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Models

strands-sana registers 15 checkpoints across 7 pipeline kinds.

List at runtime

from strands_sana import sana_load_model

print(sana_load_model(model="list"))
print(sana_load_model(model="list", kind="video"))      # only video
print(sana_load_model(model="list", tag="sana-1.5"))    # only Sana-1.5

Image models

Alias Pipeline Resolution Params Use case
sana-0.6b-512 t2i 512 590M Fast iteration
sana-0.6b-1024 t2i 1024 590M Lightweight 1024
sana-1.6b-1024 t2i 1024 1.6B Default
sana-1.6b-multiling t2i 1024 1.6B Chinese/Emoji
sana-1.5-1.6b-1024 t2i 1024 1.6B Improved GenEval
sana-1.5-4.8b-1024 t2i 1024 4.8B Top quality
sana-1.6b-2k t2i 2048 1.6B 2K resolution
sana-1.6b-4k t2i 4096 1.6B 4K resolution
sana-sprint-0.6b-1024 sprint 1024 590M 1-2 step, ultra-fast
sana-sprint-1.6b-1024 sprint 1024 1.6B 1-2 step, top quality
sana-sprint-i2i-1.6b-1024 sprint-i2i 1024 1.6B Image-to-image

Video models

Alias Pipeline Resolution Frames Use case
sana-video-2b-480 video 480 121 Default 5s clip
sana-video-2b-720 video 720 121 720p with LTX-VAE
longsana-2b-480 video 480 720 Real-time minute-long
sana-video-i2v-480 image-to-video 480 121 Animate a still

Pipeline kinds

graph TB
    Wrapper["SanaPipelineWrapper"] --> T2I["t2i → SanaPipeline"]
    Wrapper --> PAG["pag → SanaPAGPipeline"]
    Wrapper --> Sprint["sprint → SanaSprintPipeline"]
    Wrapper --> SprintI2I["sprint-i2i → SanaSprintImg2ImgPipeline"]
    Wrapper --> Ctrl["controlnet → SanaControlNetPipeline"]
    Wrapper --> Vid["video → SanaVideoPipeline"]
    Wrapper --> I2V["image-to-video → SanaImageToVideoPipeline"]

Per-model defaults

Each model has tuned default_steps, default_guidance, default_frames. The wrapper uses these unless you override:

from strands_sana.models import get_model_info

info = get_model_info("sana-sprint-1.6b-1024")
print(info.default_steps)     # 2 — Sprint sweet spot
print(info.default_guidance)  # 0.0 — distilled, no CFG

Pre-download a checkpoint

from strands_sana import sana_prefetch_model

sana_prefetch_model(model="sana-1.6b-1024")
# Returns: { "local_path": "~/.cache/huggingface/hub/..." }