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diffusers/tests/models/testing_utils/utils.py
Sayak Paul f7fd76adcd [attention backends] fix ring CP for flash and flash 3 (#13182)
* tests: add cp backend and attention backend tests.

* up

* up

* up

* fix ring for flash and flash_3

* generate.

* Apply suggestions from code review

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* up

* up

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Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2026-04-24 20:35:08 -03:00

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712 B
Python

import torch
from diffusers.models.attention_dispatch import AttentionBackendName
_BF16_REQUIRED_BACKENDS = {
AttentionBackendName._NATIVE_CUDNN,
AttentionBackendName.FLASH_HUB,
AttentionBackendName._FLASH_3_HUB,
}
def _maybe_cast_to_bf16(backend, model, inputs_dict):
"""Cast model and floating-point inputs to bfloat16 when the backend requires it."""
if not backend or backend not in _BF16_REQUIRED_BACKENDS:
return model, inputs_dict
model = model.to(dtype=torch.bfloat16)
inputs_dict = {
k: v.to(dtype=torch.bfloat16) if isinstance(v, torch.Tensor) and v.is_floating_point() else v
for k, v in inputs_dict.items()
}
return model, inputs_dict