Transformers provides APIs and tools to easily download and fine-tune state-of-the-art pretrained models, for use across NLP, computer vision, audio, and more.
Below, we include a list of the latest images available on AWS, which come pre-packaged with transformers and datasets libraries for your convenience. Check out some of the tutorials in the reference section for more information!
To find the latest supported versions of the HF DLCs, check out https://aws.amazon.com/releasenotes/dlc-support-policy/
| Framework Version | Image Type | Image URI | Size (GB) | Pushed At | Details |
|---|---|---|---|---|---|
| 2.3 | gpu | 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-training:2.3.0-transformers4.48.0-gpu-py311-cu121-ubuntu20.04-v2.1 | 8.75 | 2025-03-14 13:15:19 | Details |
# create Hugging Face Model Class
huggingface_model = HuggingFaceModel(
image_uri=get_huggingface_llm_image_uri("huggingface",version="2.3"),
env=<insert_hub_obj>,
role=<insert_role>,
)
# deploy model to SageMaker Inference
predictor = huggingface_model.deploy(
initial_instance_count=1,
instance_type="ml.g6.48xlarge",
container_startup_health_check_timeout=2400,
)| Framework Version | Image Type | Image URI | Size (GB) | Pushed At | Details |
|---|---|---|---|---|---|
| 2.3 | gpu | 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-inference:2.3.0-transformers4.48.0-gpu-py311-cu121-ubuntu22.04-v2.1 | 9.12 | 2025-03-03 18:16:45 | Details |
| 2.3 | cpu | 763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-inference:2.3.0-transformers4.48.0-cpu-py311-ubuntu22.04-v2.1 | 1.39 | 2025-03-03 18:04:16 | Details |
# create Hugging Face Model Class
huggingface_model = HuggingFaceModel(
image_uri=get_huggingface_llm_image_uri("huggingface",version="2.3"),
env=<insert_hub_obj>,
role=<insert_role>,
)
# deploy model to SageMaker Inference
predictor = huggingface_model.deploy(
initial_instance_count=1,
instance_type="ml.g6.48xlarge",
container_startup_health_check_timeout=2400,
)