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onnx-web/api/onnx_web/server/hacks.py

164 lines
5.6 KiB
Python

import sys
from functools import partial
from logging import getLogger
from os import path
from urllib.parse import urlparse
import basicsr.utils.download_util
import codeformer.facelib.utils.misc
import facexlib.utils
from .context import ServerContext
logger = getLogger(__name__)
def unload(exclude):
"""
Remove package modules from cache except excluded ones.
On next import they will be reloaded.
From https://medium.com/@chipiga86/python-monkey-patching-like-a-boss-87d7ddb8098e
Args:
exclude (iter<str>): Sequence of module paths.
"""
pkgs = []
for mod in exclude:
pkg = mod.split(".", 1)[0]
pkgs.append(pkg)
to_unload = []
for mod in sys.modules:
if mod in exclude:
continue
if mod in pkgs:
to_unload.append(mod)
continue
for pkg in pkgs:
if mod.startswith(pkg + "."):
to_unload.append(mod)
break
logger.debug("unloading modules for patching: %s", to_unload)
for mod in to_unload:
del sys.modules[mod]
# these should be the same sources and names as `convert.base_models.sources`, but inverted so the source is the key
cache_path_map = {
"https://github.com/mseitzer/pytorch-fid/releases/download/fid_weights/pt_inception-2015-12-05-6726825d.pth": (
"pt-inception-2015-12-05-6726825d.pth"
),
"https://github.com/xinntao/facexlib/releases/download/v0.1.0/detection_Resnet50_Final.pth": (
"detection-resnet50-final.pth"
),
"https://github.com/xinntao/facexlib/releases/download/v0.1.0/alignment_WFLW_4HG.pth": (
"alignment-wflw-4hg.pth"
),
"https://github.com/xinntao/facexlib/releases/download/v0.2.0/assessment_hyperIQA.pth": (
"assessment-hyperiqa.pth"
),
"https://github.com/xinntao/facexlib/releases/download/v0.1.0/detection_mobilenet0.25_Final.pth": (
"detection-mobilenet-025-final.pth"
),
"https://github.com/xinntao/facexlib/releases/download/v0.2.0/headpose_hopenet.pth": (
"headpose-hopenet.pth"
),
"https://github.com/xinntao/facexlib/releases/download/v0.2.0/matting_modnet_portrait.pth": (
"matting-modnet-portrait.pth"
),
"https://github.com/xinntao/facexlib/releases/download/v0.2.0/parsing_bisenet.pth": (
"parsing-bisenet.pth"
),
"https://github.com/xinntao/facexlib/releases/download/v0.2.2/parsing_parsenet.pth": (
"parsing-parsenet.pth"
),
"https://github.com/xinntao/facexlib/releases/download/v0.1.0/recognition_arcface_ir_se50.pth": (
"recognition-arcface-ir-se50.pth"
),
"https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/codeformer.pth": (
"correction-codeformer.pth"
),
"https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/detection_Resnet50_Final.pth": (
"detection-resnet50-final.pth"
),
"https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/detection_mobilenet0.25_Final.pth": (
"detection-mobilenet025-final.pth"
),
"https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/parsing_bisenet.pth": (
"parsing-bisenet.pth"
),
"https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/parsing_parsenet.pth": (
"parsing-parsenet.pth"
),
"https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/RealESRGAN_x2plus.pth": (
"upscaling-real-esrgan-x2-plus"
),
"https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/yolov5l-face.pth": (
"detection-yolo-v5-l.pth"
),
"https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/yolov5n-face.pth": (
"detection-yolo-v5-n.pth"
),
"https://github.com/TencentARC/GFPGAN/releases/download/v1.3.0/GFPGANv1.3.pth": (
"correct-gfpgan-v1-3.pth"
),
"https://s3.eu-central-1.wasabisys.com/nextml-model-data/codeformer/weights/facelib/detection_Resnet50_Final.pth": (
"detection-resnet50-final.pth"
),
"https://s3.eu-central-1.wasabisys.com/nextml-model-data/codeformer/weights/facelib/parsing_parsenet.pth": (
"parsing-parsenet.pth"
),
}
def patch_not_impl():
raise NotImplementedError()
def patch_cache_path(server: ServerContext, url: str, **kwargs) -> str:
cache_path = cache_path_map.get(url, None)
if cache_path is None:
parsed = urlparse(url)
cache_path = path.basename(parsed.path)
cache_path = path.join(server.cache_path, cache_path)
logger.debug("patching download path: %s -> %s", url, cache_path)
if path.exists(cache_path):
return cache_path
else:
raise FileNotFoundError("missing cache file: %s" % (cache_path))
def apply_patch_basicsr(server: ServerContext):
logger.debug("patching BasicSR module")
basicsr.utils.download_util.download_file_from_google_drive = patch_not_impl
basicsr.utils.download_util.load_file_from_url = partial(patch_cache_path, server)
def apply_patch_codeformer(server: ServerContext):
logger.debug("patching CodeFormer module")
codeformer.facelib.utils.misc.download_pretrained_models = patch_not_impl
codeformer.facelib.utils.misc.load_file_from_url = partial(patch_cache_path, server)
def apply_patch_facexlib(server: ServerContext):
logger.debug("patching Facexlib module")
facexlib.utils.load_file_from_url = partial(patch_cache_path, server)
def apply_patches(server: ServerContext):
apply_patch_basicsr(server)
apply_patch_codeformer(server)
apply_patch_facexlib(server)
unload(
[
"basicsr.utils.download_util",
"codeformer.facelib.utils.misc",
"facexlib.utils",
]
)