feat(llm): cache-policy auto-placement (#26786)
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120
packages/llm/src/cache-policy.ts
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120
packages/llm/src/cache-policy.ts
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// Apply an `LLMRequest.cache` policy by injecting `CacheHint`s onto the parts
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// the policy designates. Runs once at compile time, before the per-protocol
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// body builder, so the existing inline-hint lowering path handles the rest.
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//
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// The default `"auto"` shape places one breakpoint at the last tool definition,
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// one at the last system part, and one at the latest user message. This
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// matches what production agent harnesses (LangChain's caching middleware,
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// kern-ai's 10x cost-reduction playbook) converge on for tool-use loops: the
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// latest user message stays put while a single turn explodes into many
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// assistant/tool round-trips, so caching at that boundary lets every
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// intra-turn API call hit the prefix.
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//
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// Manual `cache: CacheHint` placements on individual parts are preserved —
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// this function only fills gaps the caller left empty.
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import { CacheHint, type CachePolicy, type CachePolicyObject } from "./schema/options"
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import { LLMRequest, Message, ToolDefinition, type ContentPart } from "./schema/messages"
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const AUTO: CachePolicyObject = {
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tools: true,
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system: true,
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messages: "latest-user-message",
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}
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const NONE: CachePolicyObject = {}
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// Resolution rules:
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// - undefined → "none" (opt-in default so the policy never changes wire
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// shape for existing callers; downstream code can flip to
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// `cache: "auto"` once they audit the placement choices).
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// - "auto" → the recommended policy: tools + system + latest user msg.
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// - "none" → no auto placement; manual `CacheHint`s still flow.
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// - object form → exactly what the caller asked for.
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const resolve = (policy: CachePolicy | undefined): CachePolicyObject => {
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if (policy === undefined || policy === "none") return NONE
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if (policy === "auto") return AUTO
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return policy
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}
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// Protocols whose wire format ignores inline cache markers (OpenAI's implicit
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// prefix caching, Gemini's implicit + out-of-band CachedContent). Skip the
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// whole policy pass for these — emitting hints would be harmless but pointless.
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const RESPECTS_INLINE_HINTS = new Set(["anthropic-messages", "bedrock-converse"])
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const makeHint = (ttlSeconds: number | undefined): CacheHint =>
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ttlSeconds !== undefined ? new CacheHint({ type: "ephemeral", ttlSeconds }) : new CacheHint({ type: "ephemeral" })
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const markLastTool = (
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tools: ReadonlyArray<ToolDefinition>,
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hint: CacheHint,
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): ReadonlyArray<ToolDefinition> => {
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if (tools.length === 0) return tools
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const last = tools.length - 1
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if (tools[last]!.cache) return tools
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return tools.map((tool, i) => (i === last ? new ToolDefinition({ ...tool, cache: hint }) : tool))
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}
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const markLastSystem = (system: LLMRequest["system"], hint: CacheHint): LLMRequest["system"] => {
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if (system.length === 0) return system
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const last = system.length - 1
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if (system[last]!.cache) return system
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return system.map((part, i) => (i === last ? { ...part, cache: hint } : part))
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}
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const lastIndexOfRole = (messages: ReadonlyArray<Message>, role: Message["role"]): number =>
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messages.findLastIndex((m) => m.role === role)
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// Mark the last text part of `messages[index]`. If no text part exists, mark
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// the last content part regardless of type — that's the breakpoint position
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// in tool-result-only messages too.
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const markMessageAt = (
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messages: ReadonlyArray<Message>,
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index: number,
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hint: CacheHint,
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): ReadonlyArray<Message> => {
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if (index < 0 || index >= messages.length) return messages
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const target = messages[index]!
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if (target.content.length === 0) return messages
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const lastTextIndex = target.content.findLastIndex((part) => part.type === "text")
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const markAt = lastTextIndex >= 0 ? lastTextIndex : target.content.length - 1
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const existing = target.content[markAt]!
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if ("cache" in existing && existing.cache) return messages
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const nextContent = target.content.map((part, i) =>
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i === markAt ? ({ ...part, cache: hint } as ContentPart) : part,
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)
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const next = new Message({ ...target, content: nextContent })
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// Single pass over `messages`, substituting the one updated entry. Long
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// conversations call this on every request, so avoid `.map()` here — its
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// closure dispatch and identity copies show up in profiling.
