547 lines
19 KiB
Python
547 lines
19 KiB
Python
import sys
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from argparse import ArgumentParser
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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 tqdm import tqdm
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from typing import List, Optional, Union
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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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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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FAST_TEST = 10
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SLOW_TEST = 25
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VERY_SLOW_TEST = 75
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STRICT_TEST = 1e-4
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LOOSE_TEST = 1e-2
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VERY_LOOSE_TEST = 0.025
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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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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 = FAST_TEST,
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mse_threshold: float = STRICT_TEST,
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source: Union[Image.Image, List[Image.Image]] = None,
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mask: Image.Image = None,
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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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self.source = source
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self.mask = mask
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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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mse_threshold=LOOSE_TEST,
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),
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TestCase(
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"txt2img-sd-v1-5-512-muffin-unipc",
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"txt2img?prompt=a+giant+muffin&seed=0&scheduler=unipc-multi",
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mse_threshold=LOOSE_TEST,
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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&unet_tile=768",
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max_attempts=SLOW_TEST,
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),
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TestCase(
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"txt2img-openjourney-256-muffin",
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"txt2img?prompt=mdjrny-v4+style+a+giant+muffin&seed=0&scheduler=ddim&model=diffusion-openjourney&width=256&height=256",
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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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TestCase(
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"img2img-sd-v1-5-512-pumpkin",
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"img2img?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&sourceFilter=none",
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source="txt2img-sd-v1-5-512-muffin-0",
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),
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TestCase(
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"img2img-sd-v1-5-256-pumpkin",
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"img2img?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&sourceFilter=none&unet_tile=256",
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source="txt2img-sd-v1-5-256-muffin-0",
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),
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TestCase(
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"inpaint-v1-512-white",
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"inpaint?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&model=stable-diffusion-onnx-v1-inpainting",
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source="txt2img-sd-v1-5-512-muffin-0",
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mask="mask-white",
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),
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TestCase(
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"inpaint-v1-512-black",
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"inpaint?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&model=stable-diffusion-onnx-v1-inpainting",
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source="txt2img-sd-v1-5-512-muffin-0",
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mask="mask-black",
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),
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TestCase(
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"outpaint-even-256",
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(
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"inpaint?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&model=stable-diffusion-onnx-v1-inpainting&noise=fill-mask"
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"&top=256&bottom=256&left=256&right=256"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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mask="mask-black",
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max_attempts=SLOW_TEST,
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mse_threshold=VERY_LOOSE_TEST,
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),
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TestCase(
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"outpaint-vertical-512",
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(
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"inpaint?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&model=stable-diffusion-onnx-v1-inpainting&noise=fill-mask"
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"&top=512&bottom=512&left=0&right=0"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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mask="mask-black",
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max_attempts=SLOW_TEST,
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mse_threshold=LOOSE_TEST,
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),
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TestCase(
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"outpaint-horizontal-512",
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(
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"inpaint?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&model=stable-diffusion-onnx-v1-inpainting&noise=fill-mask"
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"&top=0&bottom=0&left=512&right=512"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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mask="mask-black",
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max_attempts=SLOW_TEST,
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mse_threshold=LOOSE_TEST,
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),
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TestCase(
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"upscale-resrgan-x2-1024-muffin",
