-
Notifications
You must be signed in to change notification settings - Fork 10
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
5 changed files
with
65 additions
and
3 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Empty file.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,34 @@ | ||
from pathlib import Path | ||
|
||
from PIL import Image | ||
|
||
from app.Services.transformers_service import TransformersService | ||
from app.util.calculate_vectors_cosine import calculate_vectors_cosine | ||
|
||
|
||
class TestTransformersService: | ||
|
||
def setup_class(self): | ||
self.transformers_service = TransformersService() | ||
self.assets_root = Path(__file__).parent / '..' / 'assets' | ||
|
||
def test_get_image_vector(self): | ||
vector1 = self.transformers_service.get_image_vector(Image.open(self.assets_root / 'test_images/cat_0.jpg')) | ||
vector2 = self.transformers_service.get_image_vector(Image.open(self.assets_root / '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 |