Malicious attack: Gradient inversion #137
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tremblerz
approved these changes
Nov 6, 2024
src/configs/algo_config.py
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| default_config_list: List[ConfigType] = [traditional_fl] | ||
| # default_config_list: List[ConfigType] = [traditional_fl] | ||
| default_config_list: List[ConfigType] = [test_fl_inversion] |
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need to revert this chaneg
src/configs/sys_config.py
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| @@ -156,7 +157,7 @@ def get_digit_five_support(num_users: int, domains: List[str] = DIGIT_FIVE): | |||
| CIAR10_DPATH = "./datasets/imgs/cifar10/" | |||
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| NUM_COLLABORATORS = 1 | |||
| DUMP_DIR = "/mas/camera/Experiments/SONAR/abhi/" | |||
| DUMP_DIR = "/u/yshi23/sonar/src/expt_dump/test/" | |||
src/configs/sys_config.py
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| "gia_attackers":[1] | ||
| } | ||
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| current_config = grpc_system_config_gia |
src/data_loaders/cifar.py
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| @@ -18,8 +18,8 @@ def __init__(self, dpath: str, rot_angle: int = 0) -> None: | |||
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| self.train_transform = T.Compose( | |||
| [ | |||
| T.RandomCrop(32, padding=4), | |||
| T.RandomHorizontalFlip(), | |||
| # T.RandomCrop(32, padding=4), | |||
src/test_inversion.ipynb
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| @@ -59,6 +60,19 @@ def send(self, dest: str | int | List[str | int], data: Any, tag: int = 0): | |||
| else: | |||
| print(f"Sending data to {dest}") | |||
| self.comm.send(dest=int(dest), data=data) | |||
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src/utils/model_utils.py
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| if kwargs.get("gia", False): | ||
| # print(data.shape, target.shape) | ||
| node_id = kwargs.get("node_id") | ||
| plot_and_save(data, target, filename=f"data_target_plot_{node_id}.png") |
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This should be getting saved in the log folder. You can see how we are logging other things
tremblerz
approved these changes
Nov 11, 2024
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Launches gradient inversion attack using Jonas Geiping's InvertingGradients method:
https://github.com/JonasGeiping/invertinggradients
current supports malicious server in traditional FL, and malicious participant in fl-static