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-real-esrgan-x2-plus&scale=2&outscale=2",
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source="txt2img-sd-v1-5-512-muffin-0",
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),
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TestCase(
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"upscale-resrgan-x4-2048-muffin",
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-real-esrgan-x4-plus&scale=4&outscale=4",
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source="txt2img-sd-v1-5-512-muffin-0",
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),
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TestCase(
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"blend-512-muffin-black",
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"blend?prompt=a+giant+pumpkin&seed=0&scheduler=ddim",
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mask="mask-black",
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source=[
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"txt2img-sd-v1-5-512-muffin-0",
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"txt2img-sd-v2-1-512-muffin-0",
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],
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),
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TestCase(
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"blend-512-muffin-white",
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"blend?prompt=a+giant+pumpkin&seed=0&scheduler=ddim",
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mask="mask-white",
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source=[
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"txt2img-sd-v1-5-512-muffin-0",
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"txt2img-sd-v2-1-512-muffin-0",
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],
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),
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TestCase(
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"blend-512-muffin-blend",
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"blend?prompt=a+giant+pumpkin&seed=0&scheduler=ddim",
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mask="mask-blend",
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source=[
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"txt2img-sd-v1-5-512-muffin-0",
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"txt2img-sd-v2-1-512-muffin-0",
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],
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),
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TestCase(
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"txt2img-sd-v1-5-512-muffin-taters",
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"txt2img?prompt=<lora:taters:1.0>+a+giant+muffin+made+of+mashed+potatoes&seed=0&scheduler=unipc-multi",
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),
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TestCase(
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"txt2img-sd-v1-5-512-muffin-cloud",
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"txt2img?prompt=<inversion:cloud:1.0>+a+giant+muffin+made+of+cloud-all&seed=0&scheduler=unipc-multi",
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),
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TestCase(
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"upscale-swinir-x4-2048-muffin",
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-swinir-real-large-x4&scale=4&outscale=4",
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source="txt2img-sd-v1-5-512-muffin-0",
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),
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TestCase(
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"upscale-codeformer-512-muffin",
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&correction=correction-codeformer&faces=true&faceOutscale=1&faceStrength=1.0",
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source="txt2img-sd-v1-5-512-muffin-0",
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),
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TestCase(
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"upscale-gfpgan-muffin",
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=correction-gfpgan&faces=true&faceOutscale=1&faceStrength=1.0",
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source="txt2img-sd-v1-5-512-muffin-0",
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),
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TestCase(
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"upscale-sd-x4-2048-muffin",
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-stable-diffusion-x4&scale=4&outscale=4",
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source="txt2img-sd-v1-5-512-muffin-0",
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max_attempts=VERY_SLOW_TEST,
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),
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TestCase(
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"outpaint-panorama-even-256",
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(
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"inpaint?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&model=stable-diffusion-onnx-v1-inpainting&noise=fill-mask"
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"&top=256&bottom=256&left=256&right=256&pipeline=panorama"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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mask="mask-black",
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max_attempts=VERY_SLOW_TEST,
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mse_threshold=VERY_LOOSE_TEST,
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),
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TestCase(
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"outpaint-panorama-vertical-512",
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(
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"inpaint?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&model=stable-diffusion-onnx-v1-inpainting&noise=histogram"
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"&top=512&bottom=512&left=0&right=0&pipeline=panorama"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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mask="mask-black",
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max_attempts=VERY_SLOW_TEST,
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mse_threshold=VERY_LOOSE_TEST,
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),
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TestCase(
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"outpaint-panorama-horizontal-512",
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(
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"inpaint?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&model=stable-diffusion-onnx-v1-inpainting&noise=histogram"
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"&top=0&bottom=0&left=512&right=512&pipeline=panorama"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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mask="mask-black",
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max_attempts=VERY_SLOW_TEST,
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mse_threshold=VERY_LOOSE_TEST,
