# Copyright (c) 2020 PaddlePaddle Authors. 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. from .registry import BACKBONES, HEADS, LOSSES, RECOGNIZERS, LOCALIZERS, ROI_EXTRACTORS, DETECTORS, BBOX_ASSIGNERS, BBOX_SAMPLERS, BBOX_CODERS, PARTITIONERS, MULTIMODAL, SEGMENT, SEGMENTERS from ..utils import build from .registry import (BACKBONES, BBOX_ASSIGNERS, BBOX_CODERS, BBOX_SAMPLERS, DETECTORS, ESTIMATORS, HEADS, LOCALIZERS, LOSSES, MULTIMODAL, PARTITIONERS, RECOGNIZERS, ROI_EXTRACTORS) def build_backbone(cfg): """Build backbone.""" return build(cfg, BACKBONES) def build_roi_extractor(cfg): """Build roi extractor.""" return build(cfg, ROI_EXTRACTORS) def build_assigner(cfg, **default_args): """Builder of box assigner.""" return build(cfg, BBOX_ASSIGNERS) def build_sampler(cfg, **default_args): """Builder of box sampler.""" return build(cfg, BBOX_SAMPLERS) def build_roi_extractor(cfg): """Build roi extractor.""" return build(cfg, ROI_EXTRACTORS) def build_assigner(cfg, **default_args): """Builder of box assigner.""" return build(cfg, BBOX_ASSIGNERS) def build_sampler(cfg, **default_args): """Builder of box sampler.""" return build(cfg, BBOX_SAMPLERS) def build_head(cfg): """Build head.""" return build(cfg, HEADS) def build_loss(cfg): """Build loss.""" return build(cfg, LOSSES) def build_recognizer(cfg): """Build recognizer.""" return build(cfg, RECOGNIZERS, key='framework') def build_segmenter(cfg): """Build segmenter.""" return build(cfg, SEGMENTERS, key='framework') def build_localizer(cfg): """Build localizer.""" return build(cfg, LOCALIZERS, key='framework') def build_detector(cfg, train_cfg=None, test_cfg=None): """Build detector.""" return build(cfg, DETECTORS, key='framework') def build_partitioner(cfg): """Build partitioner.""" return build(cfg, PARTITIONERS, key='framework') def build_estimator(cfg): """Build estimator.""" return build(cfg, ESTIMATORS, key='framework') def build_multimodal(cfg): """Build multimodal.""" return build(cfg, MULTIMODAL, key='framework') def build_segment(cfg): """Build segment.""" return build(cfg, SEGMENT, key='framework') def build_model(cfg): cfg_copy = cfg.copy() framework_type = cfg_copy.get('framework') if framework_type in RECOGNIZERS: return build_recognizer(cfg) elif framework_type in LOCALIZERS: return build_localizer(cfg) elif framework_type in PARTITIONERS: return build_partitioner(cfg) elif framework_type in DETECTORS: return build_detector(cfg) elif framework_type in ESTIMATORS: return build_estimator(cfg) elif framework_type in MULTIMODAL: return build_multimodal(cfg) elif framework_type in SEGMENTERS: return build_segmenter(cfg) elif framework_type in SEGMENT: return build_segment(cfg) else: raise NotImplementedError