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Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com> Co-authored-by: Muhammad Rizwan Munawar <chr043416@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
52 lines
1.6 KiB
Python
52 lines
1.6 KiB
Python
from ultralytics import Explorer
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from ultralytics.utils import ASSETS
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def test_similarity():
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exp = Explorer()
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exp.create_embeddings_table()
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similar = exp.get_similar(idx=1)
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assert len(similar) == 25
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similar = exp.get_similar(img=ASSETS / 'zidane.jpg')
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assert len(similar) == 25
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similar = exp.get_similar(idx=[1, 2], limit=10)
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assert len(similar) == 10
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sim_idx = exp.similarity_index()
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assert len(sim_idx) > 0
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sql = exp.sql_query("WHERE labels LIKE '%person%'")
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assert len(sql) > 0
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def test_det():
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exp = Explorer(data='coco8.yaml', model='yolov8n.pt')
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exp.create_embeddings_table(force=True)
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assert len(exp.table.head()['bboxes']) > 0
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similar = exp.get_similar(idx=[1, 2], limit=10)
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assert len(similar) > 0
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# This is a loose test, just checks errors not correctness
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similar = exp.plot_similar(idx=[1, 2], limit=10)
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assert similar is not None
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similar.show()
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def test_seg():
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exp = Explorer(data='coco8-seg.yaml', model='yolov8n-seg.pt')
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exp.create_embeddings_table(force=True)
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assert len(exp.table.head()['masks']) > 0
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similar = exp.get_similar(idx=[1, 2], limit=10)
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assert len(similar) > 0
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similar = exp.plot_similar(idx=[1, 2], limit=10)
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assert similar is not None
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similar.show()
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def test_pose():
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exp = Explorer(data='coco8-pose.yaml', model='yolov8n-pose.pt')
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exp.create_embeddings_table(force=True)
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assert len(exp.table.head()['keypoints']) > 0
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similar = exp.get_similar(idx=[1, 2], limit=10)
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assert len(similar) > 0
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similar = exp.plot_similar(idx=[1, 2], limit=10)
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assert similar is not None
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similar.show()
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