Sync from v0.13
This commit is contained in:
159
tests/multimodal/test_image.py
Normal file
159
tests/multimodal/test_image.py
Normal file
@@ -0,0 +1,159 @@
|
||||
# SPDX-License-Identifier: Apache-2.0
|
||||
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
|
||||
from pathlib import Path
|
||||
|
||||
import numpy as np
|
||||
import pytest
|
||||
from PIL import Image, ImageChops
|
||||
|
||||
from vllm.multimodal.image import ImageMediaIO, convert_image_mode
|
||||
|
||||
pytestmark = pytest.mark.cpu_test
|
||||
|
||||
ASSETS_DIR = Path(__file__).parent / "assets"
|
||||
assert ASSETS_DIR.exists()
|
||||
|
||||
|
||||
def test_rgb_to_rgb():
|
||||
# Start with an RGB image.
|
||||
original_image = Image.open(ASSETS_DIR / "image1.png").convert("RGB")
|
||||
converted_image = convert_image_mode(original_image, "RGB")
|
||||
|
||||
# RGB to RGB should be a no-op.
|
||||
diff = ImageChops.difference(original_image, converted_image)
|
||||
assert diff.getbbox() is None
|
||||
|
||||
|
||||
def test_rgba_to_rgb():
|
||||
original_image = Image.open(ASSETS_DIR / "rgba.png")
|
||||
original_image_numpy = np.array(original_image)
|
||||
|
||||
converted_image = convert_image_mode(original_image, "RGB")
|
||||
converted_image_numpy = np.array(converted_image)
|
||||
|
||||
for i in range(original_image_numpy.shape[0]):
|
||||
for j in range(original_image_numpy.shape[1]):
|
||||
# Verify that all transparent pixels are converted to white.
|
||||
if original_image_numpy[i][j][3] == 0:
|
||||
assert converted_image_numpy[i][j][0] == 255
|
||||
assert converted_image_numpy[i][j][1] == 255
|
||||
assert converted_image_numpy[i][j][2] == 255
|
||||
|
||||
|
||||
def test_rgba_to_rgb_custom_background(tmp_path):
|
||||
"""Test RGBA to RGB conversion with custom background colors."""
|
||||
# Create a simple RGBA image with transparent and opaque pixels
|
||||
rgba_image = Image.new("RGBA", (10, 10), (255, 0, 0, 255)) # Red with full opacity
|
||||
|
||||
# Make top-left quadrant transparent
|
||||
for i in range(5):
|
||||
for j in range(5):
|
||||
rgba_image.putpixel((i, j), (0, 0, 0, 0)) # Fully transparent
|
||||
|
||||
# Save the test image to tmp_path
|
||||
test_image_path = tmp_path / "test_rgba.png"
|
||||
rgba_image.save(test_image_path)
|
||||
|
||||
# Test 1: Default white background (backward compatibility)
|
||||
image_io_default = ImageMediaIO()
|
||||
converted_default = image_io_default.load_file(test_image_path)
|
||||
default_numpy = np.array(converted_default)
|
||||
|
||||
# Check transparent pixels are white
|
||||
assert default_numpy[0][0][0] == 255 # R
|
||||
assert default_numpy[0][0][1] == 255 # G
|
||||
assert default_numpy[0][0][2] == 255 # B
|
||||
# Check opaque pixels remain red
|
||||
assert default_numpy[5][5][0] == 255 # R
|
||||
assert default_numpy[5][5][1] == 0 # G
|
||||
assert default_numpy[5][5][2] == 0 # B
|
||||
|
||||
# Test 2: Custom black background via kwargs
|
||||
image_io_black = ImageMediaIO(rgba_background_color=(0, 0, 0))
|
||||
converted_black = image_io_black.load_file(test_image_path)
|
||||
black_numpy = np.array(converted_black)
|
||||
|
||||
# Check transparent pixels are black
|
||||
