedule shard {tenant_shard_id}: {e}"
))
})?;
if let Some(node_id) = entry.get().intent.get_attached() {
let generation = entry
@@ -1680,7 +1692,7 @@ impl Service {
state.generation = initial_generation;
state.config = create_req.config.clone();
if let Err(e) = state.schedule(scheduler) {
if let Err(e) = state.schedule(scheduler, &mut schedule_context) {
schcedule_error = Some(e);
}
@@ -1888,6 +1900,7 @@ impl Service {
// Persist updates
// Ordering: write to the database before applying changes in-memory, so that
// we will not appear time-travel backwards on a restart.
let mut schedule_context = ScheduleContext::default();
for ShardUpdate {
tenant_shard_id,
placement_policy,
@@ -1935,7 +1948,7 @@ impl Service {
shard.generation = Some(generation);
}
shard.schedule(scheduler)?;
shard.schedule(scheduler, &mut schedule_context)?;
let maybe_waiter = self.maybe_reconcile_shard(shard, nodes);
if let Some(waiter) = maybe_waiter {
@@ -2095,7 +2108,7 @@ impl Service {
let scheduler = &locked.scheduler;
// Right now we only perform the operation on a single node without parallelization
// TODO fan out the operation to multiple nodes for better performance
let node_id = scheduler.schedule_shard(&[])?;
let node_id = scheduler.schedule_shard(&[], &ScheduleContext::default())?;
let node = locked
.nodes
.get(&node_id)
@@ -2364,6 +2377,7 @@ impl Service {
)
.await?;
let mut schedule_context = ScheduleContext::default();
let mut locked = self.inner.write().unwrap();
let (nodes, tenants, scheduler) = locked.parts_mut();
for (shard_id, shard) in tenants.range_mut(TenantShardId::tenant_range(tenant_id)) {
@@ -2382,7 +2396,7 @@ impl Service {
}
// In case scheduling is being switched back on, try it now.
shard.schedule(scheduler).ok();
shard.schedule(scheduler, &mut schedule_context).ok();
self.maybe_reconcile_shard(shard, nodes);
}
@@ -2846,7 +2860,7 @@ impl Service {
tracing::info!("Restoring parent shard {tenant_shard_id}");
shard.splitting = SplitState::Idle;
if let Err(e) = shard.schedule(scheduler) {
if let Err(e) = shard.schedule(scheduler, &mut ScheduleContext::default()) {
// If this shard can't be scheduled now (perhaps due to offline nodes or
// capacity issues), that must not prevent us rolling back a split. In this
// case it should be eventually scheduled in the background.
@@ -2970,6 +2984,7 @@ impl Service {
)
};
let mut schedule_context = ScheduleContext::default();
for child in child_ids {
let mut child_shard = parent_ident;
child_shard.number = child.shard_number;
@@ -3005,7 +3020,7 @@ impl Service {
child_locations.push((child, pageserver, child_shard.stripe_size));
if let Err(e) = child_state.schedule(scheduler) {
if let Err(e) = child_state.schedule(scheduler, &mut schedule_context) {
// This is not fatal, because we've implicitly already got an attached
// location for the child shard. Failure here just means we couldn't
// find a secondary (e.g. because cluster is overloaded).
@@ -3869,6 +3884,7 @@ impl Service {
AvailabilityTransition::ToOffline => {
tracing::info!("Node {} transition to offline", node_id);
let mut tenants_affected: usize = 0;
for (tenant_shard_id, tenant_state) in tenants {
if let Some(observed_loc) = tenant_state.observed.locations.get_mut(&node_id) {
// When a node goes offline, we set its observed configuration to None, indicating unknown: we will
@@ -3885,7 +3901,13 @@ impl Service {
if tenant_state.intent.demote_attached(node_id) {
tenant_state.sequence = tenant_state.sequence.next();
match tenant_state.schedule(scheduler) {
// TODO: populate a ScheduleContext including all shards in the same tenant_id (only matters
// for tenants without secondary locations: if they have a secondary location, then this
// schedule() call is just promoting an existing secondary)
let mut schedule_context = ScheduleContext::default();
match tenant_state.schedule(scheduler, &mut schedule_context) {
Err(e) => {
// It is possible that some tenants will become unschedulable when too many pageservers
// go offline: in this case there isn't much we can do other than make the issue observable.
