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14 changes: 14 additions & 0 deletions docs/disaggregation.md
Original file line number Diff line number Diff line change
Expand Up @@ -413,6 +413,20 @@ The `prefix-based-pd-decider` plugin makes the disaggregation decision according
- `nonCachedTokens`: Number of non-cached tokens that trigger disaggregation
- If set to 0, disaggregation never occurs for any request

**Conditional-decode 412 gate**

When this plugin is configured, it also drives the EPP's RFC 7240 `Prefer: if-available` (conditional-decode) gate. The coordinator uses that header to mark a speculative early-decode attempt: forward to a decode worker only if its KV cache already covers the prompt, otherwise return HTTP 412 Precondition Failed so the coordinator restarts the pipeline at encode/prefill/decode.

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Wonder if this gate can be described independently, with coordinator use as a note.

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I re-wrote the comments to describe the gate independently and pull the coordinator behavior into a note. Thank you!


The gate uses the same `nonCachedTokens` threshold as the disaggregation decision:

- Non-cached suffix `< nonCachedTokens` → forward to the chosen decode worker.
- Non-cached suffix `≥ nonCachedTokens` → return 412.
- `nonCachedTokens: 0` → gate disabled (forwards every conditional-decode request).
- Plugin not declared in the config → gate disabled (the EPP forwards conditional-decode requests unconditionally).
- Prefix-cache state unreadable on the chosen endpoint (e.g. no approximate-prefix producer wired up) → fail closed (412).

This behavior differs from earlier releases, where the gate was a hard-coded check inside the director that forwarded on any cache hit and rejected only on a complete cache miss. The threshold is now in tokens (not blocks), is operator-configurable, and is opt-in via the plugin.

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We should avoid temporal language as instructed in AGENTS.md.

Would be interesting to understand if your agent "willingly" disobeyed that instruction or it just lost it in context.

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@vMaroon , this is an interesting point.
In this case the agent didn't work according to the instruction.
The agent states that "it didn't deliberately set the rule aside, but it also didn't consciously check it against the wording I was producing..."
We probably need to explicitly re-check/re-run against AGENTS.md

In any case, I re-wrote the comment not to contain temporal language


#### Always-Disagg PD Decider
The `always-disagg-pd-decider` is a simpler alternative used mainly for testing or benchmarking.
It always triggers disaggregation, regardless of prefix cache state or prompt characteristics.
Expand Down
9 changes: 9 additions & 0 deletions pkg/epp/framework/interface/requestcontrol/plugins.go
Original file line number Diff line number Diff line change
Expand Up @@ -98,3 +98,12 @@ type PreAdmitter interface {
plugin.Plugin
PreAdmit(ctx context.Context, request *fwksched.InferenceRequest) error
}

// ConditionalDecodeDecider answers the RFC 7240 "Prefer: if-available" gate:
// given the chosen decode endpoint, should the request be rejected with HTTP
// 412 (because the local KV cache does not cover enough of the prompt) or
// forwarded? At most one such plugin is consulted per director.
type ConditionalDecodeDecider interface {

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Description should be self-contained, and descriptive of what the module does.

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I re-phrased the description.

Thank you!

plugin.Plugin
ShouldRejectConditionalDecode(ctx context.Context, request *fwksched.InferenceRequest, endpoint fwksched.Endpoint) bool
}
Original file line number Diff line number Diff line change
Expand Up @@ -10,6 +10,7 @@ import (

"github.com/llm-d/llm-d-router/pkg/common/observability/logging"
"github.com/llm-d/llm-d-router/pkg/epp/framework/interface/plugin"
fwkrc "github.com/llm-d/llm-d-router/pkg/epp/framework/interface/requestcontrol"
"github.com/llm-d/llm-d-router/pkg/epp/framework/interface/scheduling"
attrprefix "github.com/llm-d/llm-d-router/pkg/epp/framework/plugins/datalayer/attribute/prefix"
)
Expand All @@ -33,8 +34,11 @@ func (p PrefixBasedPDDeciderConfig) validate() error {
return nil
}

// compile-time type assertion
var _ deciderPlugin = &PrefixBasedPDDecider{}
// compile-time type assertions
var (
_ deciderPlugin = &PrefixBasedPDDecider{}
_ fwkrc.ConditionalDecodeDecider = &PrefixBasedPDDecider{}
)

