Files
LocalAI/core/config/generic_defaults.go
LocalAI [bot] aef10723c9 feat(config): prefix caching default + consolidate scattered defaults (#10415)
* feat(config): enable cross-request prefix caching for serving (Phase 2)

The llama.cpp backend ships n_cache_reuse=0 (cross-request KV prefix reuse via
shifting disabled). Enable it by default (256) so repeated prefixes - system
prompts, RAG context, agent scaffolds, multi-turn chat - aren't recomputed. This
is the universally-useful part of 'paged attention' (shared-prefix reuse, which
the upstream maintainers themselves identify as where paged attn actually helps)
and needs none of the block-KV machinery.

Lives in a serving_defaults.go sibling to hardware_defaults.go (device-driven vs
serving-policy defaults); both run from SetDefaults and only fill unset values.
Explicit cache_reuse/n_cache_reuse always wins. Device-independent, so it
propagates to distributed nodes via the model options with no router change.
Shares the backendOptionSet helper with the Phase-1 parallel default.

Assisted-by: Claude:opus-4.8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactor(config): extract generic fallback defaults into ApplyGenericDefaults

Behavior-preserving: move the inline sampling-param + runtime-flag fallbacks out
of SetDefaults into ApplyGenericDefaults, completing the domain-grouped tiers
(ApplyInferenceDefaults=family, ApplyHardwareDefaults=device, ApplyServingDefaults
=serving, ApplyGenericDefaults=generic fallbacks). SetDefaults is now a clean
orchestrator. Same order (runs after the family/hardware/serving tiers so those
win) and same conditions (TopK gated on UsesLlamaSamplerDefaults, MMap on XPU).
No behavior change; full config suite green. (NGPULayers stays in the GGUF-read
path for now - it's device-driven but coupled to model-size detection; a separate
follow-up.)

Assisted-by: Claude:opus-4.8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-20 22:44:44 +02:00

116 lines
2.7 KiB
Go

package config
import "os"
// ApplyGenericDefaults fills the generic fallback values applied after the
// higher-priority tiers (ApplyInferenceDefaults for the model family,
// ApplyHardwareDefaults for the device, ApplyServingDefaults for serving
// policy): sampling parameters and a few runtime flags. Like the other tiers it
// only fills values still left unset, so model-family / explicit config wins.
func ApplyGenericDefaults(cfg *ModelConfig) {
if cfg == nil {
return
}
// https://github.com/ggerganov/llama.cpp/blob/75cd4c77292034ecec587ecb401366f57338f7c0/common/sampling.h#L22
defaultTopP := 0.95
defaultTopK := 40
defaultMinP := 0.0
defaultTemp := 0.9
// https://github.com/mudler/LocalAI/issues/2780
defaultMirostat := 0
defaultMirostatTAU := 5.0
defaultMirostatETA := 0.1
defaultTypicalP := 1.0
defaultTFZ := 1.0
defaultZero := 0
trueV := true
falseV := false
if cfg.Seed == nil {
// random number generator seed
defaultSeed := RAND_SEED
cfg.Seed = &defaultSeed
}
// top_k=40 is llama.cpp's sampling default and is wrong for backends whose
// native default differs (issue #6632). Only inject it for the llama.cpp
// family and the empty/auto backend; leave TopK nil for known non-llama
// backends (e.g. mlx, whose intended default is top_k=0) so the wire value
// is 0 rather than a silently-changed 40.
if cfg.TopK == nil && UsesLlamaSamplerDefaults(cfg.Backend) {
cfg.TopK = &defaultTopK
}
if cfg.MinP == nil {
cfg.MinP = &defaultMinP
}
if cfg.TypicalP == nil {
cfg.TypicalP = &defaultTypicalP
}
if cfg.TFZ == nil {
cfg.TFZ = &defaultTFZ
}
if cfg.MMap == nil {
// MMap is enabled by default
// Only exception is for Intel GPUs
if os.Getenv("XPU") != "" {
cfg.MMap = &falseV
} else {
cfg.MMap = &trueV
}
}
if cfg.MMlock == nil {
// MMlock is disabled by default
cfg.MMlock = &falseV
}
if cfg.TopP == nil {
cfg.TopP = &defaultTopP
}
if cfg.Temperature == nil {
cfg.Temperature = &defaultTemp
}
if cfg.Maxtokens == nil {
cfg.Maxtokens = &defaultZero
}
if cfg.Mirostat == nil {
cfg.Mirostat = &defaultMirostat
}
if cfg.MirostatETA == nil {
cfg.MirostatETA = &defaultMirostatETA
}
if cfg.MirostatTAU == nil {
cfg.MirostatTAU = &defaultMirostatTAU
}
if cfg.LowVRAM == nil {
cfg.LowVRAM = &falseV
}
if cfg.Embeddings == nil {
cfg.Embeddings = &falseV
}
if cfg.Reranking == nil {
cfg.Reranking = &falseV
}
if cfg.PromptCacheAll == nil {
// Match upstream llama.cpp's default (common/common.h: cache_prompt = true)
// and let cache_idle_slots / kv_unified actually do useful work; users can
// opt out with an explicit `prompt_cache_all: false` in the model YAML.
cfg.PromptCacheAll = &trueV
}
}