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Commit
·
9026aea
1
Parent(s):
d51e161
Add streaming API endpoint for Android app
Browse files- Add /chat/stream endpoint with SSE (Server-Sent Events)
- Prevent timeout issues for mobile clients
- Add Python test client (test_streaming.py)
- Add Android integration guide with Kotlin examples
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <[email protected]>
- ANDROID_STREAMING_GUIDE.md +431 -0
- app.py +80 -1
- main.py +80 -1
- test_streaming.py +175 -0
ANDROID_STREAMING_GUIDE.md
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| 1 |
+
# ChatBIA 안드로이드 스트리밍 연동 가이드
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| 2 |
+
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| 3 |
+
## 📡 API 엔드포인트
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| 4 |
+
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| 5 |
+
### 1. 일반 채팅 (비스트리밍)
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| 6 |
+
```
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| 7 |
+
POST /chat
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| 8 |
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```
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| 9 |
+
- **타임아웃 위험**: 긴 응답 시 타임아웃 발생 가능
|
| 10 |
+
- **안드로이드에서 권장하지 않음**
|
| 11 |
+
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| 12 |
+
### 2. 스트리밍 채팅 ✅ **권장**
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| 13 |
+
```
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| 14 |
+
POST /chat/stream
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| 15 |
+
```
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| 16 |
+
- **타임아웃 방지**: 토큰 단위로 실시간 수신
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| 17 |
+
- **안드로이드에 최적화**
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| 18 |
+
- **SSE (Server-Sent Events)** 방식
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| 19 |
+
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| 20 |
+
---
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| 21 |
+
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| 22 |
+
## 🔧 안드로이드 구현 (Kotlin)
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| 23 |
+
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| 24 |
+
### 1. build.gradle 의존성 추가
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| 25 |
+
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| 26 |
+
```gradle
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| 27 |
+
dependencies {
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| 28 |
+
// OkHttp for SSE streaming
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| 29 |
+
implementation("com.squareup.okhttp3:okhttp:4.12.0")
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| 30 |
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implementation("com.squareup.okhttp3:okhttp-sse:4.12.0")
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| 31 |
+
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| 32 |
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// JSON 파싱
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| 33 |
+
implementation("com.google.code.gson:gson:2.10.1")
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| 34 |
+
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| 35 |
+
// Coroutines
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| 36 |
+
implementation("org.jetbrains.kotlinx:kotlinx-coroutines-android:1.7.3")
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| 37 |
+
}
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| 38 |
+
```
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| 39 |
+
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| 40 |
+
### 2. 데이터 모델
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| 41 |
+
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| 42 |
+
```kotlin
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| 43 |
+
// ChatRequest.kt
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| 44 |
+
data class ChatRequest(
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| 45 |
+
val message: String,
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| 46 |
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val mode: String = "bsl", // "bsl" or "general"
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| 47 |
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val max_tokens: Int = 1024,
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| 48 |
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val temperature: Float = 0.7f
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| 49 |
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)
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| 50 |
+
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| 51 |
+
// StreamingResponse.kt
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| 52 |
+
data class StreamingResponse(
