lightning/pytorch_lightning/root_module/hooks.py

46 lines
922 B
Python

import torch
class ModelHooks(torch.nn.Module):
def on_batch_start(self, data_batch):
pass
def on_batch_end(self):
pass
def on_epoch_start(self):
pass
def on_epoch_end(self):
pass
def on_pre_performance_check(self):
pass
def on_post_performance_check(self):
pass
def on_tng_metrics(self, metrics):
pass
def on_before_zero_grad(self, optimizer):
"""
Called after optimizer.step() and before optimizer.zero_grad()
for optimizer in optimizers:
optimizer.step()
model.on_before_zero_grad(optimizer) # < ---- called here
optimizer.zero_grad
:param optimizer:
:return:
"""
pass
def on_after_backward(self):
"""
Called after loss.backward() and before optimizers do anything
:return:
"""
pass