.....

build.gradle.kts

@@ -27,6 +27,9 @@ configurations {
 
 repositories {
 	mavenCentral()
+
+	maven { url = uri("https://repo.spring.io/milestone") }
+
 }
 
 dependencies {
@@ -56,6 +59,13 @@ dependencies {
 //	implementation(platform("com.google.cloud:libraries-bom:  26.55.0"))
 //	implementation("com.google.cloud:google-cloud-apikeys")
 	implementation ("com.google.maps:google-maps-services:2.2.0")
+//	implementation ("org.springframework.ai:spring-ai-openai-spring-boot-starter:1.0.0-SNAPSHOT")
+//	implementation ("org.springframework.ai:spring-ai-vertex-ai-gemini-spring-boot-starter:1.0.0-SNAPSHOT")
+//	implementation("org.springframework.ai:spring-ai-ollama-spring-boot-starter:1.0.0-SNAPSHOT")
+	implementation(platform("org.springframework.ai:spring-ai-bom:1.0.0-M6"))
+	implementation("org.springframework.ai:spring-ai-ollama-spring-boot-starter:1.0.0-M6")
+	implementation("org.springframework.ai:spring-ai-redis-store")
+
 	implementation ("org.slf4j:slf4j-simple:1.7.25")
 
 	implementation("io.jsonwebtoken:jjwt-api:0.11.5")

src/main/kotlin/kr/lunaticbum/back/lun/configs/AppConfig.kt

@@ -1,5 +1,7 @@
 package kr.lunaticbum.back.lun.configs
 
+import org.springframework.ai.ollama.api.OllamaApi
+import org.springframework.ai.ollama.api.OllamaOptions
 import org.springframework.beans.factory.annotation.Value
 import org.springframework.context.annotation.Bean
 import org.springframework.context.annotation.Configuration
@@ -27,6 +29,17 @@ class AppConfig : WebMvcConfigurer {
         registry.addInterceptor(authInterceptor())
         super.addInterceptors(registry)
     }
+
+    @Bean
+    fun chatClient(): OllamaApi {
+        return OllamaApi("https://lama.lunaticbum.kr")
+//            .withDefaultOptions(
+//                OllamaOptions.create()
+//                    .withModel("phi4:14b")
+//                    .withNumThread(5)
+//                    .withSeed(5)
+//                    .withTemperature(0.9f))
+    }
 //    @Bean
 //    fun getProperty()  : Map<String,String>{
 //        println("telegramBotKey >>>> $telegramBotKey")

src/main/kotlin/kr/lunaticbum/back/lun/controllers/Telegram.kt

@@ -15,9 +15,14 @@ import kotlinx.coroutines.Dispatchers
 import kotlinx.coroutines.launch
 import kr.lunaticbum.back.lun.configs.GlobalEnvironment
 import kr.lunaticbum.back.lun.model.*
+import kr.lunaticbum.back.lun.service.Lama
 import kr.lunaticbum.back.lun.utils.LogService
-import org.jsoup.Jsoup
+import org.springframework.ai.chat.messages.UserMessage
+import org.springframework.ai.chat.prompt.Prompt
+import org.springframework.ai.ollama.api.OllamaApi
+import org.springframework.ai.ollama.api.OllamaOptions
 import org.springframework.beans.factory.annotation.Autowired
+import org.springframework.beans.factory.annotation.Qualifier
 import org.springframework.context.annotation.Bean
 import org.springframework.http.MediaType
 import org.springframework.scheduling.annotation.Scheduled
@@ -25,6 +30,7 @@ import org.springframework.ui.ModelMap
 import org.springframework.web.bind.annotation.*
 import org.springframework.web.reactive.function.BodyInserters
 import org.springframework.web.reactive.function.client.WebClient
+import reactor.core.publisher.Mono
 import java.math.BigDecimal
 import java.math.RoundingMode
 import java.text.SimpleDateFormat
@@ -37,6 +43,7 @@ import java.util.prefs.Preferences
 @RequestMapping("/tlg")
 class Telegram {
 
+
     @Autowired
     lateinit var globalEvv : GlobalEnvironment
 
@@ -89,6 +96,7 @@ class Telegram {
         comp =  (word).plus(comp)
         return comp
     }
+
     fun trimWithDecompString(comp : String) : String {
         var doubleIpmt = false
         var compressed : String? = comp
@@ -322,32 +330,32 @@ class Telegram {
 