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| 53 |
+
val token: String = "",
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| 54 |
+
val done: Boolean = false,
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| 55 |
+
val token_count: Int = 0,
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| 56 |
+
val mode: String = "",
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| 57 |
+
val error: String? = null
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| 58 |
+
)
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| 59 |
+
```
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| 60 |
+
|
| 61 |
+
### 3. ChatBIA API 클라이언트
|
| 62 |
+
|
| 63 |
+
```kotlin
|
| 64 |
+
// ChatBiaApiClient.kt
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| 65 |
+
import com.google.gson.Gson
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| 66 |
+
import kotlinx.coroutines.flow.Flow
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| 67 |
+
import kotlinx.coroutines.flow.flow
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| 68 |
+
import okhttp3.*
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| 69 |
+
import okhttp3.MediaType.Companion.toMediaType
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| 70 |
+
import okhttp3.RequestBody.Companion.toRequestBody
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| 71 |
+
import okhttp3.sse.EventSource
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| 72 |
+
import okhttp3.sse.EventSourceListener
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| 73 |
+
import okhttp3.sse.EventSources
|
| 74 |
+
import kotlin.coroutines.resume
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| 75 |
+
import kotlin.coroutines.resumeWithException
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| 76 |
+
import kotlin.coroutines.suspendCoroutine
|
| 77 |
+
|
| 78 |
+
class ChatBiaApiClient(private val baseUrl: String) {
|
| 79 |
+
|
| 80 |
+
private val client = OkHttpClient.Builder()
|
| 81 |
+
.connectTimeout(30, TimeUnit.SECONDS)
|
| 82 |
+
.readTimeout(60, TimeUnit.SECONDS) // 스트리밍은 긴 타임아웃
|
| 83 |
+
.writeTimeout(30, TimeUnit.SECONDS)
|
| 84 |
+
.build()
|
| 85 |
+
|
| 86 |
+
private val gson = Gson()
|
| 87 |
+
|
| 88 |
+
/**
|
| 89 |
+
* 스트리밍 채팅 (권장)
|
| 90 |
+
* Flow를 통해 토큰 단위로 실시간 수신
|
| 91 |
+
*/
|
| 92 |
+
fun chatStream(request: ChatRequest): Flow<StreamingResponse> = flow {
|
| 93 |
+
suspendCoroutine<Unit> { continuation ->
|
| 94 |
+
val url = "$baseUrl/chat/stream"
|
| 95 |
+
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| 96 |
+
// JSON 요청 body
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| 97 |
+
val jsonBody = gson.toJson(request)
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| 98 |
+
val requestBody = jsonBody.toRequestBody("application/json".toMediaType())
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| 99 |
+
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| 100 |
+
val httpRequest = Request.Builder()
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| 101 |
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.url(url)
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| 102 |
+
.post(requestBody)
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| 103 |
+
.addHeader("Accept", "text/event-stream")
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| 104 |
+
.build()
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| 105 |
+
|
| 106 |
+
// SSE EventSource 생성
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| 107 |
+
val eventSource = EventSources.createFactory(client)
|
| 108 |
+
.newEventSource(httpRequest, object : EventSourceListener() {
|
| 109 |
+
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| 110 |
+
override fun onOpen(eventSource: EventSource, response: Response) {
|
| 111 |
+
// 연결 성공
|
| 112 |
+
}
|
| 113 |
+
|
| 114 |
+
override fun onEvent(
|
| 115 |
+
eventSource: EventSource,
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| 116 |
+
id: String?,
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| 117 |
+
type: String?,
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| 118 |
+
data: String
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| 119 |
+
) {
|
| 120 |
+
try {
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| 121 |
+
val response = gson.fromJson(data, StreamingResponse::class.java)
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| 122 |
+
|
| 123 |
+
// Flow로 emit
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| 124 |
+
trySend(response)
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| 125 |
+
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| 126 |
+
// 완료 시 연결 종료
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| 127 |
+
if (response.done) {
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| 128 |
+
eventSource.cancel()
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| 129 |
+
