# Copyright (c) OpenMMLab. All rights reserved. import ast import os.path as osp import re import warnings from typing import Tuple from mmengine.fileio import load from mmengine.utils import check_file_exist PKG2PROJECT = { 'mmcls': 'mmcls', 'mmdet': 'mmdet', 'mmdet3d': 'mmdet3d', 'mmseg': 'mmsegmentation', 'mmaction2': 'mmaction2', 'mmtrack': 'mmtrack', 'mmpose': 'mmpose', 'mmedit': 'mmedit', 'mmocr': 'mmocr', 'mmgen': 'mmgen', 'mmfewshot': 'mmfewshot', 'mmrazor': 'mmrazor', 'mmflow': 'mmflow', 'mmhuman3d': 'mmhuman3d', 'mmrotate': 'mmrotate', 'mmselfsup': 'mmselfsup', 'mmyolo': 'mmyolo', } def _get_cfg_metainfo(package_path: str, cfg_path: str) -> dict: """Get target meta information from all 'metafile.yml' defined in `mode- index.yml` of external package. Args: package_path (str): Path of external package. cfg_path (str): Name of experiment config. Returns: dict: Meta information of target experiment. """ meta_index_path = osp.join(package_path, '.mim', 'model-index.yml') meta_index = load(meta_index_path) cfg_dict = dict() for meta_path in meta_index['Import']: meta_path = osp.join(package_path, '.mim', meta_path) cfg_meta = load(meta_path) for model_cfg in cfg_meta['Models']: if 'Config' not in model_cfg: warnings.warn(f'There is not `Config` define in {model_cfg}') continue cfg_name = model_cfg['Config'].partition('/')[-1] # Some config could have multiple weights, we only pick the # first one. if cfg_name in cfg_dict: continue cfg_dict[cfg_name] = model_cfg if cfg_path not in cfg_dict: raise ValueError(f'Expected configs: {cfg_dict.keys()}, but got ' f'{cfg_path}') return cfg_dict[cfg_path] def _get_external_cfg_path(package_path: str, cfg_file: str) -> str: """Get config path of external package. Args: package_path (str): Path of external package. cfg_file (str): Name of experiment config. Returns: str: Absolute config path from external package. """ cfg_file = cfg_file.split('.')[0] model_cfg = _get_cfg_metainfo(package_path, cfg_file) cfg_path = osp.join(package_path, model_cfg['Config']) check_file_exist(cfg_path) return cfg_path def _get_external_cfg_base_path(package_path: str, cfg_name: str) -> str: """Get base config path of external package. Args: package_path (str): Path of external package. cfg_name (str): External relative config path with 'package::'. Returns: str: Absolute config path from external package. """ cfg_path = osp.join(package_path, '.mim', 'configs', cfg_name) check_file_exist(cfg_path) return cfg_path def _get_package_and_cfg_path(cfg_path: str) -> Tuple[str, str]: """Get package name and relative config path. Args: cfg_path (str): External relative config path with 'package::'. Returns: Tuple[str, str]: Package name and config path. """ if re.match(r'\w*::\w*/\w*', cfg_path) is None: raise ValueError( '`_get_package_and_cfg_path` is used for get external package, ' 'please specify the package name and relative config path, just ' 'like `mmdet::faster_rcnn/faster-rcnn_r50_fpn_1x_coco.py`') package_cfg = cfg_path.split('::') if len(package_cfg) > 2: raise ValueError('`::` should only be used to separate package and ' 'config name, but found multiple `::` in ' f'{cfg_path}') package, cfg_path = package_cfg assert package in PKG2PROJECT, 'mmengine does not support to load ' \ f'{package} config.' package = PKG2PROJECT[package] return package, cfg_path class RemoveAssignFromAST(ast.NodeTransformer): """Remove Assign node if the target's name match the key. Args: key (str): The target name of the Assign node. """ def __init__(self, key): self.key = key def visit_Assign(self, node): if (isinstance(node.targets[0], ast.Name) and node.targets[0].id == self.key): return None else: return node