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TemplateChatGPTMemory.swift
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294 lines (252 loc) · 10.4 KB
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import ChatBasic
import Foundation
import Logger
import Preferences
import TokenEncoder
/// A memory that automatically manages the history according to max tokens and the template rules.
public actor TemplateChatGPTMemory: ChatGPTMemory {
public private(set) var memoryTemplate: MemoryTemplate
public var history: [ChatMessage] { memoryTemplate.resolved() }
public var configuration: ChatGPTConfiguration
public var functionProvider: ChatGPTFunctionProvider
public init(
memoryTemplate: MemoryTemplate,
configuration: ChatGPTConfiguration,
functionProvider: ChatGPTFunctionProvider
) {
self.memoryTemplate = memoryTemplate
self.configuration = configuration
self.functionProvider = functionProvider
}
public func mutateHistory(_ update: (inout [ChatMessage]) -> Void) async {
update(&memoryTemplate.followUpMessages)
}
public func generatePrompt() async -> ChatGPTPrompt {
let strategy: AutoManagedChatGPTMemoryStrategy = switch configuration.model?.format {
case .googleAI: AutoManagedChatGPTMemory.GoogleAIStrategy(configuration: configuration)
default: AutoManagedChatGPTMemory.OpenAIStrategy()
}
var memoryTemplate = self.memoryTemplate
func checkTokenCount() async -> Bool {
let history = memoryTemplate.resolved()
var tokenCount = 0
for message in history {
tokenCount += await strategy.countToken(message)
}
for function in functionProvider.functions {
tokenCount += await strategy.countToken(function)
}
return tokenCount <= configuration.maxTokens - configuration.minimumReplyTokens
}
while !(await checkTokenCount()) {
do {
try Task.checkCancellation()
try await memoryTemplate.truncate()
} catch {
Logger.service.error("Failed to truncate prompt template: \(error)")
break
}
}
return ChatGPTPrompt(history: memoryTemplate.resolved())
}
}
public struct MemoryTemplate {
public struct Message {
public struct DynamicContent: ExpressibleByStringLiteral {
public enum Content: ExpressibleByStringLiteral {
case text(String)
case list([String], formatter: ([String]) -> String)
case priorityList(
[(content: String, priority: Int)],
formatter: ([String]) -> String
)
public init(stringLiteral value: String) {
self = .text(value)
}
}
public var content: Content
public var priority: Int
public var isEmpty: Bool {
switch content {
case let .text(text):
return text.isEmpty
case let .list(list, _):
return list.isEmpty
case let .priorityList(list, _):
return list.isEmpty
}
}
public init(stringLiteral value: String) {
content = .text(value)
priority = .max
}
public init(_ content: Content, priority: Int = .max) {
self.content = content
self.priority = priority
}
}
public var chatMessage: ChatMessage
public var dynamicContent: [DynamicContent] = []
public var priority: Int
public func resolved() -> ChatMessage? {
var baseMessage = chatMessage
guard !dynamicContent.isEmpty else {
if baseMessage.isEmpty { return nil }
return baseMessage
}
let contents: [String] = dynamicContent.compactMap { content in
if content.isEmpty { return nil }
switch content.content {
case let .text(text):
return text
case let .list(list, formatter):
return formatter(list)
case let .priorityList(list, formatter):
return formatter(list.map { $0.0 })
}
}
let composedContent = contents.joined(separator: "\n\n")
if composedContent.isEmpty { return nil }
baseMessage.content = composedContent
return baseMessage
}
public var isEmpty: Bool {
if !dynamicContent.isEmpty { return dynamicContent.allSatisfy { $0.isEmpty } }
if let toolCalls = chatMessage.toolCalls, !toolCalls.isEmpty {
return false
}
if let content = chatMessage.content, !content.isEmpty {
return false
}
return true
}
public init(
chatMessage: ChatMessage,
dynamicContent: [DynamicContent] = [],
priority: Int = .max
) {
self.chatMessage = chatMessage
self.dynamicContent = dynamicContent
self.priority = priority
}
}
public var messages: [Message]
public var followUpMessages: [ChatMessage]
public typealias TruncateRule = (
_ messages: inout [Message],
_ followUpMessages: inout [ChatMessage]
) async throws -> Void
let truncateRule: TruncateRule?