// PrefixBasedPDDecider is a PD decider plugin which decision is based prefix aware
type PrefixBasedPDDecider struct {
Expand Down Expand Up @@ -93,58 +97,91 @@ func (d *PrefixBasedPDDecider) WithName(name string) *PrefixBasedPDDecider {
}

func (d *PrefixBasedPDDecider) disaggregate(ctx context.Context, request *scheduling.InferenceRequest, endpoint scheduling.Endpoint) bool {
logger := log.FromContext(ctx)
debugLogger := log.FromContext(ctx).V(logging.DEBUG)

// NonCachedTokens defines the minimum number of non-cached tokens required
// to trigger disaggregated PD. A value of 0 disables disaggregation.
if d.config.NonCachedTokens == 0 {
return false
}
nonCachedTokens, ok := d.computeNonCachedTokens(ctx, request, endpoint)
if !ok {
return false
}
if nonCachedTokens < d.config.NonCachedTokens {
debugLogger.Info("Non-cached suffix is smaller than threshold, using decode profile only")
return false // do not run prefill
}
return true
}

// ShouldRejectConditionalDecode reports whether a conditional-decode request
// (RFC 7240 "Prefer: if-available") should be rejected with HTTP 412 because
// the chosen decode endpoint's KV cache does not cover enough of the prompt.
//
// Returns true (reject) when the non-cached suffix meets or exceeds
// NonCachedTokens, or when the prefix cache state cannot be read from the
// endpoint. Returns false when NonCachedTokens is 0 (gate disabled) or the
// non-cached suffix is below the threshold.
func (d *PrefixBasedPDDecider) ShouldRejectConditionalDecode(ctx context.Context, request *scheduling.InferenceRequest, endpoint scheduling.Endpoint) bool {
debugLogger := log.FromContext(ctx).V(logging.DEBUG)
if d.config.NonCachedTokens == 0 {
return false
}
nonCachedTokens, ok := d.computeNonCachedTokens(ctx, request, endpoint)
if !ok {
// Cannot read prefix cache state - fail closed (reject) to preserve
// the current 412 behavior when no prefix-cache producer is wired up.
return true
}
if nonCachedTokens < d.config.NonCachedTokens {
debugLogger.Info("conditional-decode: non-cached suffix below threshold, forwarding",
"nonCachedTokens", nonCachedTokens, "threshold", d.config.NonCachedTokens)
return false
}
debugLogger.Info("conditional-decode: non-cached suffix at or above threshold, rejecting",
"nonCachedTokens", nonCachedTokens, "threshold", d.config.NonCachedTokens)
return true
}

// computeNonCachedTokens returns the length of the non-cached prompt suffix in
// tokens for the given endpoint. ok is false when the input length or the
// endpoint's PrefixCacheMatchInfo attribute could not be read.
//
// Uses the unweighted cached-block count, not the tier-weighted match score:
// a RAM-cached prefix must contribute its full token count, otherwise the
// non-cached suffix is overestimated and requests with large local-RAM hits
// are misrouted to remote prefill.
func (d *PrefixBasedPDDecider) computeNonCachedTokens(ctx context.Context, request *scheduling.InferenceRequest, endpoint scheduling.Endpoint) (int, bool) {
logger := log.FromContext(ctx)
debugLogger := logger.V(logging.DEBUG)

if endpoint == nil {
logger.Error(nil, "prefix decider: endpoint is nil")
return false
return 0, false
}
inputTokens, err := getUserInputLenInTokens(request)
if err != nil {
logger.Error(err, "prefix decider: failed to get user input length in tokens")
return false
}
if inputTokens < d.config.NonCachedTokens {
debugLogger.Info("Input is shorter than the nonCachedToken, no disaggregated PD")
return false
return 0, false
}
// inspect the decode endpoint to disaggregate if prefill should run or not.
// if the non-cached part is short enough - no disaggregation.
prefixInfoRaw, ok := endpoint.Get(attrprefix.PrefixCacheMatchInfoDataKey.String())
if !ok || prefixInfoRaw == nil {
logger.Error(nil, "unable to read prefix cache state")
return false
return 0, false
}
prefixCacheMatchInfo, ok := prefixInfoRaw.(*attrprefix.PrefixCacheMatchInfo)
if !ok {
logger.Error(nil, "wrong type of prefix cache match info")
return false
return 0, false
}

