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SAM init with mask_decoder after #325

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Pierre Colle 2024-03-22 21:50:27 +00:00 committed by Colle
parent 5c937b184a
commit cba83b0558
2 changed files with 16 additions and 2 deletions
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4
src/refiners/foundationals/segment_anything/model.py
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@ -268,8 +268,8 @@ class SegmentAnythingH(SegmentAnything):
if mask_decoder: if mask_decoder:
assert ( assert (
mask_decoder.multimask_output == multimask_output multimask_output is None or mask_decoder.multimask_output == multimask_output
), f"mask_decoder.multimask_output {mask_decoder.multimask_output} should match multimask_output (${multimask_output})" ), f"mask_decoder.multimask_output {mask_decoder.multimask_output} should match multimask_output ({multimask_output})"
else: else:
mask_decoder = MaskDecoder(multimask_output) if multimask_output is not None else MaskDecoder() mask_decoder = MaskDecoder(multimask_output) if multimask_output is not None else MaskDecoder()

14
tests/foundationals/segment_anything/test_sam.py
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@ -21,6 +21,7 @@ from refiners.fluxion import manual_seed
from refiners.fluxion.model_converter import ModelConverter from refiners.fluxion.model_converter import ModelConverter
from refiners.fluxion.utils import image_to_tensor, load_tensors, no_grad from refiners.fluxion.utils import image_to_tensor, load_tensors, no_grad
from refiners.foundationals.segment_anything.image_encoder import FusedSelfAttention, RelativePositionAttention from refiners.foundationals.segment_anything.image_encoder import FusedSelfAttention, RelativePositionAttention
from refiners.foundationals.segment_anything.mask_decoder import MaskDecoder
from refiners.foundationals.segment_anything.model import ImageEmbedding, SegmentAnythingH from refiners.foundationals.segment_anything.model import ImageEmbedding, SegmentAnythingH
from refiners.foundationals.segment_anything.transformer import TwoWayTransformerLayer from refiners.foundationals.segment_anything.transformer import TwoWayTransformerLayer
@ -124,6 +125,19 @@ def test_fused_self_attention(facebook_sam_h: FacebookSAM) -> None:
assert torch.equal(input=y_1, other=y_2) assert torch.equal(input=y_1, other=y_2)
def test_mask_decoder_arg() -> None:
mask_decoder_default = MaskDecoder()
sam_h = SegmentAnythingH(mask_decoder=mask_decoder_default)
assert sam_h.mask_decoder == mask_decoder_default
def test_multimask_output_error() -> None:
mask_decoder_multimask_output = MaskDecoder(multimask_output=True)
with pytest.raises(AssertionError, match="multimask_output"):
SegmentAnythingH(mask_decoder=mask_decoder_multimask_output, multimask_output=False)
@no_grad() @no_grad()
def test_image_encoder(sam_h: SegmentAnythingH, facebook_sam_h: FacebookSAM, truck: Image.Image) -> None: def test_image_encoder(sam_h: SegmentAnythingH, facebook_sam_h: FacebookSAM, truck: Image.Image) -> None:
image_tensor = image_to_tensor(image=truck.resize(size=(1024, 1024)), device=facebook_sam_h.device) image_tensor = image_to_tensor(image=truck.resize(size=(1024, 1024)), device=facebook_sam_h.device)