public init(
messages: [Message],
followUpMessages: [ChatMessage] = [],
truncateRule: TruncateRule? = nil
) {
self.messages = messages
self.truncateRule = truncateRule
self.followUpMessages = followUpMessages
}
func resolved() -> [ChatMessage] {
messages.compactMap { message in message.resolved() } + followUpMessages
}
func truncated() async throws -> MemoryTemplate {
var copy = self
try await copy.truncate()
return copy
}
mutating func truncate() async throws {
if Task.isCancelled { return }
if let truncateRule = truncateRule {
try await truncateRule(&messages, &followUpMessages)
return
}
try await Self.defaultTruncateRule()(&messages, &followUpMessages)
}
public struct DefaultTruncateRuleOptions {
public var numberOfContentListItemToKeep: (Int) -> Int = { $0 * 2 / 3 }
}
public static func defaultTruncateRule(
options updateOptions: (inout DefaultTruncateRuleOptions) -> Void = { _ in }
) -> TruncateRule {
var options = DefaultTruncateRuleOptions()
updateOptions(&options)
return { messages, followUpMessages in
// Remove the oldest followup messages when available.
if followUpMessages.count > 20 {
followUpMessages.removeFirst(followUpMessages.count / 2)
return
}
if followUpMessages.count > 2 {
if followUpMessages.count.isMultiple(of: 2) {
followUpMessages.removeFirst(2)
} else {
followUpMessages.removeFirst(1)
}
return
}
// Remove according to the priority.
var truncatingMessageIndex: Int?
for (index, message) in messages.enumerated() {
if message.priority == .max { continue }
if let previousIndex = truncatingMessageIndex,
message.priority < messages[previousIndex].priority
{
truncatingMessageIndex = index
}
}
guard let truncatingMessageIndex else { throw CancellationError() }
var truncatingMessage: Message {
get { messages[truncatingMessageIndex] }
set { messages[truncatingMessageIndex] = newValue }
}
if truncatingMessage.isEmpty {
messages.remove(at: truncatingMessageIndex)
return
}
truncatingMessage.dynamicContent.removeAll(where: { $0.isEmpty })
var truncatingContentIndex: Int?
for (index, content) in truncatingMessage.dynamicContent.enumerated() {
if content.isEmpty { continue }
if let previousIndex = truncatingContentIndex,
content.priority < truncatingMessage.dynamicContent[previousIndex].priority
{
truncatingContentIndex = index
}
}
guard let truncatingContentIndex else { throw CancellationError() }
var truncatingContent: Message.DynamicContent {
get { truncatingMessage.dynamicContent[truncatingContentIndex] }
set { truncatingMessage.dynamicContent[truncatingContentIndex] = newValue }
}
switch truncatingContent.content {
case .text:
truncatingMessage.dynamicContent.remove(at: truncatingContentIndex)
case let .list(list, formatter):
let count = options.numberOfContentListItemToKeep(list.count)
if count > 0 {
truncatingContent.content = .list(
Array(list.prefix(count)),
formatter: formatter
)
} else {
truncatingMessage.dynamicContent.remove(at: truncatingContentIndex)
}
case let .priorityList(list, formatter):
let count = options.numberOfContentListItemToKeep(list.count)
if count > 0 {
let orderedList = list.enumerated()
let orderedByPriority = orderedList
.sorted { $0.element.priority >= $1.element.priority }
let kept = orderedByPriority.prefix(count)
let reordered = kept.sorted { $0.offset < $1.offset }
truncatingContent.content = .priorityList(
Array(reordered.map { $0.element }),
formatter: formatter
)
} else {
truncatingMessage.dynamicContent.remove(at: truncatingContentIndex)
}
}
}
}
}