feat(llm): cache-policy auto-placement (#26786)

This commit is contained in:
Kit Langton
2026-05-10 22:09:55 -04:00
committed by GitHub
parent ce66b191d1
commit 942630eb4a
13 changed files with 721 additions and 5 deletions

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@@ -0,0 +1,120 @@
// Apply an `LLMRequest.cache` policy by injecting `CacheHint`s onto the parts
// the policy designates. Runs once at compile time, before the per-protocol
// body builder, so the existing inline-hint lowering path handles the rest.
//
// The default `"auto"` shape places one breakpoint at the last tool definition,
// one at the last system part, and one at the latest user message. This
// matches what production agent harnesses (LangChain's caching middleware,
// kern-ai's 10x cost-reduction playbook) converge on for tool-use loops: the
// latest user message stays put while a single turn explodes into many
// assistant/tool round-trips, so caching at that boundary lets every
// intra-turn API call hit the prefix.
//
// Manual `cache: CacheHint` placements on individual parts are preserved —
// this function only fills gaps the caller left empty.
import { CacheHint, type CachePolicy, type CachePolicyObject } from "./schema/options"
import { LLMRequest, Message, ToolDefinition, type ContentPart } from "./schema/messages"
const AUTO: CachePolicyObject = {
tools: true,
system: true,
messages: "latest-user-message",
}
const NONE: CachePolicyObject = {}
// Resolution rules:
// - undefined → "none" (opt-in default so the policy never changes wire
// shape for existing callers; downstream code can flip to
// `cache: "auto"` once they audit the placement choices).
// - "auto" → the recommended policy: tools + system + latest user msg.
// - "none" → no auto placement; manual `CacheHint`s still flow.
// - object form → exactly what the caller asked for.
const resolve = (policy: CachePolicy | undefined): CachePolicyObject => {
if (policy === undefined || policy === "none") return NONE
if (policy === "auto") return AUTO
return policy
}
// Protocols whose wire format ignores inline cache markers (OpenAI's implicit
// prefix caching, Gemini's implicit + out-of-band CachedContent). Skip the
// whole policy pass for these — emitting hints would be harmless but pointless.
const RESPECTS_INLINE_HINTS = new Set(["anthropic-messages", "bedrock-converse"])
const makeHint = (ttlSeconds: number | undefined): CacheHint =>
ttlSeconds !== undefined ? new CacheHint({ type: "ephemeral", ttlSeconds }) : new CacheHint({ type: "ephemeral" })
const markLastTool = (
tools: ReadonlyArray<ToolDefinition>,
hint: CacheHint,
): ReadonlyArray<ToolDefinition> => {
if (tools.length === 0) return tools
const last = tools.length - 1
if (tools[last]!.cache) return tools
return tools.map((tool, i) => (i === last ? new ToolDefinition({ ...tool, cache: hint }) : tool))
}
const markLastSystem = (system: LLMRequest["system"], hint: CacheHint): LLMRequest["system"] => {
if (system.length === 0) return system
const last = system.length - 1
if (system[last]!.cache) return system
return system.map((part, i) => (i === last ? { ...part, cache: hint } : part))
}
const lastIndexOfRole = (messages: ReadonlyArray<Message>, role: Message["role"]): number =>
messages.findLastIndex((m) => m.role === role)
// Mark the last text part of `messages[index]`. If no text part exists, mark
// the last content part regardless of type — that's the breakpoint position
// in tool-result-only messages too.
const markMessageAt = (
messages: ReadonlyArray<Message>,
index: number,
hint: CacheHint,
): ReadonlyArray<Message> => {
if (index < 0 || index >= messages.length) return messages
const target = messages[index]!
if (target.content.length === 0) return messages
const lastTextIndex = target.content.findLastIndex((part) => part.type === "text")
const markAt = lastTextIndex >= 0 ? lastTextIndex : target.content.length - 1
const existing = target.content[markAt]!
if ("cache" in existing && existing.cache) return messages
const nextContent = target.content.map((part, i) =>
i === markAt ? ({ ...part, cache: hint } as ContentPart) : part,
)
const next = new Message({ ...target, content: nextContent })
// Single pass over `messages`, substituting the one updated entry. Long
// conversations call this on every request, so avoid `.map()` here — its
// closure dispatch and identity copies show up in profiling.
const result = messages.slice()
result[index] = next
return result
}
const markMessages = (
messages: ReadonlyArray<Message>,
strategy: NonNullable<CachePolicyObject["messages"]>,
hint: CacheHint,
): ReadonlyArray<Message> => {
if (messages.length === 0) return messages
if (strategy === "latest-user-message") return markMessageAt(messages, lastIndexOfRole(messages, "user"), hint)
if (strategy === "latest-assistant") return markMessageAt(messages, lastIndexOfRole(messages, "assistant"), hint)
const start = Math.max(0, messages.length - strategy.tail)
let next = messages
for (let i = start; i < messages.length; i++) next = markMessageAt(next, i, hint)
return next
}
export const applyCachePolicy = (request: LLMRequest): LLMRequest => {
if (!RESPECTS_INLINE_HINTS.has(request.model.route)) return request
const policy = resolve(request.cache)
if (!policy.tools && !policy.system && !policy.messages) return request
const hint = makeHint(policy.ttlSeconds)
const tools = policy.tools ? markLastTool(request.tools, hint) : request.tools
const system = policy.system ? markLastSystem(request.system, hint) : request.system
const messages = policy.messages ? markMessages(request.messages, policy.messages, hint) : request.messages
if (tools === request.tools && system === request.system && messages === request.messages) return request
return LLMRequest.update(request, { tools, system, messages })
}

