yolov10/tests/test_explorer.py
Ayush Chaurasia aca8eb1fd4
ultralytics 8.0.236 dataset semantic & SQL search API (#7136)
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Laughing-q <1182102784@qq.com>
2024-01-06 19:53:25 +01:00

51 lines
1.6 KiB
Python

from ultralytics import Explorer
def test_similarity():
exp = Explorer()
exp.create_embeddings_table()
similar = exp.get_similar(idx=1)
assert len(similar) == 25
similar = exp.get_similar(img='https://ultralytics.com/images/zidane.jpg')
assert len(similar) == 25
similar = exp.get_similar(idx=[1, 2], limit=10)
assert len(similar) == 10
sim_idx = exp.similarity_index()
assert len(sim_idx) > 0
sql = exp.sql_query("WHERE labels LIKE '%person%'")
len(sql) > 0
def test_det():
exp = Explorer(data='coco8.yaml', model='yolov8n.pt')
exp.create_embeddings_table(force=True)
assert len(exp.table.head()['bboxes']) > 0
similar = exp.get_similar(idx=[1, 2], limit=10)
assert len(similar) > 0
# This is a loose test, just checks errors not correctness
similar = exp.plot_similar(idx=[1, 2], limit=10)
assert similar is not None
similar.show()
def test_seg():
exp = Explorer(data='coco8-seg.yaml', model='yolov8n-seg.pt')
exp.create_embeddings_table(force=True)
assert len(exp.table.head()['masks']) > 0
similar = exp.get_similar(idx=[1, 2], limit=10)
assert len(similar) > 0
similar = exp.plot_similar(idx=[1, 2], limit=10)
assert similar is not None
similar.show()
def test_pose():
exp = Explorer(data='coco8-pose.yaml', model='yolov8n-pose.pt')
exp.create_embeddings_table(force=True)
assert len(exp.table.head()['keypoints']) > 0
similar = exp.get_similar(idx=[1, 2], limit=10)
assert len(similar) > 0
similar = exp.plot_similar(idx=[1, 2], limit=10)
assert similar is not None
similar.show()