@@ -3947,8 +3969,9 @@ impl Service {
let mut waiters = Vec::new();
let (nodes, tenants, scheduler) = locked.parts_mut();
let mut schedule_context = ScheduleContext::default();
for (_tenant_shard_id, shard) in tenants.range_mut(TenantShardId::tenant_range(tenant_id)) {
shard.schedule(scheduler)?;
shard.schedule(scheduler, &mut schedule_context)?;
if let Some(waiter) = self.maybe_reconcile_shard(shard, nodes) {
waiters.push(waiter);
@@ -7,6 +7,7 @@ use std::{
use crate::{
metrics::{self, ReconcileCompleteLabelGroup, ReconcileOutcome},
persistence::TenantShardPersistence,
scheduler::ScheduleContext,
};
use pageserver_api::controller_api::{PlacementPolicy, ShardSchedulingPolicy};
use pageserver_api::{
@@ -430,6 +431,7 @@ impl TenantState {
fn schedule_attached(
&mut self,
scheduler: &mut Scheduler,
context: &ScheduleContext,
) -> Result<(bool, NodeId), ScheduleError> {
// No work to do if we already have an attached tenant
if let Some(node_id) = self.intent.attached {
@@ -443,14 +445,29 @@ impl TenantState {
Ok((true, promote_secondary))
} else {
// Pick a fresh node: either we had no secondaries or none were schedulable
let node_id = scheduler.schedule_shard(&self.intent.secondary)?;
let node_id = scheduler.schedule_shard(&self.intent.secondary, context)?;
tracing::debug!("Selected {} as attached", node_id);
self.intent.set_attached(scheduler, Some(node_id));
Ok((true, node_id))
}
}
pub(crate) fn schedule(&mut self, scheduler: &mut Scheduler) -> Result<(), ScheduleError> {
pub(crate) fn schedule(
&mut self,
scheduler: &mut Scheduler,
context: &mut ScheduleContext,
) -> Result<(), ScheduleError> {
let r = self.do_schedule(scheduler, context);
context.avoid(&self.intent.all_pageservers());
r
}
pub(crate) fn do_schedule(
&mut self,
scheduler: &mut Scheduler,
context: &ScheduleContext,
) -> Result<(), ScheduleError> {
// TODO: before scheduling new nodes, check if any existing content in
// self.intent refers to pageservers that are offline, and pick other
// pageservers if so.
@@ -494,12 +511,13 @@ impl TenantState {
}
// Should have exactly one attached, and N secondaries
let (modified_attached, attached_node_id) = self.schedule_attached(scheduler)?;
let (modified_attached, attached_node_id) =
self.schedule_attached(scheduler, context)?;
modified |= modified_attached;
let mut used_pageservers = vec![attached_node_id];
while self.intent.secondary.len() < secondary_count {
let node_id = scheduler.schedule_shard(&used_pageservers)?;
let node_id = scheduler.schedule_shard(&used_pageservers, context)?;
self.intent.push_secondary(scheduler, node_id);
used_pageservers.push(node_id);
modified = true;
@@ -512,7 +530,7 @@ impl TenantState {
modified = true;
} else if self.intent.secondary.is_empty() {
// Populate secondary by scheduling a fresh node
let node_id = scheduler.schedule_shard(&[])?;
let node_id = scheduler.schedule_shard(&[], context)?;
self.intent.push_secondary(scheduler, node_id);
modified = true;
}
@@ -962,10 +980,11 @@ pub(crate) mod tests {
let mut nodes = make_test_nodes(3);
let mut scheduler = Scheduler::new(nodes.values());
let mut context = ScheduleContext::default();
let mut tenant_state = make_test_tenant_shard(PlacementPolicy::Attached(1));
tenant_state
.schedule(&mut scheduler)
.schedule(&mut scheduler, &mut context)
.expect("we have enough nodes, scheduling should work");
// Expect to initially be schedule on to different nodes
@@ -991,7 +1010,7 @@ pub(crate) mod tests {
// Scheduling the node should promote the still-available secondary node to attached
tenant_state
.schedule(&mut scheduler)
.schedule(&mut scheduler, &mut context)
.expect("active nodes are available");
assert_eq!(tenant_state.intent.attached.unwrap(), secondary_node_id);
@@ -1065,12 +1084,16 @@ pub(crate) mod tests {
// In pause mode, schedule() shouldn't do anything
tenant_state.scheduling_policy = ShardSchedulingPolicy::Pause;
assert!(tenant_state.schedule(&mut scheduler).is_ok());
assert!(tenant_state
.schedule(&mut scheduler, &mut ScheduleContext::default())
.is_ok());
assert!(tenant_state.intent.all_pageservers().is_empty());
// In active mode, schedule() works
tenant_state.scheduling_policy = ShardSchedulingPolicy::Active;
assert!(tenant_state.schedule(&mut scheduler).is_ok());
assert!(tenant_state
.schedule(&mut scheduler, &mut ScheduleContext::default())
.is_ok());
assert!(!tenant_state.intent.all_pageservers().is_empty());
tenant_state.intent.clear(&mut scheduler);