Shoufa Chen ShoufaChen
ShoufaChen
/ model_activation_printer.py
Created
September 25, 2023 09:02
— forked from madebyollin/model_activation_printer.py
Helper for logging output activation-map statistics for a PyTorch module, using forward hooks
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| def summarize_tensor(x): | |
| return f"\033[34m{str(tuple(x.shape)).ljust(24)}\033[0m (\033[31mmin {x.min().item():+.4f}\033[0m / \033[32mmean {x.mean().item():+.4f}\033[0m / \033[33mmax {x.max().item():+.4f}\033[0m)" | |
| class ModelActivationPrinter: | |
| def __init__(self, module, submodules_to_log): | |
| self.id_to_name = { | |
| id(module): str(name) for name, module in module.named_modules() | |
| } | |
| self.submodules = submodules_to_log |