                             } else if (req.reqMsg?.contains("검색") == true) {
                                 var originalQuery = req.reqMsg
-                                val gSearch = "https://www.googleapis.com/customsearch/v1?key=AIzaSyARLXyvmr_554tOy3UCh3naFlZQS3-qQQM&cx=207f328d3ad7242f2&q=${originalQuery?.replace("오늘", SimpleDateFormat("yyyMMdd").format(Date()))}&num=5&lr=kr"
+                                val gSearch = "https://www.google.com/search?q=${originalQuery?.replace("오늘", SimpleDateFormat("yyyMMdd").format(Date()))}&tbs=qdr%3Am"
                                 println("gSearch >>> ${gSearch}")
                                 WebClient.create().get()
                                     .uri(gSearch)
                                     .retrieve()
-                                    .bodyToMono(GoogleSearchResult::class.java).timeout(Duration.ofMinutes(20L)).block()?.let { gsResult ->
+                                    .bodyToMono(String::class.java).timeout(Duration.ofMinutes(20L)).block()?.let { gsResult ->
                                         println("gsearch result ==> ${Gson().toJson(gsResult)}")
                                         var additionalInfo =  StringBuffer()
-                                        gsResult.items?.forEach {
+//                                        gsResult.items?.forEach {
-                                            additionalInfo.append("- 정보 출처 :").append(it.link).append("\n")
+//                                            additionalInfo.append("- 정보 출처 :").append(it.link).append("\n")
-                                            try {
+//                                            try {
-                                                Jsoup.connect(it.link).get().body().text().let {
+//                                                Jsoup.connect(it.link).get().body().text().let {
-                                                    if (it.length > 1000) {
+//                                                    if (it.length > 1000) {
-                                                        additionalInfo.append("- 정보 내용 :").append(it.chunked(500).first()).append("\n")
+//                                                        additionalInfo.append("- 정보 내용 :").append(it.chunked(500).first()).append("\n")
-                                                    } else {
+//                                                    } else {
-                                                        additionalInfo.append("- 정보 내용 :").append(it).append("\n")
+//                                                        additionalInfo.append("- 정보 내용 :").append(it).append("\n")
-                                                    }
+//                                                    }
-                                                }
+//                                                }
-                                            } catch (e : Exception) {
+//                                            } catch (e : Exception) {
-                                                additionalInfo.append("- 정보 타이틀 : ").append(it.title).append("\n")
+//                                                additionalInfo.append("- 정보 타이틀 : ").append(it.title).append("\n")
-                                                additionalInfo.append("- 정보 요약 :").append(it.snippet).append("\n")
+//                                                additionalInfo.append("- 정보 요약 :").append(it.snippet).append("\n")
-                                                println(it.link)
+//                                                println(it.link)
-                                                e.printStackTrace()
+//                                                e.printStackTrace()
-                                            }
+//                                            }
-                                            additionalInfo.append("\n")
+//                                            additionalInfo.append("\n")
-                                        }
+//                                        }
                                         println("additionalInfo >>> ${additionalInfo.toString()}")
                                         req.reqMsg = "질문 : " + originalQuery + "\n\n추가정보:"  + "\n${additionalInfo.toString()} 위의 질문과 추가 정보를 고려하여 답변해주세요."
 
@@ -415,6 +423,47 @@ class Telegram {
     }
 
 
+
+//    fun chatClient(): ChatClient {
+//        return OllamaChatClient(OllamaApi("https://lama.lunaticbum.kr"))
+//            .withDefaultOptions(
+//                OllamaOptions.create()
+//                    .withModel("phi4:14b")
+//                    .withNumThread(5)
+//                    .withSeed(5)
+//                    .withTemperature(0.9f)
+//            )
+//    }
+    @Autowired
+    lateinit var lama : Lama
+
+    @ResponseBody
+    @GetMapping("query/{path}")
+    fun googleQueryTest(@PathVariable path: String): String {
+        var originalQuery = path
+        val gSearch = "https://psn.lunaticbum.kr/search?q=${originalQuery?.replace("오늘", SimpleDateFormat("yyyMMdd").format(Date()))}&language=auto&time_range=month&safesearch=0&categories=general&format=json"
+        println("gSearch >>> ${gSearch}")
+        var additionalInfo = StringBuffer()
+        additionalInfo.append("참고자료")
+        var idx = 0
+        WebClient.create().get()
+            .uri(gSearch)
+            .retrieve()
+            .bodyToMono(SearXng::class.java).timeout(Duration.ofMinutes(20L)).block()?.let { gsResult ->
+                gsResult.results?.filter { it.score > 0.5}?.forEach {
+                    additionalInfo.append(idx).append(":").append(Gson().toJson(it))
+                    idx += 1
+                }
+            }
+
+        lama.generateResponse(query = originalQuery)
+        return "TEST"
+    }
+
+
+
+
+
     enum class LamaQueryType(val keywords : ArrayList<String>) {
         None(arrayListOf()),
         Search(arrayListOf("검색")),