assert black_numpy[0][0][0] == 0 # R
|
||||
assert black_numpy[0][0][1] == 0 # G
|
||||
assert black_numpy[0][0][2] == 0 # B
|
||||
# Check opaque pixels remain red
|
||||
assert black_numpy[5][5][0] == 255 # R
|
||||
assert black_numpy[5][5][1] == 0 # G
|
||||
assert black_numpy[5][5][2] == 0 # B
|
||||
|
||||
# Test 3: Custom blue background via kwargs (as list)
|
||||
image_io_blue = ImageMediaIO(rgba_background_color=[0, 0, 255])
|
||||
converted_blue = image_io_blue.load_file(test_image_path)
|
||||
blue_numpy = np.array(converted_blue)
|
||||
|
||||
# Check transparent pixels are blue
|
||||
assert blue_numpy[0][0][0] == 0 # R
|
||||
assert blue_numpy[0][0][1] == 0 # G
|
||||
assert blue_numpy[0][0][2] == 255 # B
|
||||
|
||||
# Test 4: Test with load_bytes method
|
||||
with open(test_image_path, "rb") as f:
|
||||
image_data = f.read()
|
||||
|
||||
image_io_green = ImageMediaIO(rgba_background_color=(0, 255, 0))
|
||||
converted_green = image_io_green.load_bytes(image_data)
|
||||
green_numpy = np.array(converted_green)
|
||||
|
||||
# Check transparent pixels are green
|
||||
assert green_numpy[0][0][0] == 0 # R
|
||||
assert green_numpy[0][0][1] == 255 # G
|
||||
assert green_numpy[0][0][2] == 0 # B
|
||||
|
||||
|
||||
def test_rgba_background_color_validation():
|
||||
"""Test that invalid rgba_background_color values are properly rejected."""
|
||||
|
||||
# Test invalid types
|
||||
with pytest.raises(
|
||||
ValueError, match="rgba_background_color must be a list or tuple"
|
||||
):
|
||||
ImageMediaIO(rgba_background_color="255,255,255")
|
||||
|
||||
with pytest.raises(
|
||||
ValueError, match="rgba_background_color must be a list or tuple"
|
||||
):
|
||||
ImageMediaIO(rgba_background_color=255)
|
||||
|
||||
# Test wrong number of elements
|
||||
with pytest.raises(
|
||||
ValueError, match="rgba_background_color must be a list or tuple"
|
||||
):
|
||||
ImageMediaIO(rgba_background_color=(255, 255))
|
||||
|
||||
with pytest.raises(
|
||||
ValueError, match="rgba_background_color must be a list or tuple"
|
||||
):
|
||||
ImageMediaIO(rgba_background_color=(255, 255, 255, 255))
|
||||
|
||||
# Test non-integer values
|
||||
with pytest.raises(
|
||||
ValueError, match="rgba_background_color must be a list or tuple"
|
||||
):
|
||||
ImageMediaIO(rgba_background_color=(255.0, 255.0, 255.0))
|
||||
|
||||
with pytest.raises(
|
||||
ValueError, match="rgba_background_color must be a list or tuple"
|
||||
):
|
||||
ImageMediaIO(rgba_background_color=(255, "255", 255))
|
||||
|
||||
# Test out of range values
|
||||
with pytest.raises(
|
||||
ValueError, match="rgba_background_color must be a list or tuple"
|
||||
):
|
||||
ImageMediaIO(rgba_background_color=(256, 255, 255))
|
||||
|
||||
with pytest.raises(
|
||||
ValueError, match="rgba_background_color must be a list or tuple"
|
||||
):
|
||||
ImageMediaIO(rgba_background_color=(255, -1, 255))
|
||||
|
||||
# Test that valid values work
|
||||
ImageMediaIO(rgba_background_color=(0, 0, 0)) # Should not raise
|
||||
ImageMediaIO(rgba_background_color=[255, 255, 255]) # Should not raise
|
||||
ImageMediaIO(rgba_background_color=(128, 128, 128)) # Should not raise
|
||||
Reference in New Issue
Block a user