Hooks in PyTorch Lightning¶

Hooks in Pytorch Lightning allow you to customize the training, validation, and testing logic of your models. They provide a way to insert custom behavior at specific points during the training process without modifying the core training loop. There are several categories of hooks available in PyTorch Lightning:

Setup/Teardown Hooks: Called at the beginning and end of training phases
Training Hooks: Called during the training loop
Validation Hooks: Called during validation
Test Hooks: Called during testing
Prediction Hooks: Called during prediction
Optimizer Hooks: Called around optimizer operations
Checkpoint Hooks: Called during checkpoint save/load operations
Exception Hooks: Called when exceptions occur

Nearly all hooks can be implemented in three places within your code:

LightningModule: The main module where you define your model and training logic.
Callbacks: Custom classes that can be passed to the Trainer to handle specific events.
Strategy: Custom strategies for distributed training.

Importantly, because logic can be place in the same hook but in different places the call order of hooks is in important to understand. The following order is always used:

Callbacks, called in the order they are passed to the Trainer.
LightningModule
Strategy

from lightning.pytorch import Trainer
from lightning.pytorch.callbacks import Callback
from lightning.pytorch.demos import BoringModel

class MyModel(BoringModel):
    def on_train_start(self):
        print("Model: Training is starting!")

class MyCallback(Callback):
    def on_train_start(self, trainer, pl_module):
        print("Callback: Training is starting!")

model = MyModel()
callback = MyCallback()
trainer = Trainer(callbacks=[callback], logger=False, max_epochs=1)
trainer.fit(model)

Note

There are a few exceptions to this pattern:

on_train_epoch_end: Non-monitoring callbacks are called first, then LightningModule, then monitoring callbacks
Optimizer hooks (on_before_backward, on_after_backward, on_before_optimizer_step): Only callbacks and LightningModule are called
Some internal hooks may only call LightningModule or Strategy

Training Loop Hook Order¶

The following diagram shows the execution order of hooks during a typical training loop e.g. calling trainer.fit(), with the source of each hook indicated:

Training Process Flow:

