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feat(placement): emit sie-cluster Helm values from a plan - #909
Emits sie-cluster Helm values from a plan: worker pools per machine profile with bundle replica bounds, and each pinned lane's pinned set and floor minimum in its own static queue pool (queueRouting.staticQueuePools[]), so assigned workers receive them through GET /v1/pools. Lane tuples are canonicalized as the chart's helpers do. The emitter refuses layouts the chart cannot realize: pins on the default queue pool, two pinned lanes on one chart lane, unrealizable zero floors, and lane counts above the chart limits. No chart change.
Stacked on #905, and merges the packing branch so shared lanes emit correctly. Refs #903.
Verification
325 package tests and the Helm render suite (565 tests)
lint, typecheck, public-tree check
Summary by CodeRabbit
New Features
Set capacity limits by total accelerator count, GPU type, or shared quota, and view usage and exceedances in reports.
Placement plans can include fallback GPU options and account for placement delays, unsuccessful attempts, GPU memory, and co-resident workloads.
Generate Helm values for supported plans, including worker pools and queue routing; unsupported plans are rejected.
Reports include placement reliability, capacity usage, memory details, scarcity, and measurement requests.
Pinned lanes can use dedicated queue pools; planner settings support hold budgets and unshared identities.
Documentation
Expanded placement guidance for capacity, fallback options, sharing, planning, and Helm configuration.
helm_values turns a placement plan into a values overlay for the
sie-cluster chart: one worker group per machine profile, whose bundle
lanes carry minReplicas (the envelope's floorMin) and maxReplicas
(maxContainers), and one static queue pool per named queue pool, which
carries the lanes' floor as minimumWorkerCount and their pinned
identities as pinnedModels. Lane tuples are canonicalized as the chart's
lane-token helper does.
It refuses a plan the chart and the gateway would not realize as
planned: a zero-floor lane whose floorMax falls below the chart's
fallback floor, more lanes than the chart's release limit (192, or 96
when the release installs KEDA or Prometheus), plan lanes on one chart
lane or worker group that disagree on what it carries, pins on the
default queue pool, which has no static queue pool, and lanes on one
static queue pool that need different floors, pins or bundles.
A golden test pins the emitted overlay, and chart render tests render it
with helm template to check the lanes, the ScaledObject bounds, the
unchanged six-trigger list, the static queue pool environment and the
lane limits.
The overlay merged onto worker groups that the chart's own values
already define, so enabling a group also enabled its stock bundles: a
release could run a lane the plan never placed, and the lane-limit
check undercounted. ChartParameters now takes base_pools, the
workers.pools beneath the overlay (the chart's own worker groups by
default, chart_pools()). Every bundle it enables under an emitted
group and the plan does not place is set to enabled: false, and the
enabled lanes of the groups the overlay leaves out count toward the
chart's lane limit.
Two plan lanes that canonicalize to one chart lane are refused, as the
chart refuses two entries on one canonical lane. Merging them realized
one floor, ceiling and pinned set for lanes the plan prices separately.
A container of more than one GPU is one device group or one worker per
GPU, which the plan does not say. device_groups names it per machine
profile, the overlay emits gpu.deviceGroup, and a multi-GPU lane on an
unnamed profile is refused.
The golden plan now has several bundles on one worker group, several
machine profiles on one static queue pool and a device group. It
renders over the chart's stock values without a masking base, and an
accepted plan at the lane limit renders. The order test compares the
rendered bytes. The README states that the overlay does not constrain
node selection and which planner plans these rules let through.
Some GPU products take minutes to place a container on, or fail to place
one at all. The planner now reads that from boot evidence and bounds plans
by the accelerators an environment can obtain.
- Boot evidence records placementWaitS, the time an attempt waited for a
container, and outcome unplaced for an attempt that never got one.
- A cold warmth's come-alive is its placement wait plus its boot, each at
the same percentile: the boot over the identity's attempts at the cell,
and the placement wait over every cold attempt on the GPU product. From
20 attempts the 95th percentile by nearest rank stands, below that the
slowest, and a failed or unplaced attempt ranks above every success.
- A product whose cold attempts were more than 5% unplaced is not chosen
for an identity whose comeAliveP95S fits the new hold_budget_s
parameter, unless a candidate list names a second product where the
identity has a receipt meeting its warm bounds. Plan lanes gain
fallbackCells for that list, which is priced at its dearest member.
