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onnx-web/api/onnx_web/chain/upscale_simple.py

51 lines
1.5 KiB
Python

from logging import getLogger
from typing import Optional
from PIL import Image
from ..params import ImageParams, StageParams, UpscaleParams
from ..server import ServerContext
from ..worker import WorkerContext
from .base import BaseStage
from .result import StageResult
logger = getLogger(__name__)
class UpscaleSimpleStage(BaseStage):
def run(
self,
_worker: WorkerContext,
_server: ServerContext,
_stage: StageParams,
_params: ImageParams,
sources: StageResult,
*,
method: str,
upscale: UpscaleParams,
stage_source: Optional[Image.Image] = None,
**kwargs,
) -> StageResult:
if upscale.scale <= 1:
logger.debug(
"simple upscale stage run with scale of %s, skipping", upscale.scale
)
return sources
outputs = []
for source in sources.as_image():
scaled_size = (source.width * upscale.scale, source.height * upscale.scale)
if method == "bilinear":
logger.debug("using bilinear interpolation for highres")
source = source.resize(scaled_size, resample=Image.Resampling.BILINEAR)
elif method == "lanczos":
logger.debug("using Lanczos interpolation for highres")
source = source.resize(scaled_size, resample=Image.Resampling.LANCZOS)
else:
logger.warning("unknown upscaling method: %s", method)
outputs.append(source)
return outputs