.

src/main/kotlin/service/AutoTradingManager.kt

@@ -1,9 +1,8 @@
 package service
 
 import AutoTradeItem
-import TradingDecision
+import network.TradingDecision
 import TradingLogStore
-import androidx.compose.runtime.remember
 import getLlamaBinPath
 import kotlinx.coroutines.CoroutineScope
 import kotlinx.coroutines.Dispatchers
@@ -27,11 +26,11 @@ import model.RankingStock
 import model.RankingType
 import model.UnifiedBalance
 import network.DartCodeManager
-import network.FinancialMapper
 import network.FinancialStatement
 import network.KisAuthService
 import network.KisTradeService
 import network.KisWebSocketManager
+import network.RagService
 import network.StockUniverseLoader
 import util.MarketUtil
 import java.time.LocalDateTime

src/main/kotlin/service/DynamicNewsScraper.kt

@@ -2,13 +2,9 @@ package service
 
 import com.microsoft.playwright.Browser
 import com.microsoft.playwright.Playwright
-import com.microsoft.playwright.BrowserType
 import com.microsoft.playwright.Page
 import com.microsoft.playwright.options.LoadState
 import com.microsoft.playwright.options.WaitUntilState
-import kotlinx.coroutines.TimeoutCancellationException
-import kotlinx.coroutines.async
-import kotlinx.coroutines.awaitAll
 import kotlinx.coroutines.coroutineScope
 import kotlinx.coroutines.delay
 import kotlinx.coroutines.sync.Mutex
@@ -18,6 +14,7 @@ import kotlinx.coroutines.sync.withPermit
 import kotlinx.coroutines.withTimeout
 import model.NewsItem
 import network.CorpInfo
+import network.RagService
 import java.net.URL
 import kotlin.random.Random
 

src/main/kotlin/service/LlamaServerManager.kt

@@ -4,6 +4,7 @@ import kotlinx.coroutines.CoroutineScope
 import kotlinx.coroutines.Dispatchers
 import kotlinx.coroutines.SupervisorJob
 import kotlinx.coroutines.launch
+import network.RagService
 import java.io.BufferedReader
 import java.io.File
 import java.io.InputStreamReader
@@ -31,7 +32,7 @@ object LlamaServerManager {
             else -> 0 to 4    // 인텔 맥 2017 등
         }
 
-        val command = listOf(
+        val command = mutableListOf(
             binPath,
             "-m", modelPath,
             "--port", port.toString(),
@@ -40,7 +41,13 @@ object LlamaServerManager {
             "-t", threads.toString(),
             "--embedding"
         )
-
+        if (port != 8081) { // 텍스트 생성용 모델에만 적용
+            command.addAll(listOf(
+                "-b", "512", // Batch size (토큰 병렬 처리량 제한으로 연산 안정화)
+                "--threads-batch", threads.toString(),
+                "-fa","on" // Flash Attention 활성화 (메모리 절약 및 긴 컨텍스트 연산 안정성 증가)
+            ))
+        }
         scope.launch {
             try {
                 val pb = ProcessBuilder(command)

src/main/kotlin/service/SystemSleepPreventer.kt

@@ -59,18 +59,25 @@ object SystemSleepPreventer {
      * 맥의 절전 모드 및 디스플레이 취침을 방지하는 명령 실행
      */
     fun start() {
+        val os = System.getProperty("os.name").lowercase()
+        val arch = System.getProperty("os.arch").lowercase()
+        val isWin = os.contains("win")
         val root = LoggerFactory.getLogger("Exposed") as Logger
         root.level = Level.ERROR
-        checkAndRequestAccessibility()
-        if (process?.isAlive == true) return
+        if (!isWin) {
+            checkAndRequestAccessibility()
+        }
 
-        try {
-            // -i: 시스템 절전 방지, -d: 디스플레이 취침 방지, -m: 디스크 유휴 상태 방지
-            val command = listOf("caffeinate", "-i", "-d", "-m")
-            process = ProcessBuilder(command).start()
-            println("☕ [System] caffeinate 실행됨: 앱이 켜져 있는 동안 절전 모드가 방지됩니다.")
-        } catch (e: Exception) {
-            println("⚠️ [System] caffeinate 실행 실패: ${e.message}")
+        if (process?.isAlive == true) return
+        if (!isWin) {
+            try {
+                // -i: 시스템 절전 방지, -d: 디스플레이 취침 방지, -m: 디스크 유휴 상태 방지
+                val command = listOf("caffeinate", "-i", "-d", "-m")
+                process = ProcessBuilder(command).start()
+                println("☕ [System] caffeinate 실행됨: 앱이 켜져 있는 동안 절전 모드가 방지됩니다.")
+            } catch (e: Exception) {
+                println("⚠️ [System] caffeinate 실행 실패: ${e.message}")
+            }
         }
     }