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const result = messages.slice()
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result[index] = next
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return result
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}
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const markMessages = (
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messages: ReadonlyArray<Message>,
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strategy: NonNullable<CachePolicyObject["messages"]>,
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hint: CacheHint,
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): ReadonlyArray<Message> => {
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if (messages.length === 0) return messages
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if (strategy === "latest-user-message") return markMessageAt(messages, lastIndexOfRole(messages, "user"), hint)
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if (strategy === "latest-assistant") return markMessageAt(messages, lastIndexOfRole(messages, "assistant"), hint)
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const start = Math.max(0, messages.length - strategy.tail)
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let next = messages
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for (let i = start; i < messages.length; i++) next = markMessageAt(next, i, hint)
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return next
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}
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export const applyCachePolicy = (request: LLMRequest): LLMRequest => {
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if (!RESPECTS_INLINE_HINTS.has(request.model.route)) return request
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const policy = resolve(request.cache)
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if (!policy.tools && !policy.system && !policy.messages) return request
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const hint = makeHint(policy.ttlSeconds)
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const tools = policy.tools ? markLastTool(request.tools, hint) : request.tools
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const system = policy.system ? markLastSystem(request.system, hint) : request.system
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const messages = policy.messages ? markMessages(request.messages, policy.messages, hint) : request.messages
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if (tools === request.tools && system === request.system && messages === request.messages) return request
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return LLMRequest.update(request, { tools, system, messages })
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}
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@@ -8,6 +8,7 @@ import type { Transport, TransportRuntime } from "./transport"
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import { WebSocketExecutor } from "./transport"
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import type { Service as WebSocketExecutorService } from "./transport/websocket"
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import type { Protocol } from "./protocol"
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import { applyCachePolicy } from "../cache-policy"
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import * as ProviderShared from "../protocols/shared"
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import * as ToolRuntime from "../tool-runtime"
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import type { Tools } from "../tool"
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@@ -400,7 +401,7 @@ export function make<Body, Prepared, Frame, Event, State>(
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// validated provider body plus transport-private prepared data, but does not
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// execute transport.
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const compile = Effect.fn("LLM.compile")(function* (request: LLMRequest) {
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const resolved = resolveRequestOptions(request)
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const resolved = applyCachePolicy(resolveRequestOptions(request))
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const route = registeredRoute(resolved.model.route)
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if (!route) return yield* noRoute(resolved.model)
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@@ -1,6 +1,6 @@
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import { Schema } from "effect"
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import { JsonSchema, MessageRole, ProviderMetadata } from "./ids"
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import { CacheHint, GenerationOptions, HttpOptions, ModelRef, ProviderOptions } from "./options"
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import { CacheHint, CachePolicy, GenerationOptions, HttpOptions, ModelRef, ProviderOptions } from "./options"
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const isRecord = (value: unknown): value is Record<string, unknown> =>
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typeof value === "object" && value !== null && !Array.isArray(value)
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@@ -206,6 +206,7 @@ export class LLMRequest extends Schema.Class<LLMRequest>("LLM.Request")({
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providerOptions: Schema.optional(ProviderOptions),
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http: Schema.optional(HttpOptions),
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responseFormat: Schema.optional(ResponseFormat),
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cache: Schema.optional(CachePolicy),
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metadata: Schema.optional(Schema.Record(Schema.String, Schema.Unknown)),
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}) {}
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@@ -223,6 +224,7 @@ export namespace LLMRequest {
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providerOptions: request.providerOptions,
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http: request.http,
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responseFormat: request.responseFormat,
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cache: request.cache,
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metadata: request.metadata,
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})
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@@ -200,3 +200,35 @@ export class CacheHint extends Schema.Class<CacheHint>("LLM.CacheHint")({
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type: Schema.Literals(["ephemeral", "persistent"]),
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ttlSeconds: Schema.optional(Schema.Number),
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}) {}
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// Auto-placement policy for prompt caching. The protocol-neutral lowering step
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// reads this and injects `CacheHint`s at the configured boundaries; the
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// per-protocol body builders then translate those hints into wire markers as
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// usual. `"auto"` is the recommended default for agent loops — it places one
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// breakpoint at the last tool definition, one at the last system part, and one
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// at the latest user message. The combination of provider invalidation
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// hierarchy (tools → system → messages) and Anthropic/Bedrock's 20-block
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// lookback means three trailing breakpoints reliably cover the static prefix.
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//
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// Pass `"none"` to opt out entirely (the legacy behavior). Pass the granular
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// object form to override individual choices.
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export const CachePolicyObject = Schema.Struct({
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tools: Schema.optional(Schema.Boolean),
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system: Schema.optional(Schema.Boolean),
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messages: Schema.optional(
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Schema.Union([
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Schema.Literal("latest-user-message"),
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Schema.Literal("latest-assistant"),
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Schema.Struct({ tail: Schema.Number }),
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]),
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),
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ttlSeconds: Schema.optional(Schema.Number),
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})
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export type CachePolicyObject = Schema.Schema.Type<typeof CachePolicyObject>
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export const CachePolicy = Schema.Union([
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Schema.Literal("auto"),
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Schema.Literal("none"),
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CachePolicyObject,
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])
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export type CachePolicy = Schema.Schema.Type<typeof CachePolicy>
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