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vllm-omni/examples/online_serving/lance/run_server.sh
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lishunyang 69bcc6416d [New Model] Lance (ByteDance) — unified AR+diffusion multimodal (#3697)
Adds Lance (bytedance-research/Lance), a 3B unified AR+diffusion
multimodal model on a Qwen2.5-VL backbone. Lance is BAGEL-lineage:
it reuses vLLM-Omni's BAGEL Mixture-of-Transformers core verbatim and
specializes only the ViT (Qwen2.5-VL vision), the VAE (Wan2.2) and the
checkpoint layout.

All six single-stage Lance modalities verified end-to-end on 1x B300:
t2i, t2v, image_edit, video_edit, x2t_image (image understanding) and
x2t_video (video understanding). 3-D mRoPE is wired through
BagelRotaryEmbedding for the x2t / video / edit paths. Includes the
upstream gap-analysis quality fixes (task-specific system prompts, full
Qwen chat template, upstream inference defaults and aspect-ratio
buckets).

Ships an offline example (examples/offline_inference/lance/), an
OpenAI-compatible online-serving example
(examples/online_serving/lance/) and an e2e test
(tests/e2e/online_serving/test_lance.py).

See LANCE_PR.md for the architecture rationale, per-modality status and
the two remaining follow-ups (two-stage AR+DiT, video_edit polish).

Closes #3697.

Signed-off-by: lishunyang <lishunyang03@gmail.com>
2026-05-18 22:09:14 +00:00

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#!/bin/bash
# Lance online serving startup script
MODEL="${MODEL:-bytedance-research/Lance}"
PORT="${PORT:-8091}"
DEPLOY_CONFIG="${DEPLOY_CONFIG:-vllm_omni/deploy/lance.yaml}"
echo "Starting Lance server..."
echo "Model: $MODEL"
echo "Deploy config: $DEPLOY_CONFIG"
echo "Port: $PORT"
vllm serve "$MODEL" --omni \
--deploy-config "$DEPLOY_CONFIG" \
--port "$PORT"