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vllm-omni/vllm_omni/deploy/lance.yaml
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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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YAML

# Lance-3B (ByteDance) deploy — single-stage, CUDA. Target: 1x NVIDIA A100 80GB.
#
# Lance is BAGEL-lineage (Qwen2-MoT unified AR+diffusion). The single-stage
# DiT stage is self-contained: it owns the Qwen2-MoT LLM, the Qwen2.5-VL ViT,
# the Wan2.2 VAE and the tokenizer (text2img / image_edit / x2t_image).
#
# Lance-3B BF16 footprint: ~7GB LLM + Qwen2.5-VL ViT + Wan2.2 VAE — comfortably
# within one A100 80GB. The video checkpoint (Lance_3B_Video) is a follow-up.
#
# Select via:
# vllm serve bytedance-research/Lance --omni \
# --deploy-config vllm_omni/deploy/lance.yaml
# or programmatically:
# Omni(model="bytedance-research/Lance",
# deploy_config_path="vllm_omni/deploy/lance.yaml")
pipeline: lance
async_chunk: false
stages:
- stage_id: 0
max_num_batched_tokens: 32768
max_num_seqs: 1
enforce_eager: true
trust_remote_code: true
enable_prefix_caching: false
devices: "0"
default_sampling_params:
seed: 42