AutoGPT/tests/test_image_gen.py

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import hashlib
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import os
import shutil
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import unittest
from pathlib import Path
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from PIL import Image
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from autogpt.commands.image_gen import generate_image, generate_image_with_sd_webui
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from autogpt.config import Config
from autogpt.workspace import Workspace
from tests.utils import requires_api_key
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def lst(txt):
"""Extract the file path from the output of `generate_image()`"""
return Path(txt.split(":")[1].strip())
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@unittest.skip("Skipping image generation tests")
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class TestImageGen(unittest.TestCase):
def setUp(self):
self.config = Config()
workspace_path = os.path.join(os.path.dirname(__file__), "workspace")
self.workspace_path = Workspace.make_workspace(workspace_path)
self.config.workspace_path = workspace_path
self.workspace = Workspace(workspace_path, restrict_to_workspace=True)
def tearDown(self) -> None:
shutil.rmtree(self.workspace_path)
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@requires_api_key("OPENAI_API_KEY")
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def test_dalle(self):
"""Test DALL-E image generation."""
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self.config.image_provider = "dalle"
# Test using size 256
image_path = lst(generate_image("astronaut riding a horse", 256))
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self.assertTrue(image_path.exists())
with Image.open(image_path) as img:
self.assertEqual(img.size, (256, 256))
image_path.unlink()
# Test using size 512
image_path = lst(generate_image("astronaut riding a horse", 512))
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with Image.open(image_path) as img:
self.assertEqual(img.size, (512, 512))
image_path.unlink()
@requires_api_key("HUGGINGFACE_API_TOKEN")
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def test_huggingface(self):
"""Test HuggingFace image generation."""
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self.config.image_provider = "huggingface"
# Test usin SD 1.4 model and size 512
self.config.huggingface_image_model = "CompVis/stable-diffusion-v1-4"
image_path = lst(generate_image("astronaut riding a horse", 512))
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self.assertTrue(image_path.exists())
with Image.open(image_path) as img:
self.assertEqual(img.size, (512, 512))
image_path.unlink()
# Test using SD 2.1 768 model and size 768
self.config.huggingface_image_model = "stabilityai/stable-diffusion-2-1"
image_path = lst(generate_image("astronaut riding a horse", 768))
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with Image.open(image_path) as img:
self.assertEqual(img.size, (768, 768))
image_path.unlink()
def test_sd_webui(self):
"""Test SD WebUI image generation."""
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self.config.image_provider = "sd_webui"
return
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# Test using size 128
image_path = lst(generate_image_with_sd_webui("astronaut riding a horse", 128))
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self.assertTrue(image_path.exists())
with Image.open(image_path) as img:
self.assertEqual(img.size, (128, 128))
image_path.unlink()
# Test using size 64 and negative prompt
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result = lst(
generate_image_with_sd_webui(
"astronaut riding a horse",
negative_prompt="horse",
size=64,
extra={"seed": 123},
)
)
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image_path = path_in_workspace(result)
with Image.open(image_path) as img:
self.assertEqual(img.size, (64, 64))
neg_image_hash = hashlib.md5(img.tobytes()).hexdigest()
image_path.unlink()
# Same test as above but without the negative prompt
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result = lst(
generate_image_with_sd_webui(
"astronaut riding a horse", image_size=64, size=1, extra={"seed": 123}
)
)
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image_path = path_in_workspace(result)
with Image.open(image_path) as img:
self.assertEqual(img.size, (64, 64))
image_hash = hashlib.md5(img.tobytes()).hexdigest()
image_path.unlink()
self.assertNotEqual(image_hash, neg_image_hash)
if __name__ == "__main__":
unittest.main()