Files
modelscope/maas_lib/models/builder.py
wenmeng.zwm 5e469008fd [to #41401401] add preprocessor, model and pipeline
* add preprocessor module
 * add model base and builder
 * update task constant
 * add load image preprocessor and its dependency
 * add pipeline interface and UT covered
 * support default pipeline for task
 * add image matting pipeline
 * refine nlp tokenize interface
 * add nlp pipeline 
 * fix UT failed
 * add test for Compose

Link: https://code.aone.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/8769235

* add preprocessor module

* add test for Compose

* fix citest error

* fix abs class error

* add model base and builder

* update task constant

* add load image preprocessor and its dependency

* add pipeline interface and UT covered

* support default pipeline for task

* refine models and pipeline interface

* add pipeline folder structure

* add image matting pipeline

* refine nlp tokenize interface

* add nlp pipeline 

1.add preprossor model pipeline for nlp text classification
2. add corresponding test

Link: https://code.aone.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/8757371

* new nlp pipeline

* format pre-commit code

* update easynlp pipeline

* update model_name for easynlp pipeline; add test for maas_lib/utils/typeassert.py

* update test_typeassert.py

* refactor code

1. rename typeassert to type_assert
2. use lazy import to make easynlp dependency optional
3. refine image matting UT

* fix linter test failed

* update requirements.txt

* fix UT failed

* fix citest script to update requirements
2022-05-19 22:18:35 +08:00

23 lines
739 B
Python

# Copyright (c) Alibaba, Inc. and its affiliates.
from maas_lib.utils.config import ConfigDict
from maas_lib.utils.constant import Tasks
from maas_lib.utils.registry import Registry, build_from_cfg
MODELS = Registry('models')
def build_model(cfg: ConfigDict,
task_name: str = None,
default_args: dict = None):
""" build model given model config dict
Args:
cfg (:obj:`ConfigDict`): config dict for model object.
task_name (str, optional): task name, refer to
:obj:`Tasks` for more details
default_args (dict, optional): Default initialization arguments.
"""
return build_from_cfg(
cfg, MODELS, group_key=task_name, default_args=default_args)