- A placement-capacity document states the total, per-product and
shared-quota ceilings. plan raises CapacityExceededError, carrying the
refused plan and its report, when the envelope maxima exceed one, and
the report lists each ceiling's use.
- The report's scarcity section names every cheaper option that scarcity
alone blocks, so a reviewer sees when it keeps an identity warm.
…nes jointly
One card can hold several models: some pinned and always resident, the
rest loaded on demand. The planner now forms such lanes from measured
evidence and prices a shared lane once for all its residents.
- Receipts record footprintMiB, workingMemoryMiB and coResidents, boot
records the footprintMiB of a load that succeeded, and price-list
profiles gpuMemoryMiB. A lane fits when its pinned footprints, its
largest lazy footprint and its largest working memory at the lane's
concurrency come to at most 80% of the card. Only single-card lanes
without fallback cells hold several identities.
- A pinned identity beside other pinned identities is judged by a
co-residency receipt whose coResidents include them, and its demand is
priced at that receipt. A receipt measured beside more residents stands
for fewer. A current shared lane without one is kept and asks for it.
- Lazy-resident options on current host lanes need the memory check, and
a footprint or working memory that is not on file is a measurement
request.
- A packing pass visits every identity alone on its lane in decreasing
floor cost and tries lanes that pin a never-cold identity first, then in
decreasing footprint in use. It keeps a move only when the plan total
falls and every resident's service level holds, and a move that lacks
footprints, a load or a co-residency receipt becomes a measurement
request bounded by that fall.
- Shared lanes are priced jointly: identities that left a lane their
neighbours keep return to it, alone or together, whenever that does not
raise the plan total, and an identity whose co-pinned neighbours change
in the run is decided again beside the ones it is left with. Loosening a
bound can no longer raise the plan total because a pinned identity left
a shared lane; the levers test that pinned that defect now asserts the
identity stays.
- Generation identities are never packed.
…s at maxContainers
- The placement wait ranks every cold attempt on a GPU product. A placed
attempt without placementWaitS counts as one that waited none, so the
20-attempt threshold and the 95th percentile no longer fall on a subset
made mostly of unplaced attempts, and agree with the failure rate,
which already counted every attempt. A product none of whose attempts
records a wait or was unplaced still adds no wait.
- The total and per-type ceilings now hold every covered lane at its
maxContainers as well as at its floorMax, which is what a deployment
compiler enforcing those ceilings refuses. The report gives
peakAccelerators for those scopes, and the refusal names the container
ceilings that exceed. The shared quota still bounds the envelope
maxima.
…esident for evidence
- Identities that join a lane in one run must fit it together. Each
lazy join was checked only beside the residents the lane had before,
so two joiners that fit alone could overfill the card. Joiners that do
not fit together are admitted first fit in decreasing footprint and the
rest are decided again without that lane.
- A missing footprint or working memory is requested from the resident
that lacks it, under its own identity and warmth at the lane, instead
of from the joining identity. A kept lazy resident whose lane lacks
memory evidence now asks for it, a profile without gpuMemoryMiB is named
in the report as gpuMemoryUndeclared, and a repeated request is listed
once.
- Packing makes a lazy resident only on a lane where a never-cold
identity is pinned, as the lazy-resident posture requires, and visits a
lazy resident that is alone on its own lane like any other identity
alone on its lane.
- The unshared parameter names identities that never share a lane: they
are never packed or made lazy residents, and no identity joins a lane
they are on.
- The random-estate property test also starts from current plans that
are not the planner's own fixpoint, and a new property test checks
that guests joining one host lane fit it together.
- The shared quota now holds every lane at its container ceiling, with
the accelerators held elsewhere, as the total and per-type ceilings
already do. The report gives peakAccelerators for every scope, and the
refusal names every lane the quota covers and the container ceilings
that exceed it.
- A plan that does not fit is refused whole: the refused plan keeps every
lane's maxContainers, which the tests now pin.
- A loosening whose new lane would exceed the quota at its container
ceiling saves nothing, while the carried lane it would leave fits.
- A shared lane holds its container ceiling once against the total, its
GPU type and the shared quota, whichever residents it carries, so a
packing fits where the separate lanes would be refused.
- A shared lane over a ceiling is refused with its maxContainers intact,
and the refusal names it.
