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

52 lines
1.3 KiB
Python

from logging import getLogger
from typing import Callable, List
from PIL import Image
from ..params import ImageParams, Size, StageParams
from ..server import ServerContext
from ..worker import WorkerContext
from .stage import BaseStage
logger = getLogger(__name__)
class SourceNoiseStage(BaseStage):
def run(
self,
_worker: WorkerContext,
_server: ServerContext,
_stage: StageParams,
_params: ImageParams,
sources: List[Image.Image],
*,
size: Size,
noise_source: Callable,
stage_source: Image.Image,
**kwargs,
) -> List[Image.Image]:
logger.info("generating image from noise source")
if len(sources) > 0:
logger.info(
"source images were passed to a source stage, new images will be appended"
)
outputs = list(sources)
# TODO: looping over sources and ignoring params does not make much sense for a source stage
for source in sources:
output = noise_source(source, (size.width, size.height), (0, 0))
logger.info("final output image size: %sx%s", output.width, output.height)
outputs.append(output)
return outputs
def outputs(
self,
params: ImageParams,
sources: int,
) -> int:
return sources + 1