Add xgb homoeval #549
Merged
Add xgb homoeval #549
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
* add homo evaluation and add AUC to binary loss
xieyxclack
reviewed
Mar 29, 2023
| @@ -95,6 +95,7 @@ def extend_fl_setting_cfg(cfg): | |||
| # Default values for 'dp': {'bucket_num':100, 'epsilon':None} | |||
| # Default values for 'op_boost': {'algo':'global', 'lower_bound':1, | |||
| # 'upper_bound':100, 'epsilon':2} | |||
| cfg.vertical.eval = '' | |||
| @@ -27,9 +27,11 @@ def _process_y_pred(self, y_pred): | |||
|
|
|||
| def get_metric(self, y, y_pred): | |||
| y_pred = self._process_y_pred(y_pred) | |||
| from sklearn import metrics | |||
There was a problem hiding this comment.
Move to top of this file
federatedscope/vertical_fl/utils.py
Outdated
| @@ -1,6 +1,8 @@ | |||
| from federatedscope.vertical_fl.xgb_base.worker import wrap_client_for_train, \ | |||
| wrap_server_for_train, wrap_client_for_evaluation, \ | |||
| wrap_server_for_evaluation | |||
| from federatedscope.vertical_fl.xgb_base.worker.homo_evaluation_wrapper\ | |||
| import wrap_client_for_homo_evaluation | |||
There was a problem hiding this comment.
please change the name of this file
| @@ -30,6 +30,14 @@ def __init__(self, | |||
| self.msg_buffer = {'train': {}, 'eval': {}} | |||
| self.client_num = self._cfg.federate.client_num | |||
|
|
|||
| # TODO: the following is used for homo_evaluation, | |||
| # which may be put in an if condition | |||
| from federatedscope.vertical_fl.Paillier import \ | |||
There was a problem hiding this comment.
please move this to the top of this file
|
|
||
| __all__ = [ | ||
| 'XGBServer', 'XGBClient', 'wrap_server_for_train', 'wrap_client_for_train', | ||
| 'wrap_server_for_evaluation', 'wrap_client_for_evaluation' | ||
| 'wrap_server_for_evaluation', 'wrap_client_for_evaluation', | ||
| 'wrap_client_for_homo_evaluation' |
| cfg.vertical.dims = [7, 14] | ||
| cfg.vertical.algo = 'xgb' | ||
| cfg.vertical.data_size_for_debug = 2000 | ||
| cfg.vertical.eval = 'homo' |
| @@ -0,0 +1,326 @@ | |||
| import types | |||
There was a problem hiding this comment.
TODO: shall we merge this file with another evaluation wrapper?
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
-) add AUC to binary loss
-) add homo evaluation