PaddleX/paddlex/repo_apis/PaddleDetection_api/object_det/register.py

# copyright (c) 2024 PaddlePaddle Authors. All Rights Reserve.
# 
# 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 os.path as osp

from ...base.register import register_model_info, register_suite_info
from .model import DetModel
from .config import DetConfig
from .runner import DetRunner

REPO_ROOT_PATH = os.environ.get('PADDLE_PDX_PADDLEDETECTION_PATH')
PDX_CONFIG_DIR = osp.abspath(osp.join(osp.dirname(__file__), '..', 'configs'))

register_suite_info({
    'suite_name': 'Det',
    'model': DetModel,
    'runner': DetRunner,
    'config': DetConfig,
    'runner_root_path': REPO_ROOT_PATH
})

################ Models Using Universal Config ################
register_model_info({
    'model_name': 'PicoDet-S',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PicoDet-S.yaml'),
    'auto_compression_config_path':
    osp.join(PDX_CONFIG_DIR, 'slim', 'picodet_s_lcnet_qat.yml'),
    'supported_apis':
    ['train', 'evaluate', 'predict', 'export', 'compression'],
    'supported_dataset_types': ['COCODetDataset'],
})

register_model_info({
    'model_name': 'PicoDet-L',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PicoDet-L.yaml'),
    'auto_compression_config_path':
    osp.join(PDX_CONFIG_DIR, 'slim', 'picodet_l_lcnet_qat.yml'),
    'supported_apis':
    ['train', 'evaluate', 'predict', 'export', 'compression'],
    'supported_dataset_types': ['COCODetDataset'],
})

register_model_info({
    'model_name': 'PP-YOLOE_plus-S',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-YOLOE_plus-S.yaml'),
    'auto_compression_config_path':
    osp.join(PDX_CONFIG_DIR, 'slim', 'ppyoloe_plus_crn_s_qat.yml'),
    'supported_apis':
    ['train', 'evaluate', 'predict', 'export', 'compression'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx'],
        'dy2st': False,
        'amp': ['O1', 'O2']
    },
})

register_model_info({
    'model_name': 'PP-YOLOE_plus-M',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-YOLOE_plus-M.yaml'),
    'auto_compression_config_path':
    osp.join(PDX_CONFIG_DIR, 'slim', 'ppyoloe_plus_crn_l_qat.yml'),
    'supported_apis':
    ['train', 'evaluate', 'predict', 'export', 'compression'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx'],
        'dy2st': False,
        'amp': ['O1', 'O2']
    },
})

register_model_info({
    'model_name': 'PP-YOLOE_plus-L',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-YOLOE_plus-L.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['O1', 'O2']
    },
})

register_model_info({
    'model_name': 'PP-YOLOE_plus-X',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PP-YOLOE_plus-X.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['O1', 'O2']
    },
})

register_model_info({
    'model_name': 'RT-DETR-L',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'RT-DETR-L.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ["OFF"]
    },
})

register_model_info({
    'model_name': 'RT-DETR-H',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'RT-DETR-H.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ["OFF"]
    },
})

register_model_info({
    'model_name': 'RT-DETR-X',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'RT-DETR-X.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ["OFF"]
    },
})

register_model_info({
    'model_name': 'RT-DETR-R18',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'RT-DETR-R18.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ["OFF"]
    },
})

register_model_info({
    'model_name': 'RT-DETR-R50',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'RT-DETR-R50.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ["OFF"]
    },
})

register_model_info({
    'model_name': 'PicoDet_layout_1x',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'PicoDet_layout_1x.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['OFF']
    },
})

register_model_info({
    'model_name': 'YOLOv3-DarkNet53',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'YOLOv3-DarkNet53.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['OFF']
    },
})

register_model_info({
    'model_name': 'YOLOv3-MobileNetV3',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'YOLOv3-MobileNetV3.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['OFF']
    },
})

register_model_info({
    'model_name': 'YOLOv3-ResNet50_vd_DCN',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'YOLOv3-ResNet50_vd_DCN.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['OFF']
    },
})

register_model_info({
    'model_name': 'YOLOX-L',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'YOLOX-L.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['OFF']
    },
})

register_model_info({
    'model_name': 'YOLOX-M',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'YOLOX-M.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['OFF']
    },
})

register_model_info({
    'model_name': 'YOLOX-N',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'YOLOX-N.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['OFF']
    },
})

register_model_info({
    'model_name': 'YOLOX-S',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'YOLOX-S.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['OFF']
    },
})

register_model_info({
    'model_name': 'YOLOX-T',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'YOLOX-T.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['OFF']
    },
})

register_model_info({
    'model_name': 'YOLOX-X',
    'suite': 'Det',
    'config_path': osp.join(PDX_CONFIG_DIR, 'YOLOX-X.yaml'),
    'supported_apis': ['train', 'evaluate', 'predict', 'export', 'infer'],
    'supported_dataset_types': ['COCODetDataset'],
    'supported_train_opts': {
        'device': ['cpu', 'gpu_nxcx', 'xpu', 'npu', 'mlu'],
        'dy2st': False,
        'amp': ['OFF']
    },
})