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Zero
# MIT License | |
# Copyright (c) 2022 Intelligent Systems Lab Org | |
# Permission is hereby granted, free of charge, to any person obtaining a copy | |
# of this software and associated documentation files (the "Software"), to deal | |
# in the Software without restriction, including without limitation the rights | |
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
# copies of the Software, and to permit persons to whom the Software is | |
# furnished to do so, subject to the following conditions: | |
# The above copyright notice and this permission notice shall be included in all | |
# copies or substantial portions of the Software. | |
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
# SOFTWARE. | |
# File author: Shariq Farooq Bhat | |
from importlib import import_module | |
from zoedepth.models.depth_model import DepthModel | |
def build_model(config) -> DepthModel: | |
"""Builds a model from a config. The model is specified by the model name and version in the config. The model is then constructed using the build_from_config function of the model interface. | |
This function should be used to construct models for training and evaluation. | |
Args: | |
config (dict): Config dict. Config is constructed in utils/config.py. Each model has its own config file(s) saved in its root model folder. | |
Returns: | |
torch.nn.Module: Model corresponding to name and version as specified in config | |
""" | |
module_name = f"zoedepth.models.{config.model}" | |
try: | |
module = import_module(module_name) | |
except ModuleNotFoundError as e: | |
# print the original error message | |
print(e) | |
raise ValueError( | |
f"Model {config.model} not found. Refer above error for details.") from e | |
try: | |
get_version = getattr(module, "get_version") | |
except AttributeError as e: | |
raise ValueError( | |
f"Model {config.model} has no get_version function.") from e | |
return get_version(config.version_name).build_from_config(config) | |