How to use the nncf.compression_method_api.CompressionAlgorithm function in nncf

from collections import namedtuple

from texttable import Texttable

from nncf.compression_method_api import CompressionAlgorithm
from nncf.dynamic_graph.transform_graph import replace_modules_by_nncf_modules
from nncf.layers import NNCF_MODULES
from nncf.layer_utils import COMPRESSION_MODULES
from nncf.operations import UpdateWeight
from nncf.utils import get_all_modules_by_type, in_scope_list

SparseModuleInfo = namedtuple('SparseModuleInfo', ['module_name', 'module', 'operand'])


class BaseSparsityAlgo(CompressionAlgorithm):
    def freeze(self):
        raise NotImplementedError

    def set_sparsity_level(self, sparsity_level):
        raise NotImplementedError

    def _replace_sparsifying_modules_by_nncf_modules(self, device, ignored_scopes, target_scopes, logger):
        self._model = replace_modules_by_nncf_modules(self._model,
                                                      ignored_scopes=ignored_scopes,
                                                      target_scopes=target_scopes,
                                                      logger=logger)
        self._model.to(device)

    def _register_weight_sparsifying_operations(self, device, ignored_scopes, target_scopes, logger):
        sparsified_modules = get_all_modules_by_type(self._model, NNCF_MODULES)
        self.sparsified_module_info = []