// number of cached tokens. Use the unweighted cached-block count, not the
// tier-weighted match score: a RAM-cached prefix must contribute its full
// token count here, otherwise the non-cached suffix is overestimated and
// requests with large local-RAM hits are misrouted to remote prefill.
hitPrefixTokens := prefixCacheMatchInfo.CachedBlockCount() * prefixCacheMatchInfo.BlockSizeTokens()
// length of non-cached suffix in tokens
nonCachedTokens := inputTokens - hitPrefixTokens

debugLogger.Info("Computed hit percentage for prefix cache",
"absolute hit prefix len (tokens)", hitPrefixTokens,
"prompt length (token)", inputTokens)

if nonCachedTokens < d.config.NonCachedTokens {
debugLogger.Info("Non-cached suffix is smaller than threshold, using decode profile only")
return false // do not run prefill
}

return true
return nonCachedTokens, true
}

// getUserInputLenInTokens returns an estimated token count for the user input.
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -415,6 +415,76 @@ func TestDisaggregate_UsesUnweightedCachedBlockCount(t *testing.T) {
"sanity: the tier-weighted score alone undercounts cached blocks and misroutes")
}

func TestShouldRejectConditionalDecode(t *testing.T) {
ctx := utils.NewTestContext(t)

tests := []struct {
name string
nonCachedTokens int
request *scheduling.InferenceRequest
endpoint scheduling.Endpoint
expectReject bool
}{
{
name: "threshold zero disables gate",
nonCachedTokens: 0,
request: makeRequestWithTokens(10),
endpoint: makeTestEndpoint(0),
expectReject: false,
},
{
name: "non-cached suffix below threshold forwards",
nonCachedTokens: 5,
request: makeRequestWithTokens(10),
endpoint: makeTestEndpoint(8),
expectReject: false,
},
{
name: "non-cached suffix at threshold rejects",
nonCachedTokens: 5,
request: makeRequestWithTokens(10),
endpoint: makeTestEndpoint(5),
expectReject: true,
},
{
name: "no cache hit at all rejects",
nonCachedTokens: 5,
request: makeRequestWithTokens(10),
endpoint: makeTestEndpoint(0),
expectReject: true,
},
{
name: "fully cached prompt forwards",
nonCachedTokens: 1,
request: makeRequestWithTokens(10),
endpoint: makeTestEndpoint(10),
expectReject: false,
},
{
name: "missing prefix info rejects (fail closed)",
nonCachedTokens: 5,
request: makeRequestWithTokens(10),
endpoint: makeTestEndpointBase(),
expectReject: true,
},
{
name: "nil endpoint rejects",
nonCachedTokens: 5,
request: makeRequestWithTokens(10),
endpoint: nil,
expectReject: true,
},
}

for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
decider, err := NewPrefixBasedPDDecider(PrefixBasedPDDeciderConfig{NonCachedTokens: tt.nonCachedTokens})
require.NoError(t, err)
assert.Equal(t, tt.expectReject, decider.ShouldRejectConditionalDecode(ctx, tt.request, tt.endpoint))
})
}
}

func TestDisaggregateNoPrefixInfo(t *testing.T) {
ctx := utils.NewTestContext(t)

Expand Down
60 changes: 21 additions & 39 deletions pkg/epp/requestcontrol/director.go
Original file line number Diff line number Diff line change
Expand Up @@ -48,7 +48,6 @@ import (
fwkrc "github.com/llm-d/llm-d-router/pkg/epp/framework/interface/requestcontrol"
fwkrh "github.com/llm-d/llm-d-router/pkg/epp/framework/interface/requesthandling"
fwksched "github.com/llm-d/llm-d-router/pkg/epp/framework/interface/scheduling"
attrprefix "github.com/llm-d/llm-d-router/pkg/epp/framework/plugins/datalayer/attribute/prefix"
"github.com/llm-d/llm-d-router/pkg/epp/handlers"
"github.com/llm-d/llm-d-router/pkg/epp/metadata"
"github.com/llm-d/llm-d-router/pkg/epp/metrics"
Expand All @@ -61,49 +60,26 @@ const (
responseBodyQueueCapacity = 100
)