- The Helm values emitter read only a lane's cell and dropped its
fallback cells, so an ordered GPU candidate list emitted as a worker
group on its first cell. A lane with fallback cells is now refused at
its fallbackCells, since a worker group runs on one machine profile and
GPU product.
- An identity planned bridged, snapshot-cold or scheduled-warm is refused
at its warmth: the overlay configures no remote bridge, and the chart
restores no snapshot and keeps no warm window, so it would have run as
a plain cold lane.
- Tests pin that a lane pinning several identities, from a hand-written
plan or from the planner's packing, carries every pinned identity on
its own static queue pool and leaves lazy residents unpinned, that two
such lanes on one GPU product emit through machine profiles and queue
pools of their own, and that the default queue pool still refuses
them. The chart render test checks the golden values keep each pinned
lane on a pool and worker group of its own.
The sie-cluster chart carries a lane's pinned set on a static queue pool, and the default queue pool carries no pins, so a plan with more than one pinned lane on one queue pool could not be emitted as Helm values. The planner now gives every lane that pins an identity a named queue pool derived from the lane name, unique within the plan, keeps a named pool the current plan already gives the lane, and leaves lazy-only and cold lanes on the parameters' queue pool. A lane's queue pool no longer decides whether a current placement, a lazy host or a packing target is reusable, since the pool follows from the lane.
…elm values
The planner now gives each pinning lane a named queue pool of its own, so a plan that pins identities on several lanes, each on its own machine profile, emits one static queue pool per pinned lane and keeps its lazy-only and cold lanes on the default pool. The estate fixture now fails on two queue pools sharing the l4 worker group rather than on one chart lane named twice.
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The PR extends placement schemas, planning, and reports to handle capacity limits, placement-wait evidence, GPU memory, co-residency, and fallback cells. It adds memory-aware lane sharing and capacity refusal. A Helm generator converts compatible plans into worker-pool and queue-routing values.
Changes: Placement planning and Helm values
Layer / File(s)
Summary
Placement data and report contracts packages/sie_placement/src/sie_placement/schema.py, packages/sie_placement/src/sie_placement/report.py, packages/sie_placement/tests/test_schema.py, packages/sie_placement/tests/fixtures/*
Schemas add capacity documents, fallback cells, placement-wait evidence, GPU-memory values, and co-residency measurements. Reports add capacity use, scarcity, and memory fields. Tests and fixtures cover the added data.
Placement availability and capacity packages/sie_placement/src/sie_placement/planner.py, packages/sie_placement/tests/test_availability.py, packages/sie_placement/tests/test_planner.py, packages/sie_placement/README.md
The planner combines boot and placement timing, evaluates placement-failure rates and fallback candidates, and reports capacity use and scarcity. plan raises CapacityExceededError when supplied capacity is exceeded.
Memory-aware sharing and lane assignment packages/sie_placement/src/sie_placement/planner.py, packages/sie_placement/tests/test_packing.py, packages/sie_placement/tests/test_levers.py, packages/sie_placement/tests/test_planner.py, packages/sie_placement/README.md
The planner uses memory and co-residency evidence to evaluate shared lanes and pack eligible identities. It assigns queue pools to pinned lanes and reports memory and measurement details.
Helm value generation packages/sie_placement/src/sie_placement/helm.py, packages/sie_placement/tests/test_helm.py, packages/sie_placement/tests/fixtures/helm/*, tools/ci/tests/test_helm_render.py, packages/sie_placement/README.md
helm_values validates chart constraints and emits worker-pool and static queue-routing values. Tests cover planner integration, rendering, and lane limits.
Sequence Diagram(s)
sequenceDiagram
participant Caller
participant plan
participant Planner
participant Report
participant helm_values
Caller->>plan: Submit placement inputs and optional capacity
plan->>Planner: Build placement plan and report
Planner->>Report: Record capacity, scarcity, memory, and placement details
Report-->>plan: Return planner result or capacity refusal
Caller->>helm_values: Convert compatible plan
helm_values-->>Caller: Return worker pools and queue routing
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Possibly related PRs
superlinked/sie#904: Defines the placement plan and evidence schemas that this PR extends and uses for Helm value generation.
superlinked/sie#836: Changes gateway pin validation and warm-floor resolution for worker lanes; this PR emits static queue pools with bundle filters, pinned models, and minimum worker counts.
Merge Risk: Minimal · up to f860d
No actionable merge-blocking issue was established; merge after normal checks.