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@@ -8,6 +8,7 @@ import type { Transport, TransportRuntime } from "./transport"
import { WebSocketExecutor } from "./transport"
import type { Service as WebSocketExecutorService } from "./transport/websocket"
import type { Protocol } from "./protocol"
import { applyCachePolicy } from "../cache-policy"
import * as ProviderShared from "../protocols/shared"
import * as ToolRuntime from "../tool-runtime"
import type { Tools } from "../tool"
@@ -400,7 +401,7 @@ export function make<Body, Prepared, Frame, Event, State>(
// validated provider body plus transport-private prepared data, but does not
// execute transport.
const compile = Effect.fn("LLM.compile")(function* (request: LLMRequest) {
const resolved = resolveRequestOptions(request)
const resolved = applyCachePolicy(resolveRequestOptions(request))
const route = registeredRoute(resolved.model.route)
if (!route) return yield* noRoute(resolved.model)

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@@ -1,6 +1,6 @@
import { Schema } from "effect"
import { JsonSchema, MessageRole, ProviderMetadata } from "./ids"
import { CacheHint, GenerationOptions, HttpOptions, ModelRef, ProviderOptions } from "./options"
import { CacheHint, CachePolicy, GenerationOptions, HttpOptions, ModelRef, ProviderOptions } from "./options"
const isRecord = (value: unknown): value is Record<string, unknown> =>
typeof value === "object" && value !== null && !Array.isArray(value)
@@ -206,6 +206,7 @@ export class LLMRequest extends Schema.Class<LLMRequest>("LLM.Request")({
providerOptions: Schema.optional(ProviderOptions),
http: Schema.optional(HttpOptions),
responseFormat: Schema.optional(ResponseFormat),
cache: Schema.optional(CachePolicy),
metadata: Schema.optional(Schema.Record(Schema.String, Schema.Unknown)),
}) {}
@@ -223,6 +224,7 @@ export namespace LLMRequest {
providerOptions: request.providerOptions,
http: request.http,
responseFormat: request.responseFormat,
cache: request.cache,
metadata: request.metadata,
})

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@@ -200,3 +200,35 @@ export class CacheHint extends Schema.Class<CacheHint>("LLM.CacheHint")({
type: Schema.Literals(["ephemeral", "persistent"]),
ttlSeconds: Schema.optional(Schema.Number),
}) {}
// Auto-placement policy for prompt caching. The protocol-neutral lowering step
// reads this and injects `CacheHint`s at the configured boundaries; the
// per-protocol body builders then translate those hints into wire markers as
// usual. `"auto"` is the recommended default for agent loops — it places one
// breakpoint at the last tool definition, one at the last system part, and one
// at the latest user message. The combination of provider invalidation
// hierarchy (tools → system → messages) and Anthropic/Bedrock's 20-block
// lookback means three trailing breakpoints reliably cover the static prefix.
//
// Pass `"none"` to opt out entirely (the legacy behavior). Pass the granular
// object form to override individual choices.
export const CachePolicyObject = Schema.Struct({
tools: Schema.optional(Schema.Boolean),
system: Schema.optional(Schema.Boolean),
messages: Schema.optional(
Schema.Union([
Schema.Literal("latest-user-message"),
Schema.Literal("latest-assistant"),
Schema.Struct({ tail: Schema.Number }),
]),
),
ttlSeconds: Schema.optional(Schema.Number),
})
export type CachePolicyObject = Schema.Schema.Type<typeof CachePolicyObject>
export const CachePolicy = Schema.Union([
Schema.Literal("auto"),
Schema.Literal("none"),
CachePolicyObject,
])
export type CachePolicy = Schema.Schema.Type<typeof CachePolicy>