continuation.resume(Unit)
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| 130 |
+
}
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| 131 |
+
|
| 132 |
+
} catch (e: Exception) {
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| 133 |
+
eventSource.cancel()
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| 134 |
+
continuation.resumeWithException(e)
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| 135 |
+
}
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| 136 |
+
}
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| 137 |
+
|
| 138 |
+
override fun onFailure(
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| 139 |
+
eventSource: EventSource,
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| 140 |
+
t: Throwable?,
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| 141 |
+
response: Response?
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| 142 |
+
) {
|
| 143 |
+
continuation.resumeWithException(
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| 144 |
+
t ?: Exception("SSE 연결 실패: ${response?.code}")
|
| 145 |
+
)
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| 146 |
+
}
|
| 147 |
+
|
| 148 |
+
override fun onClosed(eventSource: EventSource) {
|
| 149 |
+
if (!continuation.isCompleted) {
|
| 150 |
+
continuation.resume(Unit)
|
| 151 |
+
}
|
| 152 |
+
}
|
| 153 |
+
})
|
| 154 |
+
}
|
| 155 |
+
}
|
| 156 |
+
|
| 157 |
+
/**
|
| 158 |
+
* 일반 채팅 (비스트리밍)
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| 159 |
+
* 긴 응답 시 타임아웃 위험 있음
|
| 160 |
+
*/
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| 161 |
+
suspend fun chat(request: ChatRequest): ChatResponse = suspendCoroutine { continuation ->
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| 162 |
+
val url = "$baseUrl/chat"
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| 163 |
+
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| 164 |
+
val jsonBody = gson.toJson(request)
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| 165 |
+
val requestBody = jsonBody.toRequestBody("application/json".toMediaType())
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| 166 |
+
|
| 167 |
+
val httpRequest = Request.Builder()
|
| 168 |
+
.url(url)
|
| 169 |
+
.post(requestBody)
|
| 170 |
+
.build()
|
| 171 |
+
|
| 172 |
+
client.newCall(httpRequest).enqueue(object : Callback {
|
| 173 |
+
override fun onFailure(call: Call, e: IOException) {
|
| 174 |
+
continuation.resumeWithException(e)
|
| 175 |
+
}
|
| 176 |
+
|
| 177 |
+
override fun onResponse(call: Call, response: Response) {
|
| 178 |
+
if (response.isSuccessful) {
|
| 179 |
+
val body = response.body?.string()
|
| 180 |
+
val chatResponse = gson.fromJson(body, ChatResponse::class.java)
|
| 181 |
+
continuation.resume(chatResponse)
|
| 182 |
+
} else {
|
| 183 |
+
continuation.resumeWithException(
|
| 184 |
+
Exception("HTTP ${response.code}: ${response.message}")
|
| 185 |
+
)
|
| 186 |
+
}
|
| 187 |
+
}
|
| 188 |
+
})
|
| 189 |
+
}
|
| 190 |
+
|
| 191 |
+
data class ChatResponse(
|
| 192 |
+
val response: String,
|
| 193 |
+
val mode: String,
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| 194 |
+
val tokens: Int
|
| 195 |
+
)
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| 196 |
+
}
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| 197 |
+
```
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| 198 |
+
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| 199 |
+
### 4. ViewModel 사용 예제
|
| 200 |
+
|
| 201 |
+
```kotlin
|
| 202 |
+
// ChatViewModel.kt
|
| 203 |
+
import androidx.lifecycle.ViewModel
|
| 204 |
+
import androidx.lifecycle.viewModelScope
|
| 205 |
+
import kotlinx.coroutines.flow.MutableStateFlow
|
| 206 |
+
import kotlinx.coroutines.flow.StateFlow
|
| 207 |
+
import kotlinx.coroutines.flow.catch
|
| 208 |
+
import kotlinx.coroutines.launch
|
| 209 |
+
|
| 210 |
+
class ChatViewModel : ViewModel() {
|
| 211 |
+
|
| 212 |
+
private val apiClient = ChatBiaApiClient("https://your-hf-space.hf.space")
|
| 213 |
+
|
| 214 |
+
private val _chatState = MutableStateFlow("")
|
| 215 |
+
val chatState: StateFlow<String> = _chatState
|
| 216 |
+
|
| 217 |
+
private val _isLoading = MutableStateFlow(false)
|
| 218 |
+
val isLoading: StateFlow<Boolean> = _isLoading
|
| 219 |
+
|
| 220 |
+
/**
|
| 221 |
+
* 스트리밍 채팅 전송
|
| 222 |
+
*/
|
| 223 |
+
fun sendStreamingMessage(message: String, mode: String = "bsl") {
|
| 224 |
+
viewModelScope.launch {
|
| 225 |
+
_isLoading.value = true
|
| 226 |
+
_chatState.value = "" // 초기화
|
| 227 |
+
|
| 228 |
+
val request = ChatRequest(
|
| 229 |
+
message = message,
|
| 230 |
+
mode = mode,
|
| 231 |
+
max_tokens = 1024,
|
| 232 |
+
temperature = 0.7f
|
| 233 |
+
)
|
| 234 |
+
|
| 235 |
+
apiClient.chatStream(request)
|
| 236 |
+
.catch { e ->
|
| 237 |
+
_chatState.value = "오류: ${e.message}"
|
| 238 |
+
_isLoading.value = false
|
| 239 |
+
}
|
| 240 |
+
.collect { response ->
|
