evaluate-sd-schedulers / report_utils.py
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import json
from typing import Dict
def prepare_report(scheduler_name: str, results: dict):
image_grid = results["images"]
scores = results["scores"]
img_str = ""
image_name = f"{scheduler_name}_images.png"
image_grid.save(image_name)
img_str = img_str = f"![img_grid_{scheduler_name}](/file=./{image_name})\n"
report_str = f"""
\n\n## {scheduler_name}
### Sample images
{img_str}
### Scores
{scores}
\n\n
"""
return report_str
def add_psnr_ssim_to_report(
original_scheduler_name: str, ssim_scores: Dict = None, psnr_scores: Dict = None
) -> str:
current_str = ""
if ssim_scores is not None:
current_str += f"""
\n\n
## SSIM
SSIM computed w.r.t the images generated with {original_scheduler_name}:\n\n {json.dumps(ssim_scores, indent=6)}
"""
if psnr_scores is not None:
current_str += f"""
\n\n
## PSNR
PSNR computed w.r.t the images generated with {original_scheduler_name}:\n\n {json.dumps(psnr_scores, indent=6)}
"""
return current_str