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@@ -3,17 +3,16 @@ package kr.lunaticbum.back.lun.service
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import com.google.gson.Gson
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import com.knuddels.jtokkit.api.IntArrayList
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import com.google.gson.annotations.SerializedName
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import io.micrometer.observation.ObservationRegistry
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import kotlinx.coroutines.CoroutineScope
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import kotlinx.coroutines.Dispatchers
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import kotlinx.coroutines.launch
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import kr.lunaticbum.back.lun.configs.GlobalEnvironment
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import kr.lunaticbum.back.lun.controllers.BumlamaResp
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import kr.lunaticbum.back.lun.controllers.TelegramSendMsg
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import kr.lunaticbum.back.lun.controllers.lamaGenerated
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import kr.lunaticbum.back.lun.model.*
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import org.jsoup.Jsoup
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import org.jsoup.select.Elements
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import org.springframework.ai.embedding.EmbeddingRequest
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import org.springframework.ai.ollama.OllamaEmbeddingModel
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import org.springframework.ai.ollama.api.OllamaApi
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@@ -25,11 +24,10 @@ import org.springframework.http.MediaType
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import org.springframework.stereotype.Service
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import org.springframework.web.reactive.function.BodyInserters
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import org.springframework.web.reactive.function.client.WebClient
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import java.net.URLEncoder
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import reactor.kotlin.core.publisher.toMono
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import java.text.SimpleDateFormat
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import java.time.Duration
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import java.util.*
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import kotlin.collections.ArrayList
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@Service
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@@ -74,6 +72,71 @@ class Lama {
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.retrieve()
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.bodyToMono(QCollection::class.java).timeout(Duration.ofMinutes(20L)).block()?.result?.points_count ?: 0L
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}
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fun jsopFilter(url : String) : String {
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val joinString = "\n#"
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var lastElement : Elements = Elements()
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var body = Jsoup.connect(url).timeout(30000).get().body()
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var elements : Elements? = null
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if (url.contains("nate.com", true)) {
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if (url.contains("view", true)) {
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elements = body.select("[class*=articleView]")
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}else {
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elements = body.select("[class*=postRankSubjectList]")
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}
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} else if (url.contains("newsis.com/view", true)) {
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elements = body.select("[class*=articleView]")
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} else if (url.contains("blog.naver.com", true)) {
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elements = body.select("[class*=se-viewer]")
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} else if (url.contains("bbc.com/korean/articles", true)) {
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elements = body.select("main[role$=main]")
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} else if (url.contains("chosun.com/client", true)) {
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elements = body.select("[class*=articleBody]")
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} else if (url.contains("nocutnews.co.kr/news", true)) {
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elements = body.select("[class*=container]")
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} else if (url.contains("hani.co.kr/arti/", true)) {
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elements = body.select("[class*=ArticleDetail]")
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} else if (url.contains("yna.co.kr/view", true)) {
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elements = body.select("[class*=container]")
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} else if (url.contains("newspim.com/news", true)) {
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elements = body.select("[class*=container]")
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} else {
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}
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if (elements?.size ?: 0 > 0) {
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elements?.forEach {
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lastElement.add(it)
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}
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}
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if (lastElement.size < 1) {
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arrayOf("container","article","main","viewer","content").forEach {
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var result = Elements()
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result.addAll(body.select("[class*=$it]"))
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result.addAll(body.select("[id*=$it]"))
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result.addAll(body.select(it))
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result.forEach { if (it.text().length > 100 && it.children().size < 5) { lastElement.add(it) } }
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}
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}
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return if (lastElement.size > 0) {
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lastElement.map { it.children().eachText() }.joinToString(joinString)
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} else {
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body.children().map { it.children().eachText() }.joinToString(joinString)
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}
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}
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// class WebScrap {
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// @SerializedName("query", alternate = ["question"])
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// var query: String? = null
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// var original_html: String? = null
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// var original_content: String? = null
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// var summary: String? = null
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// var keywords: ArrayList<String>? = null
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// var related_links: ArrayList<String>? = null
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// var relatedness_score: Double = 0.0
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// }
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private fun addDocuments(query : String) {