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),
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TestCase(
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"upscale-resrgan-x4-codeformer-2048-muffin",
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(
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-real-esrgan-x4-plus&scale=4&outscale=4"
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"&correction=correction-codeformer&faces=true&faceOutscale=1&faceStrength=1.0"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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max_attempts=SLOW_TEST,
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),
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TestCase(
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"upscale-resrgan-x4-gfpgan-2048-muffin",
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(
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-real-esrgan-x4-plus&scale=4&outscale=4"
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"&correction=correction-gfpgan&faces=true&faceOutscale=1&faceStrength=1.0"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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max_attempts=SLOW_TEST,
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),
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TestCase(
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"upscale-swinir-x4-codeformer-2048-muffin",
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(
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-swinir-real-large-x4&scale=4&outscale=4"
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"&correction=correction-codeformer&faces=true&faceOutscale=1&faceStrength=1.0"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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max_attempts=SLOW_TEST,
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),
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TestCase(
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"upscale-swinir-x4-gfpgan-2048-muffin",
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(
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-swinir-real-large-x4&scale=4&outscale=4"
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"&correction=correction-gfpgan&faces=true&faceOutscale=1&faceStrength=1.0"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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max_attempts=SLOW_TEST,
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),
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TestCase(
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"upscale-sd-x4-codeformer-2048-muffin",
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(
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-stable-diffusion-x4&scale=4&outscale=4"
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"&correction=correction-codeformer&faces=true&faceOutscale=1&faceStrength=1.0"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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max_attempts=VERY_SLOW_TEST,
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),
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TestCase(
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"upscale-sd-x4-gfpgan-2048-muffin",
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(
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-stable-diffusion-x4&scale=4&outscale=4"
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"&correction=correction-gfpgan&faces=true&faceOutscale=1&faceStrength=1.0"
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),
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source="txt2img-sd-v1-5-512-muffin-0",
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max_attempts=VERY_SLOW_TEST,
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),
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TestCase(
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"txt2img-panorama-1024x768-muffin",
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"txt2img?prompt=a+giant+muffin&seed=0&scheduler=ddim&width=1024&height=768&pipeline=panorama&tiled_vae=true",
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max_attempts=VERY_SLOW_TEST,
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),
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TestCase(
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"img2img-panorama-1024x768-pumpkin",
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"img2img?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&sourceFilter=none&pipeline=panorama&tiled_vae=true",
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source="txt2img-panorama-1024x768-muffin-0",
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max_attempts=VERY_SLOW_TEST,
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),
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TestCase(
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"txt2img-sd-v1-5-tall-muffin",
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"txt2img?prompt=a+giant+muffin&seed=0&scheduler=ddim&width=512&height=768&unet_tile=768",
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),
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TestCase(
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"upscale-resrgan-x4-tall-muffin",
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(
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"upscale?prompt=a+giant+pumpkin&seed=0&scheduler=ddim&upscaling=upscaling-real-esrgan-x4-plus&scale=4&outscale=4"
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"&correction=correction-gfpgan&faces=false&faceOutscale=1&faceStrength=1.0"
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),
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source="txt2img-sd-v1-5-tall-muffin-0",
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max_attempts=SLOW_TEST,
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),
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# TODO: non-square controlnet
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]
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class TestError(Exception):
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def __str__(self) -> str:
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return super().__str__()
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def parse_args(args: List[str]):
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parser = ArgumentParser(
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prog="onnx-web release tests",
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description="regression tests for onnx-web",
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)
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parser.add_argument("--host", default="http://127.0.0.1:5000")
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parser.add_argument("-n", "--name")
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parser.add_argument("-m", "--mse", default=1.0, type=float)
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return parser.parse_args(args)
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|
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def generate_images(host: str, test: TestCase) -> Optional[str]:
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files = {}
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if test.source is not None:
