|
| 1 | +--- |
| 2 | +title: OpenWebUI + Olla (OpenAI API) Integration |
| 3 | +description: Configure OpenWebUI to talk to multiple OpenAI‑compatible backends via Olla’s /olla/openai/v1 proxy. Load‑balancing, failover, streaming, and model unification for vLLM, SGLang, and other OpenAI‑compatible servers. |
| 4 | +keywords: OpenWebUI, Olla, OpenAI API, vLLM, SGLang, LM Studio, load balancing, model unification |
| 5 | +--- |
| 6 | + |
| 7 | +# OpenWebUI Integration with OpenAI |
| 8 | + |
| 9 | +OpenWebUI can speak to any OpenAI‑compatible endpoint. Olla sits in front as a smart proxy, exposing a single **OpenAI API base** that merges multiple backends (e.g. vLLM, SGLang) and handles load‑balancing + failover. |
| 10 | + |
| 11 | +**Set in OpenWebUI:** |
| 12 | + |
| 13 | +```bash |
| 14 | +export OPENAI_API_BASE_URL="http://localhost:40114/olla/openai/v1" |
| 15 | +``` |
| 16 | + |
| 17 | +**What you get via Olla** |
| 18 | + |
| 19 | +* One stable OpenAI base URL for all backends |
| 20 | +* Priority/least‑connections load‑balancing and health checks |
| 21 | +* Streaming passthrough |
| 22 | +* Unified `/v1/models` across providers |
| 23 | + |
| 24 | +## Overview |
| 25 | + |
| 26 | +<table> |
| 27 | + <tr> |
| 28 | + <th>Project</th> |
| 29 | + <td><a href="https://github.com/open-webui/open-webui">github.com/open-webui/open-webui</a></td> |
| 30 | + </tr> |
| 31 | + <tr> |
| 32 | + <th>Integration Type</th> |
| 33 | + <td>Frontend UI</td> |
| 34 | + </tr> |
| 35 | + <tr> |
| 36 | + <th>Connection Method</th> |
| 37 | + <td>Open API Compatibility</td> |
| 38 | + </tr> |
| 39 | + <tr> |
| 40 | + <th> |
| 41 | + Features Supported <br/> |
| 42 | + <small>(via Olla)</small> |
| 43 | + </th> |
| 44 | + <td> |
| 45 | + <ul> |
| 46 | + <li>Chat Interface</li> |
| 47 | + <li>Model Selection</li> |
| 48 | + <li>Streaming Responses</li> |
| 49 | + </ul> |
| 50 | + </td> |
| 51 | + </tr> |
| 52 | + <tr> |
| 53 | + <th>Configuration</th> |
| 54 | + <td> |
| 55 | + Set <code>OPENAI_API_BASE_URL</code> to Olla OpenAI endpoint <br/> |
| 56 | + ``` |
| 57 | + export OPENAI_API_BASE_URL="http://localhost:40114/olla/openai/v1" |
| 58 | + ``` |
| 59 | + </td> |
| 60 | + </tr> |
| 61 | + <tr> |
| 62 | + <th>Example</th> |
| 63 | + <td> |
| 64 | + You can find an example of integration in <code>examples/ollama-openwebui</code> for Ollama as a full example, just remember to change to <code>OPENAI_API_BASE_URL</code>. |
| 65 | + </td> |
| 66 | + </tr> |
| 67 | +</table> |
| 68 | + |
| 69 | +## Architecture |
| 70 | + |
| 71 | +``` |
| 72 | +┌─────────────┐ ┌───────── Olla (40114) ──────┐ ┌─────────────────────┐ |
| 73 | +│ OpenWebUI │ ───▶│ /olla/openai/v1 (proxy) │ ───▶ │ vLLM :8000 (/v1/*) │ |
| 74 | +│ (3000) │ │ • LB + failover │ └─────────────────────┘ |
| 75 | +└─────────────┘ │ • health checks │ ┌─────────────────────┐ |
| 76 | + │ • model unification (/v1) │ ───▶ │ SGLang :30000 (/v1) │ |
| 77 | + └─────────────────────────────┘ └─────────────────────┘ |