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- The shared quota charges every lane at its envelope maximum, the most a
tuner may hold warm, together with the accelerators held elsewhere. Warm
capacity is held continuously, so it must fit the quota that environments
share. A burst above the floors is bounded by each environment's own total
and per-type ceilings, environments sharing one accelerator quota rarely
burst together, and a burst that meets the quota shows as a measured
placement wait, which the planner adds to a cold come-alive.
- The total and per-type ceilings still charge every lane at maxContainers,
and a plan that does not fit is still refused whole.
- The report gives peakAccelerators for total and type ceilings only, and a
shared-quota refusal names the lanes whose envelope maxima it charges.
…pe maximum
- A shared lane holds its container ceiling once against the total and its
GPU type, and its envelope maximum once against the shared quota, so a
packing fits a quota the separate lanes' envelope maxima would exceed.
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Actionable comments posted: 3
Fix comments: Fix CodeRabbit comments on this PR
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Review comments at @packages/sie_placement/README.md:
- Around line 615-625: Update the planner emit-conditions summary to include
that `ChartParameters.fallback_replicas` must match the planner’s
`fallback_floor`, and that when `queue_pool` is not `default`, lanes assigned to
it that pin no identity must share one `floorMin`. Keep the existing conditions
and align the wording with `_require_realizable_floor` and `_static_queue_pool`.
Review comments at
@packages/sie_server/src/sie_server/adapters/decision/knowline.py:
- Around line 185-188: Update the `noul` branch in `describe` so explicitly
`None` values for the `true` and `false` criteria use the default labels “yes”
and “no,” respectively. Preserve conversion through `render_value` or `str`
according to `structured_noul`, and retain existing behavior for non-None
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Review comments at
@packages/sie_server/src/sie_server/adapters/sglang/muse_channels.py:
- Around line 148-150: Update _visible and the user and self branches of
finish() to remove all four translated think and tool-call markers from visible
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- A planner plan emits only when no zero-floor lane's nonzero floorMax is
below the chart's fallback floor, which holds when fallback_replicas is at
most the planner's fallback_floor, and when the lanes on a non-default
queue_pool share one floorMin and, with a nonzero floorMin, one bundle.
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- A pinning lane keeps its current named queue pool only when no other lane
keeps it and it is neither default nor the parameters' queue_pool, each
compared in lowercase as the chart canonicalizes lane tokens. A current
pool spelled Default, or a second lane on Batch and batch, gets a derived
pool instead.
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- A lane with a floor and several priced residents now costs the containers
each hour needs for their requests together, each resident's requests
taking the share of a container its priced receipt's rate gives them.
Pricing each resident's demand against the floor on its own counted a
container that both residents need as free, so a packing could look
cheaper than the lane it makes.
- A packing after which the lane's residents together need more containers
than its maxContainers in some hour is not made, so two residents that each
fill a one-container ceiling are not packed onto it.
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1849-1852: Trivial · Maintainability & Code Quality · Low value
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next(...) has no default and can raise StopIteration.
name comes from trial_layout.names[identity]. The generator looks for a lane with that name in trial_layout.plan.lanes. assemble places every named lane in the plan, so the lookup normally succeeds. The generator has no fallback, so any future mismatch between names and plan.lanes raises a bare StopIteration. That error is hard to diagnose. Use a dict lookup instead.
Proposed change
- ceiling = next(lane.max_containers for lane in trial_layout.plan.lanes if lane.name == name)+ ceiling = {lane.name: lane.max_containers for lane in trial_layout.plan.lanes}[name]
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…bled false
- The helm_values example passes result.plan, the planner output, rather
than the plan function.
- Setting other bundles to enabled false covers only the worker groups the
overlay emits; a worker group the plan does not use keeps the values
beneath the overlay, so the lanes they enable still run.
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Summary
Emits
sie-clusterHelm values from a plan: worker pools per machine profile with bundle replica bounds, and each pinned lane's pinned set and floor minimum in its own static queue pool (queueRouting.staticQueuePools[]), so assigned workers receive them throughGET /v1/pools. Lane tuples are canonicalized as the chart's helpers do. The emitter refuses layouts the chart cannot realize: pins on the default queue pool, two pinned lanes on one chart lane, unrealizable zero floors, and lane counts above the chart limits. No chart change.Stacked on #905, and merges the packing branch so shared lanes emit correctly. Refs #903.
Verification
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