| 241 |
+
if (response.error != null) {
|
| 242 |
+
_chatState.value = "서버 오류: ${response.error}"
|
| 243 |
+
_isLoading.value = false
|
| 244 |
+
} else if (response.done) {
|
| 245 |
+
// 완료
|
| 246 |
+
_isLoading.value = false
|
| 247 |
+
} else {
|
| 248 |
+
// 토큰 추가
|
| 249 |
+
_chatState.value += response.token
|
| 250 |
+
}
|
| 251 |
+
}
|
| 252 |
+
}
|
| 253 |
+
}
|
| 254 |
+
}
|
| 255 |
+
```
|
| 256 |
+
|
| 257 |
+
### 5. Compose UI 예제
|
| 258 |
+
|
| 259 |
+
```kotlin
|
| 260 |
+
// ChatScreen.kt
|
| 261 |
+
import androidx.compose.foundation.layout.*
|
| 262 |
+
import androidx.compose.material3.*
|
| 263 |
+
import androidx.compose.runtime.*
|
| 264 |
+
import androidx.compose.ui.Modifier
|
| 265 |
+
import androidx.compose.ui.unit.dp
|
| 266 |
+
|
| 267 |
+
@Composable
|
| 268 |
+
fun ChatScreen(viewModel: ChatViewModel = viewModel()) {
|
| 269 |
+
|
| 270 |
+
val chatState by viewModel.chatState.collectAsState()
|
| 271 |
+
val isLoading by viewModel.isLoading.collectAsState()
|
| 272 |
+
var inputText by remember { mutableStateOf("") }
|
| 273 |
+
|
| 274 |
+
Column(
|
| 275 |
+
modifier = Modifier
|
| 276 |
+
.fillMaxSize()
|
| 277 |
+
.padding(16.dp)
|
| 278 |
+
) {
|
| 279 |
+
// 채팅 출력
|
| 280 |
+
Card(
|
| 281 |
+
modifier = Modifier
|
| 282 |
+
.fillMaxWidth()
|
| 283 |
+
.weight(1f)
|
| 284 |
+
) {
|
| 285 |
+
Text(
|
| 286 |
+
text = chatState,
|
| 287 |
+
modifier = Modifier.padding(16.dp)
|
| 288 |
+
)
|
| 289 |
+
}
|
| 290 |
+
|
| 291 |
+
Spacer(modifier = Modifier.height(16.dp))
|
| 292 |
+
|
| 293 |
+
// 입력 필드
|
| 294 |
+
Row(
|
| 295 |
+
modifier = Modifier.fillMaxWidth()
|
| 296 |
+
) {
|
| 297 |
+
OutlinedTextField(
|
| 298 |
+
value = inputText,
|
| 299 |
+
onValueChange = { inputText = it },
|
| 300 |
+
modifier = Modifier.weight(1f),
|
| 301 |
+
placeholder = { Text("메시지 입력...") },
|
| 302 |
+
enabled = !isLoading
|
| 303 |
+
)
|
| 304 |
+
|
| 305 |
+
Spacer(modifier = Modifier.width(8.dp))
|
| 306 |
+
|
| 307 |
+
Button(
|
| 308 |
+
onClick = {
|
| 309 |
+
if (inputText.isNotBlank()) {
|
| 310 |
+
viewModel.sendStreamingMessage(inputText)
|
| 311 |
+
inputText = ""
|
| 312 |
+
}
|
| 313 |
+
},
|
| 314 |
+
enabled = !isLoading
|
| 315 |
+
) {
|
| 316 |
+
Text(if (isLoading) "전송 중..." else "전송")
|
| 317 |
+
}
|
| 318 |
+
}
|
| 319 |
+
}
|
| 320 |
+
}
|
| 321 |
+
```
|
| 322 |
+
|
| 323 |
+
---
|
| 324 |
+
|
| 325 |
+
## 🧪 테스트 방법
|
| 326 |
+
|
| 327 |
+
### 1. 로컬 서버 실행
|
| 328 |
+
```bash
|
| 329 |
+
cd ChatBIA-Server
|
| 330 |
+
uvicorn main:app --host 0.0.0.0 --port 8000
|
| 331 |
+
```
|
| 332 |
+
|
| 333 |
+
### 2. Python 테스트
|
| 334 |
+
```bash
|
| 335 |
+
python test_streaming.py
|
| 336 |
+
```
|
| 337 |
+
|
| 338 |
+
### 3. 안드로이드 앱에서 연결
|
| 339 |
+
```kotlin
|
| 340 |
+
// 로컬 테스트 (에뮬레이터)
|
| 341 |
+
val apiClient = ChatBiaApiClient("http://10.0.2.2:8000")
|
| 342 |
+
|
| 343 |
+
// 실제 디바이스 (같은 네트워크)
|
| 344 |
+
val apiClient = ChatBiaApiClient("http://YOUR_IP:8000")
|
| 345 |
+
|
| 346 |
+
// Hugging Face Spaces (배포 후)
|
| 347 |
+
val apiClient = ChatBiaApiClient("https://your-space.hf.space")
|
| 348 |
+
```
|
| 349 |
+
|
| 350 |
+
---
|
| 351 |
+
|
| 352 |
+
## 📊 응답 형식
|
| 353 |
+
|
| 354 |
+
### 스트리밍 응답 (SSE)
|
| 355 |
+
```
|
| 356 |
+
data: {"token":"안녕","done":false,"token_count":1}
|
| 357 |
+
|
| 358 |
+
data: {"token":"하세요","done":false,"token_count":2}
|
| 359 |
+
|
| 360 |
+
data: {"token":"!","done":false,"token_count":3}
|
| 361 |
+
|
| 362 |
+
data: {"token":"","done":true,"token_count":3,"mode":"bsl"}
|
| 363 |
+
```
|
| 364 |
+
|
| 365 |
+
### 최종 응답
|
| 366 |
+
```json
|
| 367 |
+
{
|
| 368 |
+
"token": "",
|
| 369 |
+
"done": true,
|
| 370 |
+
"token_count": 150,
|
| 371 |
+
"mode": "bsl"
|
| 372 |
+
}
|
| 373 |
+
```
|
| 374 |
+
|
| 375 |
+
### 오류 응답
|
| 376 |
+
```json
|
| 377 |
+
{
|
| 378 |
+
"error": "오류 메시지",
|
| 379 |
+
"done": true
|
| 380 |
+
}
|
| 381 |
+
```
|
| 382 |
+
|
| 383 |
+
---
|
| 384 |
+
|
| 385 |
+
## ⚡ 성능 최적화 팁
|
| 386 |
+
|
| 387 |
+
1. **타임아웃 설정**
|
| 388 |
+
- Connect: 30초
|
| 389 |
+
- Read: 60초 (스트리밍)
|
| 390 |
+
- Write: 30초
|
| 391 |
+
|
| 392 |
+
2. **재연결 로직**
|
| 393 |
+
```kotlin
|
| 394 |
+
fun retryOnFailure(maxRetries: Int = 3) {
|
| 395 |
+
var attempts = 0
|
| 396 |
+
while (attempts < maxRetries) {
|
| 397 |
+
try {
|
| 398 |
+
chatStream(request).collect { }
|
| 399 |
+
break
|
| 400 |
+
} catch (e: Exception) {
|
| 401 |
+
attempts++
|
| 402 |
+
delay(2000 * attempts) // 지수 백오프
|
| 403 |
+
}
|
| 404 |
+
}
|
| 405 |
+
}
|
| 406 |
+
```
|
| 407 |
+
|
| 408 |
+
3. **메모리 관리**
|
| 409 |
+
- Flow를 사용하여 메모리 효율적으로 처리
|
| 410 |
+
- UI 업데이트는 StateFlow로 최적화
|
| 411 |
+
|
| 412 |
+
---
|
| 413 |
+
|
| 414 |
+
## 🚀 배포 후 사용
|
| 415 |
+
|
| 416 |
+
Hugging Face Spaces에 배포 후:
|
| 417 |
+
|
| 418 |
+
```kotlin
|
| 419 |
+
val BASE_URL = "https://your-username-chatbia-server.hf.space"
|
| 420 |
+
val apiClient = ChatBiaApiClient(BASE_URL)