| 78 | +``` |
| 79 | + |
| 80 | + |
| 81 | + |
| 82 | +# Quick Start (Docker Compose) |
| 83 | + |
| 84 | +Create **`compose.yaml`**: |
| 85 | + |
| 86 | +```yaml |
| 87 | +services: |
| 88 | + olla: |
| 89 | + image: ghcr.io/thushan/olla:latest |
| 90 | + container_name: olla |
| 91 | + restart: unless-stopped |
| 92 | + ports: |
| 93 | + - "40114:40114" |
| 94 | + volumes: |
| 95 | + - ./olla.yaml:/app/config.yaml:ro |
| 96 | + - ./logs:/app/logs |
| 97 | + healthcheck: |
| 98 | + test: ["CMD", "wget", "--quiet", "--tries=1", "--spider", "http://localhost:40114/internal/health"] |
| 99 | + interval: 30s |
| 100 | + timeout: 5s |
| 101 | + retries: 3 |
| 102 | + start_period: 10s |
| 103 | + |
| 104 | + openwebui: |
| 105 | + image: ghcr.io/open-webui/open-webui:main |
| 106 | + container_name: openwebui |
| 107 | + restart: unless-stopped |
| 108 | + ports: |
| 109 | + - "3000:8080" |
| 110 | + volumes: |
| 111 | + - openwebui_data:/app/backend/data |
| 112 | + environment: |
| 113 | + - OPENAI_API_BASE_URL=http://olla:40114/olla/openai/v1 |
| 114 | + - WEBUI_NAME=Olla + OpenWebUI |
| 115 | + - WEBUI_URL=http://localhost:3000 |
| 116 | + depends_on: |
| 117 | + olla: |
| 118 | + condition: service_healthy |
| 119 | + |
| 120 | +volumes: |
| 121 | + openwebui_data: |
| 122 | + driver: local |
| 123 | +``` |
| 124 | +
|
| 125 | +Create **`olla.yaml`** (static discovery example): |
| 126 | + |
| 127 | +```yaml |
| 128 | +server: |
| 129 | + host: 0.0.0.0 |
| 130 | + port: 40114 |
| 131 | +
|
| 132 | +proxy: |
| 133 | + engine: sherpa # or: olla (lower overhead), test both |
| 134 | + load_balancer: priority # or: least-connections |
| 135 | +
|
| 136 | +# Service discovery of OpenAI-compatible backends |
| 137 | +# (Each backend must expose /v1/*; Olla will translate as needed.) |
| 138 | +discovery: |
| 139 | + type: static |
| 140 | + static: |
| 141 | + endpoints: |
| 142 | + - url: http://192.168.1.100:8000 |
| 143 | + name: gpu-vllm |
| 144 | + type: vllm |
| 145 | + priority: 100 |
| 146 | +
|
| 147 | + - url: http://192.168.1.101:30000 |
| 148 | + name: gpu-sglang |
| 149 | + type: sglang |
| 150 | + priority: 50 |
| 151 | +
|
| 152 | +# Optional timeouts & streaming profile |
| 153 | +# proxy: |
| 154 | +# response_timeout: 1800s |
| 155 | +# read_timeout: 600s |
| 156 | +# profile: streaming |
| 157 | +``` |
| 158 | + |
| 159 | +Bring it up: |
| 160 | + |
| 161 | +```bash |
| 162 | +docker compose up -d |
| 163 | +``` |
| 164 | + |
| 165 | +OpenWebUI: [http://localhost:3000](http://localhost:3000) |
| 166 | + |
| 167 | + |
| 168 | + |
| 169 | +# Verifying via cURL |
| 170 | + |
| 171 | +List unified models: |
| 172 | + |
| 173 | +```bash |
| 174 | +curl http://localhost:40114/olla/openai/v1/models | jq |
| 175 | +``` |
| 176 | + |
| 177 | +Simple completion (non‑streaming): |
| 178 | + |
| 179 | +```bash |
| 180 | +curl -s http://localhost:40114/olla/openai/v1/chat/completions \ |
