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# Copyright 2021 Zilliz. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import os
import torch
from towhee.models.retina_face.retinaface import RetinaFace
from towhee.models.retina_face.configs import build_configs
from towhee.models.utils.pretrained_utils import load_pretrained_weights
class Model:
"""
Pytorch model class
"""
def __init__(self):
model_name = 'cfg_mnet'
cfg = build_configs(model_name)
self._model = RetinaFace(cfg=cfg, phase='test')
load_pretrained_weights(self._model, 'mnet', None, os.path.dirname(__file__) + '/pytorch_retinaface_mobilenet_widerface.pth')
self._model.eval()
def __call__(self, img_tensor: torch.Tensor):
outputs = self._model.inference(img_tensor)
return outputs
def train(self):
"""
For training model
"""
pass