Spaces:
Running
Running
File size: 1,697 Bytes
21db53c |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 |
from PIL import Image
from app.Services.transformers_service import TransformersService
from app.util.calculate_vectors_cosine import calculate_vectors_cosine
from ..assets import assets_path
class TestTransformersService:
def setup_class(self):
self.transformers_service = TransformersService()
def test_get_image_vector(self):
vector1 = self.transformers_service.get_image_vector(Image.open(assets_path / 'test_images/cat_0.jpg'))
vector2 = self.transformers_service.get_image_vector(Image.open(assets_path / 'test_images/cat_1.jpg'))
assert vector1.shape == (768,)
assert vector2.shape == (768,)
assert calculate_vectors_cosine(vector1, vector2) > 0.8
def test_get_text_vector(self):
vector1 = self.transformers_service.get_text_vector('1girl')
vector2 = self.transformers_service.get_text_vector('girl, solo')
assert vector1.shape == (768,)
assert vector2.shape == (768,)
assert calculate_vectors_cosine(vector1, vector2) > 0.8
def test_get_bert_vector(self):
vector1 = self.transformers_service.get_bert_vector('hi')
vector2 = self.transformers_service.get_bert_vector('hello')
assert vector1.shape == (768,)
assert vector2.shape == (768,)
assert calculate_vectors_cosine(vector1, vector2) > 0.8
def test_get_bert_vector_long_text(self):
vector1 = self.transformers_service.get_bert_vector('The quick brown fox jumps over the lazy dog ' * 100)
vector2 = self.transformers_service.get_bert_vector('我可以吞下玻璃而不伤身体' * 100)
assert vector1.shape == (768,)
assert vector2.shape == (768,)
|