|
| 421 |
+
```
|
| 422 |
+
|
| 423 |
+
**주의**: Hugging Face Spaces 무료 플랜은 CPU만 제공되므로 응답 속도가 느릴 수 있습니다. 스트리밍 방식이 더욱 중요합니다!
|
| 424 |
+
|
| 425 |
+
---
|
| 426 |
+
|
| 427 |
+
## 🔗 관련 문서
|
| 428 |
+
|
| 429 |
+
- [FastAPI Streaming](https://fastapi.tiangolo.com/advanced/custom-response/#streamingresponse)
|
| 430 |
+
- [OkHttp SSE](https://square.github.io/okhttp/recipes/#server-sent-events)
|
| 431 |
+
- [Kotlin Flow](https://kotlinlang.org/docs/flow.html)
|
app.py
CHANGED
|
@@ -4,9 +4,11 @@ ChatBIA Hugging Face Spaces API
|
|
| 4 |
"""
|
| 5 |
from fastapi import FastAPI, HTTPException
|
| 6 |
from fastapi.middleware.cors import CORSMiddleware
|
|
|
|
| 7 |
from pydantic import BaseModel
|
| 8 |
-
from typing import Optional
|
| 9 |
import os
|
|
|
|
| 10 |
from llama_cpp import Llama
|
| 11 |
from huggingface_hub import hf_hub_download
|
| 12 |
|
|
@@ -198,3 +200,80 @@ async def get_models():
|
|
| 198 |
"path": bsl_model_path
|
| 199 |
}
|
| 200 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 4 |
"""
|
| 5 |
from fastapi import FastAPI, HTTPException
|
| 6 |
from fastapi.middleware.cors import CORSMiddleware
|
| 7 |
+
from fastapi.responses import StreamingResponse
|
| 8 |
from pydantic import BaseModel
|
| 9 |
+
from typing import Optional, AsyncGenerator
|
| 10 |
import os
|
| 11 |
+
import json
|
| 12 |
from llama_cpp import Llama
|
| 13 |
from huggingface_hub import hf_hub_download
|
| 14 |
|
|
|
|
| 200 |
"path": bsl_model_path
|
| 201 |
}
|
| 202 |
}
|
| 203 |
+
|
| 204 |
+
|
| 205 |
+
@app.post("/chat/stream")
|
| 206 |
+
async def chat_stream(request: ChatRequest):
|
| 207 |
+
"""스트리밍 채팅 엔드포인트 (안드로이드/타임아웃 방지)"""
|
| 208 |
+
# 모델 선택
|
| 209 |
+
if request.mode == "general":
|
| 210 |
+
model = general_model
|
| 211 |
+
model_name = "General"
|
| 212 |
+
else:
|
| 213 |
+
model = bsl_model
|
| 214 |
+
model_name = "BSL"
|
| 215 |
+
|
| 216 |
+
# 모델이 없으면 에러
|
| 217 |
+
if model is None:
|
| 218 |
+
raise HTTPException(
|
| 219 |
+
status_code=503,
|
| 220 |
+
detail=f"{model_name} 모델이 로드되지 않았습니다."
|
| 221 |
+
)
|
| 222 |
+
|
| 223 |
+
async def generate_stream() -> AsyncGenerator[str, None]:
|
| 224 |
+
"""토큰 단위 스트리밍 제너레이터"""
|
| 225 |
+
try:
|
| 226 |
+
# 프롬프트 빌드
|
| 227 |
+
prompt = build_prompt(request.message, request.mode)
|
| 228 |
+
|
| 229 |
+
# 스트리밍 추론
|
| 230 |
+
stream = model(
|
| 231 |
+
prompt,
|
| 232 |
+
max_tokens=request.max_tokens,
|
| 233 |
+
temperature=request.temperature,
|
| 234 |
+
top_p=0.9,
|
| 235 |
+
top_k=40,
|
| 236 |
+
repeat_penalty=1.1,
|
| 237 |
+
stop=["<|im_end|>", "###", "\n\n\n"],
|
| 238 |
+
stream=True # 스트리밍 활성화
|
| 239 |
+
)
|
| 240 |
+
|
| 241 |
+
token_count = 0
|
| 242 |
+
for chunk in stream:
|
| 243 |
+
if "choices" in chunk and len(chunk["choices"]) > 0:
|
| 244 |
+
delta = chunk["choices"][0].get("text", "")
|
| 245 |
+
if delta:
|
| 246 |
+
token_count += 1
|
| 247 |
+
# SSE 형식: data: {json}\n\n
|
| 248 |
+
data = {
|
| 249 |
+
"token": delta,
|
| 250 |
+
"done": False,
|
| 251 |
+
"token_count": token_count
|
| 252 |
+
}
|
| 253 |
+
yield f"data: {json.dumps(data, ensure_ascii=False)}\n\n"
|
| 254 |
+
|
| 255 |
+
# 완료 신호
|
| 256 |
+
final_data = {
|
| 257 |
+
"token": "",
|
| 258 |
+
"done": True,
|
| 259 |
+
"token_count": token_count,
|
| 260 |
+
"mode": request.mode
|
| 261 |
+
}
|
| 262 |
+
yield f"data: {json.dumps(final_data, ensure_ascii=False)}\n\n"
|
| 263 |
+
|
| 264 |
+
