Clears all the auxiliary information of the CN object.

Assume the time is exponential distribution with c, return the expected maximum of M iid random variables plus server time.

Convert plain text summaries to ROUGE format and run ROUGE to evaluate the system summaries in system_dir against the model s

Convert ``StandaloneDataDict`` to ``ClientData`` in ``distributed`` mode. Args: data: ``StandaloneDataDict`` config: configu

Convert bytes to human-readable size.

called by constructor and __iadd__ to avoid creating new instances.

Takes a test sentence and returns an object that encapsulates everything that BLEU needs to know about it.

some config values are managed via ``Argument`` class, this function \ is used to make these values clean without the ``Argument`` cl

Download and extract the data.

Clip embedding vector according to $R$ Arguments: param (tensor): The embedding vector R (int): The upper bound of ratings

Finish the Fed runner.

When FL finished, write system metrics to file.

r""" Returns: the adj for missing edge ADJ.

return scaffold string of target molecule

Get the dataset information, including the feature dimension, number of total classes, whether the label is represented in one-hot version

Args: config: configurations for FL, see ``federatedscope.core.configs`` Returns: wrapper for client and wrapper for server.

Get the set of arguments that the function expects. Args: func: function to be analysis Returns: Arguments that the fu

This function is borrowed from offsite-tuning: https://github.com/mit-han-lab/offsite-tuning/blob/main/offsite_tuning /utils.py

This function builds a sampler for sampling clients who should join the \ aggregation per communication round. Args: sample_stra

Args: dataset_name (str): the dataset name pth (str): the path storing the target data Returns:

r""" Returns: calculate homophily_value

r""" Compute representations of nodes layer by layer, using *all* available edges. This leads to faster computation in contrast to

Return mutability.

Test if a key is deprecated.

Test if a key is renamed.

Calculate wall time and round when local convergence has been reached.

Merge data from client 1 to ``merged_max_data_id`` contained in given \ ``all_data``. Args: all_data: ``StandaloneDataDict``

Average the system metrics recorded in ``system_metrics.json`` by \ all workers

r""" Returns: the graph data built by missing edge index.

Convert the ROUGE output into python dictionary for further processing.

Takes a string as input and returns an object that can be given to either cook_refs or cook_test. This is optional: cook_refs and cook_test