- prediction/image/ FastAPI 서버 Docker 환경 구성 - Dockerfile: PyTorch 2.1 + CUDA 12.1 기반 GPU 이미지 - docker-compose.yml: GPU 할당 + 데이터 볼륨 마운트 - requirements.txt: 서버 의존성 목록 - .env.example: 환경변수 템플릿 - DOCKER_USAGE.md: 빌드/실행/API 사용법 문서 - Dockerfile에 .dockerignore 제외 폴더 mkdir -p 추가 - .gitignore: prediction/image 결과물 및 모델 가중치(.pth) 제외 추가 - dbInsert_csv.py, dbInsert_shp.py 삭제 (미사용 DB 로직) - api.py: dbInsert import 및 주석 처리된 DB 호출 코드 제거 - aerialRouter.ts: req.params 타입 오류 수정
50 lines
1.3 KiB
Python
50 lines
1.3 KiB
Python
# Copyright (c) OpenMMLab. All rights reserved.
|
|
import warnings
|
|
|
|
from mmcv.cnn import MODELS as MMCV_MODELS
|
|
from mmcv.cnn.bricks.registry import ATTENTION as MMCV_ATTENTION
|
|
from mmcv.utils import Registry
|
|
|
|
MODELS = Registry('models', parent=MMCV_MODELS)
|
|
ATTENTION = Registry('attention', parent=MMCV_ATTENTION)
|
|
|
|
BACKBONES = MODELS
|
|
NECKS = MODELS
|
|
HEADS = MODELS
|
|
LOSSES = MODELS
|
|
SEGMENTORS = MODELS
|
|
|
|
|
|
def build_backbone(cfg):
|
|
"""Build backbone."""
|
|
return BACKBONES.build(cfg)
|
|
|
|
|
|
def build_neck(cfg):
|
|
"""Build neck."""
|
|
return NECKS.build(cfg)
|
|
|
|
|
|
def build_head(cfg):
|
|
"""Build head."""
|
|
return HEADS.build(cfg)
|
|
|
|
|
|
def build_loss(cfg):
|
|
"""Build loss."""
|
|
return LOSSES.build(cfg)
|
|
|
|
|
|
def build_segmentor(cfg, train_cfg=None, test_cfg=None):
|
|
"""Build segmentor."""
|
|
if train_cfg is not None or test_cfg is not None:
|
|
warnings.warn(
|
|
'train_cfg and test_cfg is deprecated, '
|
|
'please specify them in model', UserWarning)
|
|
assert cfg.get('train_cfg') is None or train_cfg is None, \
|
|
'train_cfg specified in both outer field and model field '
|
|
assert cfg.get('test_cfg') is None or test_cfg is None, \
|
|
'test_cfg specified in both outer field and model field '
|
|
return SEGMENTORS.build(
|
|
cfg, default_args=dict(train_cfg=train_cfg, test_cfg=test_cfg))
|