except Exception as e:
|
| 265 |
+
error_data = {
|
| 266 |
+
"error": str(e),
|
| 267 |
+
"done": True
|
| 268 |
+
}
|
| 269 |
+
yield f"data: {json.dumps(error_data, ensure_ascii=False)}\n\n"
|
| 270 |
+
|
| 271 |
+
return StreamingResponse(
|
| 272 |
+
generate_stream(),
|
| 273 |
+
media_type="text/event-stream",
|
| 274 |
+
headers={
|
| 275 |
+
"Cache-Control": "no-cache",
|
| 276 |
+
"Connection": "keep-alive",
|
| 277 |
+
"X-Accel-Buffering": "no" # Nginx 버퍼링 비활성화
|
| 278 |
+
}
|
| 279 |
+
)
|
main.py
CHANGED
|
@@ -4,9 +4,11 @@ ChatBIA FastAPI Server
|
|
| 4 |
"""
|
| 5 |
from fastapi import FastAPI, HTTPException
|
| 6 |
from fastapi.middleware.cors import CORSMiddleware
|
|
|
|
| 7 |
from pydantic import BaseModel
|
| 8 |
-
from typing import Optional, List
|
| 9 |
import os
|
|
|
|
| 10 |
from llama_cpp import Llama
|
| 11 |
|
| 12 |
app = FastAPI(
|
|
@@ -183,6 +185,83 @@ async def get_models():
|
|
| 183 |
}
|
| 184 |
|
| 185 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
| 186 |
if __name__ == "__main__":
|
| 187 |
import uvicorn
|
| 188 |
uvicorn.run(
|
|
|
|
| 4 |
"""
|
| 5 |
from fastapi import FastAPI, HTTPException
|
| 6 |
from fastapi.middleware.cors import CORSMiddleware
|
| 7 |
+
from fastapi.responses import StreamingResponse
|
| 8 |
from pydantic import BaseModel
|
| 9 |
+
from typing import Optional, List, AsyncGenerator
|
| 10 |
import os
|
| 11 |
+
import json
|
| 12 |
from llama_cpp import Llama
|
| 13 |
|
| 14 |
app = FastAPI(
|
|
|
|
| 185 |
}
|
| 186 |
|
| 187 |
|
| 188 |
+
@app.post("/chat/stream")
|
| 189 |
+
async def chat_stream(request: ChatRequest):
|
| 190 |
+
"""스트리밍 채팅 엔드포인트 (안드로이드/타임아웃 방지)"""
|
| 191 |
+
# 모델 선택
|
| 192 |
+
if request.mode == "general":
|
| 193 |
+
model = general_model
|
| 194 |
+
model_name = "General"
|
| 195 |
+
else:
|
| 196 |
+
model = bsl_model
|
| 197 |
+
model_name = "BSL"
|
| 198 |
+
|
| 199 |
+
# 모델이 없으면 에러
|
| 200 |
+
if model is None:
|
| 201 |
+
raise HTTPException(
|
| 202 |
+
status_code=503,
|
| 203 |
+
detail=f"{model_name} 모델이 로드되지 않았습니다."
|
| 204 |
+
)
|
| 205 |
+
|
| 206 |
+
async def generate_stream() -> AsyncGenerator[str, None]:
|
| 207 |
+
"""토큰 단위 스트리밍 제너레이터"""
|
| 208 |
+
try:
|
| 209 |
+
# 프롬프트 빌드
|
| 210 |
+
prompt = build_prompt(request.message, request.mode)
|
| 211 |
+
|
| 212 |
+
# 스트리밍 추론
|
| 213 |
+
stream = model(
|
| 214 |
+
prompt,
|
| 215 |
+
max_tokens=request.max_tokens,
|
| 216 |
+
temperature=request.temperature,
|
| 217 |
+
top_p=0.9,
|
| 218 |
+
top_k=40,
|
| 219 |
+
repeat_penalty=1.1,
|
| 220 |
+
stop=["<|im_end|>", "###", "\n\n\n"],
|
| 221 |
+
stream=True # 스트리밍 활성화
|
| 222 |
+
)
|
| 223 |
+
|
| 224 |
+
token_count = 0
|
| 225 |
+
for chunk in stream:
|
| 226 |
+
if "choices" in chunk and len(chunk["choices"]) > 0:
|
| 227 |
+
delta = chunk["choices"][0].get("text", "")
|
| 228 |
+
if delta:
|
| 229 |
+
token_count += 1
|
| 230 |
+
# SSE 형식: data: {json}\n\n
|
| 231 |
+
data = {
|
| 232 |
+
"token": delta,
|
| 233 |
+
"done": False,
|
| 234 |
+
"token_count": token_count
|
| 235 |
+
}
|
| 236 |
+
yield f"data: {json.dumps(data, ensure_ascii=False)}\n\n"
|
| 237 |
+
|
| 238 |
+
# 완료 신호
|
| 239 |
+
final_data = {
|
| 240 |
+
"token": "",
|
| 241 |
+
"done": True,
|
| 242 |
+
"token_count": token_count,
|
| 243 |
+
"mode": request.mode
|
| 244 |
+
}
|
| 245 |
+
yield f"data: {json.dumps(final_data, ensure_ascii=False)}\n\n"
|
| 246 |
+
|
| 247 |
+
