roop/roop/analyser.py

35 lines
1020 B
Python

import insightface
import onnxruntime
import roop.globals
FACE_ANALYSER = None
def get_face_analyser():
global FACE_ANALYSER
if FACE_ANALYSER is None:
session_options = onnxruntime.SessionOptions()
if roop.globals.gpu_vendor is not None:
session_options.intra_op_num_threads = roop.globals.gpu_threads
else:
session_options.intra_op_num_threads = roop.globals.cpu_threads
session_options.execution_mode = onnxruntime.ExecutionMode.ORT_PARALLEL
FACE_ANALYSER = insightface.app.FaceAnalysis(name='buffalo_l', providers=roop.globals.providers)
FACE_ANALYSER.prepare(ctx_id=0, det_size=(640, 640))
return FACE_ANALYSER
def get_face_single(img_data):
face = get_face_analyser().get(img_data)
try:
return sorted(face, key=lambda x: x.bbox[0])[0]
except IndexError:
return None
def get_face_many(img_data):
try:
return get_face_analyser().get(img_data)
except IndexError:
return None