# SGLang — alternative LLM serving engine, stood up on fv-ml1 to bench # head-to-head against vLLM on the same model + hardware. # # Bench-oriented (not yet a permanent service): point it at the SAME checkpoint # vLLM serves, give it an EXCLUSIVE GPU (fair benches need no co-tenants), and # drive both engines with one common load generator. If SGLang wins decisively, # promote this to a real stack; otherwise tear it down after the bench. # # SGLang 0.5.13 supports our formats on Blackwell sm_120: compressed-tensors # (the llm-compressor NVFP4 W4A4 output), fp8, modelopt_fp4, petit_nvfp4, and # fp4_e2m1 KV. So SGLANG_QUANT can be compressed-tensors (NVFP4) or fp8. # # All tunables in .env — edit that, not this file. services: sglang: image: lmsysorg/sglang:${SGLANG_VERSION} container_name: sglang restart: unless-stopped ipc: host # SGLang needs large shared memory ports: - "${SGLANG_PORT}:30000" volumes: - /tank/aimodels:/aimodels:ro # NVFP4 checkpoints + HF cache live here environment: - HF_HOME=/aimodels/huggingface - HF_HUB_CACHE=/aimodels/huggingface/hub command: - python3 - -m - sglang.launch_server - --model-path - ${SGLANG_MODEL} # e.g. /aimodels/nvfp4/granite-4.1-8b-NVFP4-W4A4-test - --served-model-name - ${SGLANG_SERVED_NAME} - --host - 0.0.0.0 - --port - "30000" - --quantization - ${SGLANG_QUANT} # compressed-tensors (NVFP4) | fp8 - --kv-cache-dtype - ${SGLANG_KV_DTYPE:-fp8_e4m3} - --context-length - ${SGLANG_CTX_LEN:-65536} - --mem-fraction-static - ${SGLANG_MEM_FRACTION:-0.85} # SGLang's analog of vLLM gpu-memory-utilization - --tp - "1" deploy: resources: reservations: devices: - driver: nvidia device_ids: - "${SGLANG_GPU_ID}" # exclusive GPU for a fair bench capabilities: - gpu healthcheck: test: ["CMD-SHELL", "python3 -c \"import urllib.request,sys; sys.exit(0 if urllib.request.urlopen('http://localhost:30000/health').status==200 else 1)\""] interval: 30s timeout: 10s retries: 3 start_period: 300s networks: - tnet labels: - homepage.group=AI Systems - homepage.name=SGLang (bench) - homepage.icon=mdi-speedometer - homepage.description=SGLang serving — vLLM bench comparison (fv-ml1) - homepage.href=http://10.251.50.54:${SGLANG_PORT} networks: tnet: name: traefik-net external: true