except Exception as e:
|
| 248 |
+
error_data = {
|
| 249 |
+
"error": str(e),
|
| 250 |
+
"done": True
|
| 251 |
+
}
|
| 252 |
+
yield f"data: {json.dumps(error_data, ensure_ascii=False)}\n\n"
|
| 253 |
+
|
| 254 |
+
return StreamingResponse(
|
| 255 |
+
generate_stream(),
|
| 256 |
+
media_type="text/event-stream",
|
| 257 |
+
headers={
|
| 258 |
+
"Cache-Control": "no-cache",
|
| 259 |
+
"Connection": "keep-alive",
|
| 260 |
+
"X-Accel-Buffering": "no" # Nginx 버퍼링 비활성화
|
| 261 |
+
}
|
| 262 |
+
)
|
| 263 |
+
|
| 264 |
+
|
| 265 |
if __name__ == "__main__":
|
| 266 |
import uvicorn
|
| 267 |
uvicorn.run(
|
test_streaming.py
ADDED
|
@@ -0,0 +1,175 @@
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
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|
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|
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|
|
|
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|
|
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|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env python
|
| 2 |
+
# -*- coding: utf-8 -*-
|
| 3 |
+
"""
|
| 4 |
+
ChatBIA Streaming API 테스트 클라이언트
|
| 5 |
+
"""
|
| 6 |
+
import requests
|
| 7 |
+
import json
|
| 8 |
+
import sys
|
| 9 |
+
import io
|
| 10 |
+
|
| 11 |
+
if sys.platform == 'win32':
|
| 12 |
+
sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding='utf-8')
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
def test_streaming_chat(base_url: str, message: str, mode: str = "bsl"):
|
| 16 |
+
"""
|
| 17 |
+
스트리밍 채팅 테스트
|
| 18 |
+
|
| 19 |
+
Args:
|
| 20 |
+
base_url: API 서버 URL (예: http://localhost:8000)
|
| 21 |
+
message: 사용자 메시지
|
| 22 |
+
mode: "bsl" 또는 "general"
|
| 23 |
+
"""
|
| 24 |
+
url = f"{base_url}/chat/stream"
|
| 25 |
+
|
| 26 |
+
payload = {
|
| 27 |
+
"message": message,
|
| 28 |
+
"mode": mode,
|
| 29 |
+
"max_tokens": 512,
|
| 30 |
+
"temperature": 0.7
|
| 31 |
+
}
|
| 32 |
+
|
| 33 |
+
print(f"🔄 요청 전송: {message}")
|
| 34 |
+
print(f"📡 모드: {mode}")
|
| 35 |
+
print("=" * 60)
|
| 36 |
+
|
| 37 |
+
try:
|
| 38 |
+
# 스트리밍 요청
|
| 39 |
+
response = requests.post(
|
| 40 |
+
url,
|
| 41 |
+
json=payload,
|
| 42 |
+
stream=True, # 중요: 스트리밍 활성화
|
| 43 |
+
headers={
|
| 44 |
+
"Content-Type": "application/json",
|
| 45 |
+
"Accept": "text/event-stream"
|
| 46 |
+
},
|
| 47 |
+
timeout=120 # 2분 타임아웃 (충분히 긴 시간)
|
| 48 |
+
)
|
| 49 |
+
|
| 50 |
+
if response.status_code != 200:
|
| 51 |
+
print(f"❌ 오류: {response.status_code}")
|
| 52 |
+
print(response.text)
|
| 53 |
+
return
|
| 54 |
+
|
| 55 |
+
print("✅ 응답 수신 중...\n")
|
| 56 |
+
|
| 57 |
+
full_text = ""
|
| 58 |
+
token_count = 0
|
| 59 |
+
|
| 60 |
+
# SSE 스트림 읽기
|
| 61 |
+
for line in response.iter_lines():
|
| 62 |
+
if line:
|
| 63 |
+
line_str = line.decode('utf-8')
|
| 64 |
+
|
| 65 |
+
# SSE 형식: "data: {json}"
|
| 66 |
+
if line_str.startswith("data: "):
|
| 67 |
+
data_str = line_str[6:] # "data: " 제거
|
| 68 |
+
|
| 69 |
+
try:
|
| 70 |
+
data = json.loads(data_str)
|
| 71 |
+
|
| 72 |
+
# 에러 체크
|
| 73 |
+
if "error" in data:
|
| 74 |
+
print(f"\n❌ 서버 오류: {data['error']}")
|
| 75 |
+
break
|
| 76 |
+
|
| 77 |
+
# 토큰 출력
|
| 78 |
+
if not data.get("done", False):
|
| 79 |
+
token = data.get("token", "")
|
| 80 |
+
print(token, end="", flush=True)
|
| 81 |
+
full_text += token
|
| 82 |
+
token_count = data.get("token_count", token_count)
|
| 83 |
+
else:
|
| 84 |
+
# 완료
|
| 85 |
+
print(f"\n\n✅ 완료!")