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if isinstance(test.source, list):
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for i in range(len(test.source)):
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source = test.source[i]
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logger.debug("loading test source %s: %s", i, source)
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source_path = test_path(path.join("test-refs", f"{source}.png"))
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source_image = Image.open(source_path)
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source_bytes = BytesIO()
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source_image.save(source_bytes, "png")
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source_bytes.seek(0)
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files[f"source:{i}"] = source_bytes
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else:
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logger.debug("loading test source: %s", test.source)
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source_path = test_path(path.join("test-refs", f"{test.source}.png"))
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source_image = Image.open(source_path)
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source_bytes = BytesIO()
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source_image.save(source_bytes, "png")
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source_bytes.seek(0)
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files["source"] = source_bytes
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if test.mask is not None:
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logger.debug("loading test mask: %s", test.mask)
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mask_path = test_path(path.join("test-refs", f"{test.mask}.png"))
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mask_image = Image.open(mask_path)
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mask_bytes = BytesIO()
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mask_image.save(mask_bytes, "png")
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mask_bytes.seek(0)
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files["mask"] = mask_bytes
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logger.debug("generating image: %s", test.query)
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resp = requests.post(f"{host}/api/{test.query}", files=files)
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if resp.status_code == 200:
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json = resp.json()
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return json.get("outputs")
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else:
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logger.warning("generate request failed: %s: %s", resp.status_code, resp.text)
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raise TestError("error generating image")
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def check_ready(host: str, key: str) -> bool:
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resp = requests.get(f"{host}/api/ready?output={key}")
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if resp.status_code == 200:
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json = resp.json()
|
|
ready = json.get("ready", False)
|
|
if ready:
|
|
cancelled = json.get("cancelled", False)
|
|
failed = json.get("failed", False)
|
|
return not cancelled and not failed
|
|
else:
|
|
return False
|
|
else:
|
|
logger.warning("ready request failed: %s", resp.status_code)
|
|
raise TestError("error getting image status")
|
|
|
|
|
|
def download_images(host: str, keys: List[str]) -> List[Image.Image]:
|
|
images = []
|
|
for key in keys:
|
|
resp = requests.get(f"{host}/output/{key}")
|
|
if resp.status_code == 200:
|
|
logger.debug("downloading image: %s", key)
|
|
images.append(Image.open(BytesIO(resp.content)))
|
|
else:
|
|
logger.warning("download request failed: %s", resp.status_code)
|
|
raise TestError("error downloading image")
|
|
|
|
return images
|
|
|
|
|
|
def find_mse(result: Image.Image, ref: Image.Image) -> float:
|
|
if result.mode != ref.mode:
|
|
logger.warning("image mode does not match: %s vs %s", result.mode, ref.mode)
|
|
return float("inf")
|
|
|
|
if result.size != ref.size:
|
|
logger.warning("image size does not match: %s vs %s", result.size, ref.size)
|
|
return float("inf")
|
|
|
|
nd_result = np.array(result)
|
|
nd_ref = np.array(ref)
|
|
|
|
# dividing before squaring reduces the error into the lower end of the [0, 1] range
|
|
diff = cv2.subtract(nd_ref, nd_result) / 255.0
|
|
diff = np.sum(diff**2)
|
|
|
|
return diff / (float(ref.height * ref.width))
|
|
|
|
|
|
def run_test(
|
|
host: str,
|
|
test: TestCase,
|
|
mse_mult: float = 1.0,
|
|
) -> bool:
|
|
"""
|
|
Generate an image, wait for it to be ready, and calculate the MSE from the reference.
|
|
"""
|
|
|
|
keys = generate_images(host, test)
|
|
if keys is None:
|
|
raise ValueError("could not generate image")
|
|
|
|
ready = False
|
|
for attempt in tqdm(range(test.max_attempts)):
|
|
if check_ready(host, keys[0]):
|
|
logger.debug("image is ready: %s", keys)
|
|
ready = True
|
|
break
|
|
else:
|
|
logger.debug("waiting for image to be ready")
|
|
sleep(6)
|
|
|
|
if not ready:
|
|
raise ValueError("image was not ready in time")
|
|
|
|
results = download_images(host, keys)
|
|
if results is None:
|
|
raise ValueError("could not download image")
|
|
|
|
passed = True
|
|
for i in range(len(results)):
|
|
result = results[i]
|
|
result.save(test_path(path.join("test-results", f"{test.name}-{i}.png")))
|
|
|
|
ref_name = test_path(path.join("test-refs", f"{test.name}-{i}.png"))
|
|
ref = Image.open(ref_name) if path.exists(ref_name) else None
|
|
|
|
mse = find_mse(result, ref)
|
|
threshold = test.mse_threshold * mse_mult
|
|
|
|
if mse < threshold:
|
|
logger.info("MSE within threshold: %.5f < %.5f", mse, threshold)
|
|
else:
|
|
logger.warning("MSE above threshold: %.5f > %.5f", mse, threshold)
|
|
passed = False
|
|
|
|
return passed
|
|
|
|
|
|
def main():
|
|
args = parse_args(sys.argv[1:])
|
|
logger.info("running release tests against API: %s", args.host)
|
|
|
|
if args.name is None:
|
|
tests = TEST_DATA
|
|
else:
|
|
tests = [test for test in TEST_DATA if args.name in test.name]
|
|
|
|
# make sure tests have unique names
|
|
test_names = [test.name for test in tests]
|
|
if len(test_names) != len(set(test_names)):
|
|
logger.error("tests must have unique names: %s", test_names)
|
|
sys.exit(1)
|
|
|
|
passed = []
|
|
failed = []
|
|
for test in tests:
|
|
test_passed = False
|
|
|
|
for _i in range(3):
|
|
try:
|
|
logger.info("starting test: %s", test.name)
|
|
if run_test(args.host, test, mse_mult=args.mse):
|
|
logger.info("test passed: %s", test.name)
|
|
test_passed = True
|
|
break
|
|
else:
|
|
logger.warning("test failed: %s", test.name)
|
|
except Exception:
|
|
logger.exception("error running test for %s", test.name)
|
|
|
|
if test_passed:
|
|
passed.append(test.name)
|
|
else:
|
|
failed.append(test.name)
|
|
|
|
logger.info("%s of %s tests passed", len(passed), len(tests))
|
|
failed = list(set(failed))
|
|
if len(failed) > 0:
|
|
logger.error("%s tests had errors: %s", len(failed), failed)
|
|
sys.exit(1)
|
|
|
|
|
|
if __name__ == "__main__":
|
|
main()
|