| 181 | + -H 'Content-Type: application/json' \ |
| 182 | + -d '{ |
| 183 | + "model": "gpt-oss-120b", |
| 184 | + "messages": [{"role":"user","content":"Hello from Olla"}] |
| 185 | + }' | jq |
| 186 | +``` |
| 187 | + |
| 188 | +Streaming (SSE): |
| 189 | + |
| 190 | +```bash |
| 191 | +curl -N http://localhost:40114/olla/openai/v1/chat/completions \ |
| 192 | + -H 'Content-Type: application/json' \ |
| 193 | + -d '{ |
| 194 | + "model": "gpt-oss-120b", |
| 195 | + "stream": true, |
| 196 | + "messages": [{"role":"user","content":"Stream test"}] |
| 197 | + }' |
| 198 | +``` |
| 199 | + |
| 200 | +Inspect Olla headers (which backend served the call): |
| 201 | + |
| 202 | +```bash |
| 203 | +curl -sI http://localhost:40114/internal/status/endpoints | sed -n '1,20p' |
| 204 | +# Look for: X-Olla-Endpoint, X-Olla-Backend-Type, X-Olla-Response-Time |
| 205 | +``` |
| 206 | + |
| 207 | + |
| 208 | + |
| 209 | +# OpenWebUI Configuration Notes |
| 210 | + |
| 211 | +* **Env var:** `OPENAI_API_BASE_URL` must point to Olla’s **/olla/openai/v1**. |
| 212 | +* **Model picker:** OpenWebUI’s model list is sourced from `/v1/models` (via Olla). If empty, see Troubleshooting. |
| 213 | +* **API keys:** If OpenWebUI prompts for an OpenAI key but your backends don’t require one, leave blank. |
| 214 | + |
| 215 | + |
| 216 | + |
| 217 | +# Multiple Backends (vLLM, SGLang, LM Studio) |
| 218 | + |
| 219 | +Add as many OpenAI‑compatible servers as you like. Priorities control routing. |
| 220 | + |
| 221 | +```yaml |
| 222 | +discovery: |
| 223 | + static: |
| 224 | + endpoints: |
| 225 | + - url: http://vllm-a:8000 |
| 226 | + name: vllm-a |
| 227 | + type: vllm |
| 228 | + priority: 100 |
| 229 | +
|
| 230 | + - url: http://sglang-b:30000 |
| 231 | + name: sglang-b |
| 232 | + type: sglang |
| 233 | + priority: 80 |
| 234 | +
|
| 235 | + - url: http://lmstudio-c:1234 |
| 236 | + name: lmstudio-c |
| 237 | + type: openai-compatible # generic OpenAI-compatible server |
| 238 | + priority: 60 |
| 239 | +``` |
| 240 | + |
| 241 | +> Tip: Use `least-connections` when all nodes are similar; use `priority` to prefer local/cheaper nodes. |
| 242 | + |
| 243 | + |
| 244 | + |
| 245 | +# Authentication (Front‑door keying via Nginx) |
| 246 | + |
| 247 | +Olla doesn’t issue/validate API keys (yet). To expose Olla publicly, front it with Nginx to enforce simple static keys. |
| 248 | + |
| 249 | +**`/etc/nginx/conf.d/olla.conf`** |
| 250 | + |
| 251 | +```nginx |
| 252 | +map $http_authorization $api_key_valid { |
| 253 | + default 0; |
| 254 | + ~*"Bearer (sk-thushan-XXXXXXXX|sk-yolo-YYYYYYYY)" 1; |
| 255 | +} |
| 256 | +
|
| 257 | +server { |
| 258 | + listen 80; |
| 259 | + server_name ai.example.com; |
| 260 | +
|
| 261 | + location /api/ { |
| 262 | + if ($api_key_valid = 0) { return 401; } |
| 263 | + proxy_pass http://localhost:40114; |
| 264 | + proxy_set_header Host $host; |
| 265 | + proxy_http_version 1.1; |
| 266 | + } |
| 267 | +} |
