206 lines
5.9 KiB
Python
206 lines
5.9 KiB
Python
import sys
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import traceback
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from io import BytesIO
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from logging import getLogger
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from logging.config import dictConfig
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from os import environ, path
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from time import sleep
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from typing import Optional
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from collections import Counter
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import cv2
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import numpy as np
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import requests
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from PIL import Image
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from yaml import safe_load
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class TestCase:
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def __init__(
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self,
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name: str,
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query: str,
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max_attempts: int = 20,
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mse_threshold: float = 0.0001,
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) -> None:
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self.name = name
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self.query = query
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self.max_attempts = max_attempts
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self.mse_threshold = mse_threshold
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TEST_DATA = [
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TestCase(
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"txt2img-sd-v1-5-256-muffin",
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"txt2img?prompt=a+giant+muffin&seed=0&scheduler=ddim&width=256&height=256",
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),
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TestCase(
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"txt2img-sd-v1-5-512-muffin",
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"txt2img?prompt=a+giant+muffin&seed=0&scheduler=ddim",
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),
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TestCase(
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"txt2img-sd-v1-5-512-muffin-deis",
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"txt2img?prompt=a+giant+muffin&seed=0&scheduler=deis",
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),
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TestCase(
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"txt2img-sd-v1-5-512-muffin-dpm",
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"txt2img?prompt=a+giant+muffin&seed=0&scheduler=dpm-multi",
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),
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TestCase(
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"txt2img-sd-v1-5-512-muffin-heun",
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"txt2img?prompt=a+giant+muffin&seed=0&scheduler=heun",
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),
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TestCase(
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"txt2img-sd-v2-1-512-muffin",
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"txt2img?prompt=a+giant+muffin&seed=0&scheduler=ddim&model=stable-diffusion-onnx-v2-1",
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),
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TestCase(
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"txt2img-sd-v2-1-768-muffin",
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"txt2img?prompt=a+giant+muffin&seed=0&scheduler=ddim&model=stable-diffusion-onnx-v2-1&width=768&height=768",
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),
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TestCase(
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"txt2img-openjourney-512-muffin",
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"txt2img?prompt=mdjrny-v4+style+a+giant+muffin&seed=0&scheduler=ddim&model=diffusion-openjourney",
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),
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TestCase(
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"txt2img-knollingcase-512-muffin",
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"txt2img?prompt=knollingcase+display+case+with+a+giant+muffin&seed=0&scheduler=ddim&model=diffusion-knollingcase",
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),
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]
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logging_path = environ.get("ONNX_WEB_LOGGING_PATH", "./logging.yaml")
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try:
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if path.exists(logging_path):
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with open(logging_path, "r") as f:
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config_logging = safe_load(f)
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dictConfig(config_logging)
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except Exception as err:
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print("error loading logging config: %s" % (err))
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logger = getLogger(__name__)
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def test_root() -> str:
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if len(sys.argv) > 1:
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return sys.argv[1]
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else:
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return "http://127.0.0.1:5000"
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def test_path(relpath: str) -> str:
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return path.join(path.dirname(__file__), relpath)
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def generate_image(root: str, params: str) -> Optional[str]:
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resp = requests.post(f"{root}/api/{params}")
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if resp.status_code == 200:
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json = resp.json()
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return json.get("output")
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else:
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logger.warning("request failed: %s", resp.status_code)
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return None
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def check_ready(root: str, key: str) -> bool:
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resp = requests.get(f"{root}/api/ready?output={key}")
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if resp.status_code == 200:
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json = resp.json()
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return json.get("ready", False)
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else:
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logger.warning("request failed: %s", resp.status_code)
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return False
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def download_image(root: str, key: str) -> Image.Image:
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resp = requests.get(f"{root}/output/{key}")
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if resp.status_code == 200:
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return Image.open(BytesIO(resp.content))
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else:
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logger.warning("request failed: %s", resp.status_code)
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return None
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def find_mse(result: Image.Image, ref: Image.Image) -> float:
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if result.mode != ref.mode:
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logger.warning("image mode does not match: %s vs %s", result.mode, ref.mode)
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return float("inf")
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if result.size != ref.size:
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logger.warning("image size does not match: %s vs %s", result.size, ref.size)
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return float("inf")
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nd_result = np.array(result)
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nd_ref = np.array(ref)
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diff = cv2.subtract(nd_ref, nd_result)
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diff = np.sum(diff**2)
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return diff / (float(ref.height * ref.width)) / 255.0
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def run_test(
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root: str,
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test: TestCase,
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ref: Image.Image,
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) -> bool:
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"""
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Generate an image, wait for it to be ready, and calculate the MSE from the reference.
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"""
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logger.info("running test: %s", test.query)
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key = generate_image(root, test.query)
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if key is None:
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raise ValueError("could not generate")
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attempts = 0
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while attempts < test.max_attempts and not check_ready(root, key):
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logger.debug("waiting for image to be ready")
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sleep(6)
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if attempts == test.max_attempts:
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raise ValueError("image was not ready in time")
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result = download_image(root, key)
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result.save(test_path(path.join("test-results", f"{test.name}.png")))
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mse = find_mse(result, ref)
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if mse < test.mse_threshold:
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logger.debug("MSE within threshold: %.4f < %.4f", mse, test.mse_threshold)
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return True
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else:
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logger.warning("MSE above threshold: %.4f > %.4f", mse, test.mse_threshold)
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return False
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def main():
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root = test_root()
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logger.info("running release tests against API: %s", root)
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results = Counter({
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True: 0,
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False: 0,
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})
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for test in TEST_DATA:
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try:
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ref_name = test_path(path.join("test-refs", f"{test.name}.png"))
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ref = Image.open(ref_name) if path.exists(ref_name) else None
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if run_test(root, test, ref):
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logger.info("test passed: %s", test.name)
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results[True] += 1
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else:
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logger.warning("test failed: %s", test.name)
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results[False] += 1
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except Exception as e:
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traceback.print_exception(type(e), e, e.__traceback__)
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logger.error("error running test for %s: %s", test.name, e)
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results[False] += 1
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logger.info("%s of %s tests passed", results[True], results[True] + results[False])
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if results[False] > 0:
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logger.error("%s tests had errors", results[False])
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sys.exit(1)
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if __name__ == "__main__":
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main()
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