|
| 86 |
+
print(f"📊 토큰 수: {data.get('token_count', token_count)}")
|
| 87 |
+
print(f"🎯 모드: {data.get('mode', mode)}")
|
| 88 |
+
break
|
| 89 |
+
|
| 90 |
+
except json.JSONDecodeError as e:
|
| 91 |
+
print(f"\n⚠️ JSON 파싱 오류: {e}")
|
| 92 |
+
print(f" 원본: {data_str}")
|
| 93 |
+
|
| 94 |
+
print("\n" + "=" * 60)
|
| 95 |
+
print(f"전체 응답 길이: {len(full_text)} 글자")
|
| 96 |
+
|
| 97 |
+
except requests.exceptions.Timeout:
|
| 98 |
+
print("❌ 타임아웃 오류: 서버 응답이 너무 느립니다.")
|
| 99 |
+
except requests.exceptions.ConnectionError:
|
| 100 |
+
print("❌ 연결 오류: 서버에 연결할 수 없습니다.")
|
| 101 |
+
except Exception as e:
|
| 102 |
+
print(f"❌ 예상치 못한 오류: {e}")
|
| 103 |
+
|
| 104 |
+
|
| 105 |
+
def test_regular_chat(base_url: str, message: str, mode: str = "bsl"):
|
| 106 |
+
"""
|
| 107 |
+
일반 (비스트리밍) 채팅 테스트
|
| 108 |
+
"""
|
| 109 |
+
url = f"{base_url}/chat"
|
| 110 |
+
|
| 111 |
+
payload = {
|
| 112 |
+
"message": message,
|
| 113 |
+
"mode": mode,
|
| 114 |
+
"max_tokens": 512,
|
| 115 |
+
"temperature": 0.7
|
| 116 |
+
}
|
| 117 |
+
|
| 118 |
+
print(f"🔄 일반 요청 전송: {message}")
|
| 119 |
+
print(f"📡 모드: {mode}")
|
| 120 |
+
print("=" * 60)
|
| 121 |
+
|
| 122 |
+
try:
|
| 123 |
+
response = requests.post(url, json=payload, timeout=60)
|
| 124 |
+
|
| 125 |
+
if response.status_code == 200:
|
| 126 |
+
result = response.json()
|
| 127 |
+
print("✅ 응답:\n")
|
| 128 |
+
print(result["response"])
|
| 129 |
+
print(f"\n📊 토큰 수: {result['tokens']}")
|
| 130 |
+
else:
|
| 131 |
+
print(f"❌ 오류: {response.status_code}")
|
| 132 |
+
print(response.text)
|
| 133 |
+
|
| 134 |
+
except Exception as e:
|
| 135 |
+
print(f"❌ 오류: {e}")
|
| 136 |
+
|
| 137 |
+
|
| 138 |
+
if __name__ == "__main__":
|
| 139 |
+
# 로컬 테스트
|
| 140 |
+
BASE_URL = "http://localhost:8000"
|
| 141 |
+
|
| 142 |
+
# Hugging Face Spaces 테스트 (배포 후)
|
| 143 |
+
# BASE_URL = "https://your-username-chatbia-server.hf.space"
|
| 144 |
+
|
| 145 |
+
print("=" * 60)
|
| 146 |
+
print("ChatBIA Streaming API 테스트")
|
| 147 |
+
print("=" * 60)
|
| 148 |
+
|
| 149 |
+
# 테스트 1: 스트리밍 채팅 (BSL 모드)
|
| 150 |
+
print("\n[테스트 1] 스트리밍 채팅 - BSL 모드\n")
|
| 151 |
+
test_streaming_chat(
|
| 152 |
+
BASE_URL,
|
| 153 |
+
"5천만원 설비의 감가상각 계산해줘. 내용연수는 10년이고 잔존가치는 10%야.",
|
| 154 |
+
mode="bsl"
|
| 155 |
+
)
|
| 156 |
+
|
| 157 |
+
print("\n" + "=" * 60 + "\n")
|
| 158 |
+
|
| 159 |
+
# 테스트 2: 스트리밍 채팅 (일반 모드)
|
| 160 |
+
print("\n[테스트 2] 스트리밍 채팅 - 일반 모드\n")
|
| 161 |
+
test_streaming_chat(
|
| 162 |
+
BASE_URL,
|
| 163 |
+
"회계에서 감가상각이 뭐야?",
|
| 164 |
+
mode="general"
|
| 165 |
+
)
|
| 166 |
+
|
| 167 |
+
print("\n" + "=" * 60 + "\n")
|
| 168 |
+
|
| 169 |
+
# 테스트 3: 일반 채팅 (비스트리밍) - 비교용
|
| 170 |
+
print("\n[테스트 3] 일반 채팅 (비스트리밍) - 비교용\n")
|
| 171 |
+
test_regular_chat(
|
| 172 |
+
BASE_URL,
|
| 173 |
+
"안녕하세요!",
|
| 174 |
+
mode="bsl"
|
| 175 |
+
)
|