| 268 | +``` |
| 269 | + |
| 270 | +Then point external users to `http://ai.example.com/api/olla/openai/v1` and give them a matching `Authorization: Bearer ...`. |
| 271 | + |
| 272 | +> For more robust auth (rate limits, per‑key quotas, logs), put an API gateway (Traefik/Envoy/Kong) ahead of Olla. |
| 273 | + |
| 274 | + |
| 275 | + |
| 276 | +# Monitoring & Health |
| 277 | + |
| 278 | +**Olla health:** |
| 279 | + |
| 280 | +```bash |
| 281 | +curl http://localhost:40114/internal/health |
| 282 | +``` |
| 283 | + |
| 284 | +**Endpoint status:** |
| 285 | + |
| 286 | +```bash |
| 287 | +curl http://localhost:40114/internal/status/endpoints | jq |
| 288 | +``` |
| 289 | + |
| 290 | +**Unified models:** |
| 291 | + |
| 292 | +```bash |
| 293 | +curl http://localhost:40114/olla/openai/v1/models | jq |
| 294 | +``` |
| 295 | + |
| 296 | +**Logs:** |
| 297 | + |
| 298 | +```bash |
| 299 | +docker logs -f olla |
| 300 | +
|
| 301 | +docker logs -f openwebui |
| 302 | +``` |
| 303 | + |
| 304 | + |
| 305 | + |
| 306 | +# Troubleshooting |
| 307 | + |
| 308 | +**Models not appearing in OpenWebUI** |
| 309 | + |
| 310 | +1. Olla up? |
| 311 | + |
| 312 | +```bash |
| 313 | +curl http://localhost:40114/internal/health |
| 314 | +``` |
| 315 | + |
| 316 | +2. Backends discovered? |
| 317 | + |
| 318 | +```bash |
| 319 | +curl http://localhost:40114/internal/status/endpoints | jq |
| 320 | +``` |
| 321 | + |
| 322 | +3. Models resolvable? |
| 323 | + |
| 324 | +```bash |
| 325 | +curl http://localhost:40114/olla/openai/v1/models | jq |
| 326 | +``` |
| 327 | + |
| 328 | +4. OpenWebUI sees correct base? |
| 329 | + |
| 330 | +```bash |
| 331 | +docker exec openwebui env | grep OPENAI_API_BASE_URL |
| 332 | +``` |
| 333 | + |
| 334 | +**Connection refused from OpenWebUI → Olla** |
| 335 | + |
| 336 | +* Verify compose service names and ports |
| 337 | +* From container: `docker exec openwebui curl -sS olla:40114/internal/health` |
| 338 | + |
| 339 | +**Slow responses** |
| 340 | + |
| 341 | +* Switch to `proxy.engine: olla` or `profile: streaming` |
| 342 | +* Use `least-connections` for fairer distribution |
| 343 | +* Increase `proxy.response_timeout` for long generations |
| 344 | + |
| 345 | +**Docker networking (Linux)** |
| 346 | + |
| 347 | +* To hit host services: `http://172.17.0.1:<port>` |
| 348 | +* Remote nodes: use actual LAN IPs |
| 349 | + |
| 350 | + |
| 351 | + |
| 352 | +# Standalone (no compose) |
| 353 | + |
| 354 | +Run Olla locally: |
| 355 | + |
| 356 | +```bash |
| 357 | +olla --config ./olla.yaml |
| 358 | +``` |
| 359 | + |
| 360 | +Run OpenWebUI: |
| 361 | + |
| 362 | +```bash |
| 363 | +docker run -d --name openwebui \ |
| 364 | + -p 3000:8080 \ |
| 365 | + -v openwebui_data:/app/backend/data \ |
| 366 | + -e OPENAI_API_BASE_URL=http://host.docker.internal:40114/olla/openai/v1 \ |
| 367 | + ghcr.io/open-webui/open-webui:main |
| 368 | +``` |
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