src/main/kotlin/kr/lunaticbum/back/lun/model/SearXng.kt

@@ -0,0 +1,26 @@
+package kr.lunaticbum.back.lun.model
+
+
+class SearXng {
+    var query: String? = null
+    var number_of_results: Int = 0
+    var results: ArrayList<SearXngResult>? = null
+    var answers: ArrayList<Any>? = null
+    var corrections: ArrayList<Any>? = null
+    var infoboxes: ArrayList<Any>? = null
+    var suggestions: ArrayList<Any>? = null
+    var unresponsive_engines: ArrayList<ArrayList<String>>? = null
+}
+class SearXngResult {
+    var url: String? = null
+    var title: String? = null
+    var content: String? = null
+    var thumbnail: Any? = null
+    var engine: String? = null
+    var template: String? = null
+    var parsed_url: ArrayList<String>? = null
+    var engines: ArrayList<String>? = null
+    var positions: ArrayList<Int>? = null
+    var score: Double = 0.0
+    var category: String? = null
+}

src/main/kotlin/kr/lunaticbum/back/lun/service/Lama.kt

@@ -0,0 +1,61 @@
+package kr.lunaticbum.back.lun.service
+
+
+import org.springframework.ai.chat.messages.UserMessage
+import org.springframework.ai.chat.prompt.Prompt
+import org.springframework.ai.document.Document
+import org.springframework.ai.ollama.OllamaChatModel
+import org.springframework.ai.ollama.api.OllamaApi
+import org.springframework.ai.vectorstore.SearchRequest
+import org.springframework.ai.vectorstore.VectorStore
+import org.springframework.beans.factory.annotation.Autowired
+import org.springframework.beans.factory.annotation.Qualifier
+import org.springframework.stereotype.Service
+import java.util.stream.Collectors
+
+
+@Service
+class Lama {
+    @Qualifier("chatClient")
+    @Autowired
+    private lateinit var chatClient: OllamaApi
+
+    @Autowired
+    private lateinit var vectorStore: VectorStore
+
+    fun generateResponse(query: String?): String {
+        println("On generateResponse :: find something")
+        // 1. 유사 문서 검색
+
+        val relevantDocs = vectorStore.similaritySearch(
+            SearchRequest.builder().query(query!!).topK(3).build()
+        )
+
+        // 2. 프롬프트 구성
+        val context = relevantDocs?.map { it.text }?.joinToString(separator = "\n")
+        val prompt = """
+            Context information is below.
+            ----
+            $context
+            ----
+            Given the context information and not prior knowledge, answer the query: $query
+            \n한국어로 대답해줘
+        """.trimIndent()
+
+        // 3. Ollama를 사용하여 응답 생성
+        val response: OllamaApi.ChatResponse = chatClient.chat(OllamaApi.ChatRequest.Builder("phi4:14b").stream(false).format("json").messages(
+            listOf(OllamaApi.Message.Builder(OllamaApi.Message.Role.USER).content(prompt).build())
+        ).build())
+        println(response.message.content)
+        println("On generateResponse :: END OF Answer")
+        return response.message.content
+    }
+
+    // 문서 추가 메소드
+    fun addDocuments(documents: List<Document?>?) {
+        documents?.let {
+            vectorStore.add(it)
+        }
+//        vectorStore!!.add(documents)
+    }
+}

src/main/resources/application.properties

@@ -62,5 +62,14 @@ spring.data.mongodb.option.min-heartbeat-frequency=500
 spring.data.mongodb.option.heartbeat-frequency=10000
 spring.data.mongodb.option.local-threshold=15
 
+spring.ai.ollama.base-url=https://lama.lunaticbum.kr
+spring.ai.ollama.chat.options.model=phi4:14b
+
+spring.data.redis.host=ollama.lunaticbum.kr
+spring.ai.vectorstore.redis.initialize-schema=true
+spring.ai.vectorstore.redis.index=spring-ai-redis-index
+spring.ai.vectorstore.redis.prefix=spring-ai-redis-embedding
+
+
 #>>>>>>> ab915d0a416c69708f1df1ad76d7a14c779c1f59