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val embeddingModel = OllamaEmbeddingModel(
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@@ -82,45 +145,49 @@ class Lama {
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ObservationRegistry.create(),
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ModelManagementOptions.defaults()
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)
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val gSearch = "https://psn.lunaticbum.kr/search?q=${query?.replace("오늘", SimpleDateFormat("yyyMMdd").format(Date()))}&language=auto&time_range=month&safesearch=0&categories=general&format=json"
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val gSearch = "https://psn.lunaticbum.kr/search?q=${query?.replace("오늘", SimpleDateFormat("yyyMMdd").format(Date()))}&language=ko&time_range=month&safesearch=0&categories=general&format=json"
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println("gSearch >>> ${gSearch}")
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val sdss = QPut(arrayListOf())
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WebClient.create().get()
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.uri(gSearch)
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.retrieve()
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.bodyToMono(SearXng::class.java).timeout(Duration.ofMinutes(20L)).block()?.let { gsResult ->
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gsResult.results?.filter { it.score > 0.5}?.forEach {
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gsResult.results?.filter { it.score > 0.3}?.forEach {
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qPointsCount += 1
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println("in filter")
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it.originQuery = query
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println("in filter ${it.url}")
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// it.originQuery = query
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val data = Gson().toJson(it)
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println(it.title)
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Jsoup.connect(it.url).get().html().let { text ->
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jsopFilter(it.url!!).let { text ->
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try {
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println("text >>>>> $text")
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it.pageData = chatClient.chat(OllamaApi.ChatRequest.Builder("phi4:14b").stream(false).format("json").messages(
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listOf(OllamaApi.Message.Builder(OllamaApi.Message.Role.USER).content("'${text}' 웹 페이지 모든 내욜을 복사 한건데 본문 내용만 정리해줘").build())
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).build()).message.content
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println("summary result >>>>> ${it.pageData}")
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val embeddingResponse = embeddingModel.call(
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EmbeddingRequest(
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listOf(data),
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OllamaOptions.builder()
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.model("nomic-embed-text")
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.truncate(false)
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.build()
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println("text >>>>> ${text?.chunked(50)?.first() ?: ""}")
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var dispoable = chatClient.chat(OllamaApi.ChatRequest.Builder("phi4:14b").stream(false).format("json").messages(
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listOf(OllamaApi.Message.Builder(OllamaApi.Message.Role.USER).content("원문:\n'${text}'\n원문의 웹 페이지 소스는 '$query'이 질문에 대해 연관 결과로 받은 내용이야. 해당 정보를 파악해서 'query:{질문},contents:{본문내용},summary:{요약},keywords:[키워드],related_links:[링크],relatedness_score:{0.0~10.0}'이 형식의 결과만들어줘 내용은 한국어로 부탁할께").build())
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).build()).toMono().subscribe({aiResponce ->
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it.pageData = aiResponce.message.content
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// println(aiResponce)
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println("summary result >>>>> ${it.pageData}")
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// it.originHtml = text
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val embeddingResponse = embeddingModel.call(
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EmbeddingRequest(
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listOf(data),
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OllamaOptions.builder()
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.model("nomic-embed-text")
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.truncate(false).build()
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)
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)
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)
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sdss.points.add(QData(id = qPointsCount,embeddingResponse.result.output,it))
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sdss.points.add(QData(id = qPointsCount,embeddingResponse.result.output,it))
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},{err->
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err.printStackTrace()
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})
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}catch (e : Exception) {
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e.printStackTrace()
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}
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}
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}
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}
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println("out filter")
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if (sdss.points.size > 0) {
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println("sdss.points.size ${sdss.points.size} ${Gson().toJson(sdss)}")
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val qUrl = "https://ollama.lunaticbum.kr/collections/blama_vectors".plus("/points")
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val client = WebClient.create()
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client.put()
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@@ -140,18 +207,19 @@ class Lama {
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var lists = client.post()
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.uri(qUrl)
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.header("api-key","blama-admin-key-gb")
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.body(BodyInserters.fromValue(Gson().toJson(QSearchData(embedFlots,5))))
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.body(BodyInserters.fromValue(Gson().toJson(QSearchData(embedFlots,3))))
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.retrieve()
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.bodyToMono(QSearch::class.java).timeout(Duration.ofMinutes(20L)).block()
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println(Gson().toJson(lists))
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return if (lists?.result?.size ?: 0 > 0) {
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val qContents = QContentsList()
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lists?.result?.forEach {
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qContents.ids.add(it.id)
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}
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val qCUrl = "https://ollama.lunaticbum.kr/collections/blama_vectors".plus("/points")
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val client2 = WebClient.create()
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client.post()
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client2.post()
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.uri(qCUrl)
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.header("api-key", "blama-admin-key-gb")
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.body(BodyInserters.fromValue(Gson().toJson(qContents)))
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