// primaryEndpointHasCachedPrefix reports whether the primary profile's chosen
// endpoint has at least one matching prefix block in its KV cache, as observed
// by a precise/approximate-prefix scorer during the decode profile run. It
// returns false when the result is missing, the primary profile produced no
// endpoint, the endpoint carries no PrefixCacheMatchInfo attribute, or the
// recorded match has zero blocks. False-return reasons are logged at
// V(logutil.DEBUG) to disambiguate misconfiguration (no scorer attached) from
// a real cache miss.
func primaryEndpointHasCachedPrefix(logger logr.Logger, result *fwksched.SchedulingResult) bool {
// primaryDecodeEndpoint returns the first endpoint chosen by the primary
// profile, or nil when the result is empty or malformed. False-return reasons

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I think the comment is stale.
The function no longer inspects the cache, it only returns the endpoint. So, the "cache miss" framing is now inaccurate.

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Fixed, Thank you!

// are logged at V(logutil.DEBUG) to disambiguate misconfiguration from a real
// cache miss.
func primaryDecodeEndpoint(logger logr.Logger, result *fwksched.SchedulingResult) fwksched.Endpoint {
debug := logger.V(logutil.DEBUG)
if result == nil {
debug.Info("conditional-decode: scheduling result is nil")
return false
return nil
}
primary, ok := result.ProfileResults[result.PrimaryProfileName]
if !ok || primary == nil {
debug.Info("conditional-decode: primary profile result missing", "primary", result.PrimaryProfileName)
return false
return nil
}
if len(primary.TargetEndpoints) == 0 {
debug.Info("conditional-decode: primary profile produced no endpoints", "primary", result.PrimaryProfileName)
return false
}
endpoint := primary.TargetEndpoints[0]
if endpoint == nil {
debug.Info("conditional-decode: primary endpoint is nil")
return false
}
raw, ok := endpoint.Get(attrprefix.PrefixCacheMatchInfoDataKey.String())
if !ok || raw == nil {
debug.Info("conditional-decode: endpoint has no prefix-cache match attribute (no scorer attached?)")
return false
}
info, ok := raw.(*attrprefix.PrefixCacheMatchInfo)
if !ok {
debug.Info("conditional-decode: prefix-cache attribute has unexpected type", "type", fmt.Sprintf("%T", raw))
return false
}
if info.MatchBlocks() == 0 {
debug.Info("conditional-decode: prefix-cache match has zero blocks")
return false
return nil
}
return true
return primary.TargetEndpoints[0]
}

// Datastore defines the interface required by the Director.
Expand Down Expand Up @@ -330,14 +306,20 @@ func (d *Director) HandleRequest(ctx context.Context, reqCtx *handlers.RequestCo
// at encode/prefill/decode. Lives in the director (not in a profile handler)
// so it fires regardless of which profile handler is configured.
if routing.IsConditionalDecode(reqCtx.Request.Headers) {
if !primaryEndpointHasCachedPrefix(logger, result) {
logger.V(logutil.DEBUG).Info("conditional-decode: chosen decode worker has no cached prefix, returning 412")
return reqCtx, errcommon.Error{
Code: errcommon.PreconditionFailed,
Msg: "no decode worker has the requested KV cache",
decider := d.requestControlPlugins.ConditionalDecodeDecider()
if decider == nil {
logger.V(logutil.DEBUG).Info("conditional-decode: no decider configured, forwarding")
} else {
endpoint := primaryDecodeEndpoint(logger, result)
if endpoint == nil || decider.ShouldRejectConditionalDecode(ctx, reqCtx.SchedulingRequest, endpoint) {
logger.V(logutil.DEBUG).Info("conditional-decode: chosen decode worker has no cached prefix, returning 412")
return reqCtx, errcommon.Error{
Code: errcommon.PreconditionFailed,
Msg: "no decode worker has the requested KV cache",
}
}
logger.V(logutil.DEBUG).Info("conditional-decode: chosen decode worker has cached prefix, forwarding")
}
logger.V(logutil.DEBUG).Info("conditional-decode: chosen decode worker has cached prefix, forwarding")
}

reqCtx.SchedulingRequest.SchedulingResult = result
Expand Down
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