trainer.fit()
│
├── setup(stage="fit")
│   ├── [LightningDataModule]
│   ├── [Callbacks]
│   ├── [LightningModule]
│   ├── [LightningModule.configure_shared_model()]
│   ├── [LightningModule.configure_model()]
│   ├── Strategy.restore_checkpoint_before_setup
│   │   ├── [LightningModule.on_load_checkpoint()]
│   │   ├── [LightningModule.load_state_dict()]
│   │   ├── [LightningDataModule.load_state_dict()]
│   │   ├── [Callbacks.on_load_checkpoint()]
│   │   └── [Callbacks.load_state_dict()]
│   └── [Strategy]
│
├── on_fit_start()
│   ├── [Callbacks]
│   └── [LightningModule]
│
├── Strategy.restore_checkpoint_after_setup
│   ├── [LightningModule.on_load_checkpoint()]
│   ├── [LightningModule.load_state_dict()]
│   ├── [LightningDataModule.load_state_dict()]
│   ├── [Callbacks.on_load_checkpoint()]
│   └── [Callbacks.load_state_dict()]
│
├── on_sanity_check_start()
│   ├── [Callbacks]
│   ├── [LightningModule]
│   └── [Strategy]
│   ├── on_validation_start()
│   │   ├── [Callbacks]
│   │   ├── [LightningModule]
│   │   └── [Strategy]
│   ├── on_validation_epoch_start()
│   │   ├── [Callbacks]
│   │   ├── [LightningModule]
│   │   └── [Strategy]
│   │   ├── [for each validation batch]
│   │   │   ├── on_validation_batch_start()
│   │   │   │   ├── [Callbacks]
│   │   │   │   ├── [LightningModule]
│   │   │   │   └── [Strategy]
│   │   │   └── on_validation_batch_end()
│   │   │       ├── [Callbacks]
│   │   │       ├── [LightningModule]
│   │   │       └── [Strategy]
│   │   └── [end validation batches]
│   ├── on_validation_epoch_end()
│   │   ├── [Callbacks]
│   │   ├── [LightningModule]
│   │   └── [Strategy]
│   └── on_validation_end()
│       ├── [Callbacks]
│       ├── [LightningModule]
│       └── [Strategy]
├── on_sanity_check_end()
│   ├── [Callbacks]
│   ├── [LightningModule]
│   └── [Strategy]
│
├── on_train_start()
│   ├── [Callbacks]
│   ├── [LightningModule]
│   └── [Strategy]
│
├── [Training Epochs Loop]
│   │
│   ├── on_train_epoch_start()
│   │   ├── [Callbacks]
│   │   └── [LightningModule]
│   │
│   ├── [Training Batches Loop]
│   │   │
│   │   ├── on_train_batch_start()
│   │   │   ├── [Callbacks]
│   │   │   ├── [LightningModule]
│   │   │   └── [Strategy]
│   │   │
│   │   ├── [Forward Pass - training_step()]
│   │   │   └── [Strategy only]
│   │   │
│   │   ├── on_before_zero_grad()
│   │   │   ├── [Callbacks]
│   │   │   └── [LightningModule]
│   │   │
│   │   ├── optimizer_zero_grad()
│   │   │   └── [LightningModule only - optimizer_zero_grad()]
│   │   │
│   │   ├── [Backward Pass - Strategy.backward()]
│   │   │   ├── on_before_backward()
│   │   │   │   ├── [Callbacks]
│   │   │   │   └── [LightningModule]
│   │   │   ├── LightningModule.backward()
│   │   │   └── on_after_backward()
│   │   │       ├── [Callbacks]
│   │   │       └── [LightningModule]
│   │   │
│   │   ├── on_before_optimizer_step()
│   │   │   ├── [Callbacks]
│   │   │   └── [LightningModule]
│   │   │
│   │   ├── [Optimizer Step]
│   │   │   └── [LightningModule only - optimizer_step()]
│   │   │
│   │   └── on_train_batch_end()
│   │       ├── [Callbacks]
│   │       └── [LightningModule]
│   │
│   │   [Optional: Validation during training]
│   │   ├── on_validation_start()
│   │   │   ├── [Callbacks]
│   │   │   ├── [LightningModule]
│   │   │   └── [Strategy]
│   │   ├── on_validation_epoch_start()
│   │   │   ├── [Callbacks]
│   │   │   ├── [LightningModule]
│   │   │   └── [Strategy]
│   │   │   ├── [for each validation batch]
│   │   │   │   ├── on_validation_batch_start()
│   │   │   │   │   ├── [Callbacks]
│   │   │   │   │   ├── [LightningModule]
│   │   │   │   │   └── [Strategy]
│   │   │   │   └── on_validation_batch_end()
│   │   │   │       ├── [Callbacks]
│   │   │   │       ├── [LightningModule]
│   │   │   │       └── [Strategy]
│   │   │   └── [end validation batches]
│   │   ├── on_validation_epoch_end()
│   │   │   ├── [Callbacks]
│   │   │   ├── [LightningModule]
│   │   │   └── [Strategy]
│   │   └── on_validation_end()
│   │       ├── [Callbacks]
│   │       ├── [LightningModule]
│   │       └── [Strategy]
│   │
│   └── on_train_epoch_end() **SPECIAL CASE**
│       ├── [Callbacks - Non-monitoring only]
│       ├── [LightningModule]
│       └── [Callbacks - Monitoring only]
│
├── [End Training Epochs]
│
├── on_train_end()
│   ├── [Callbacks]
│   ├── [LightningModule]
│   └── [Strategy]
│
└── teardown(stage="fit")
    ├── [Strategy]
    ├── on_fit_end()
    │   ├── [Callbacks]
    │   └── [LightningModule]
    ├── [LightningDataModule]
    ├── [Callbacks]
    └── [LightningModule]

Testing Loop Hook Order¶

When running tests with trainer.test():

trainer.test()
│
├── setup(stage="test")
│   └── [Callbacks only]
├── on_test_start()
│   ├── [Callbacks]
│   ├── [LightningModule]
│   └── [Strategy]
│
├── [Test Epochs Loop]
│   │
│   ├── on_test_epoch_start()
│   │   ├── [Callbacks]
│   │   ├── [LightningModule]
│   │   └── [Strategy]
│   │
│   ├── [Test Batches Loop]
│   │   │
│   │   ├── on_test_batch_start()
│   │   │   ├── [Callbacks]
│   │   │   ├── [LightningModule]
│   │   │   └── [Strategy]
│   │   │
│   │   └── on_test_batch_end()
│   │       ├── [Callbacks]
│   │       ├── [LightningModule]
│   │       └── [Strategy]
│   │
│   └── on_test_epoch_end()
│       ├── [Callbacks]
│       ├── [LightningModule]
│       └── [Strategy]
│
├── on_test_end()
│   ├── [Callbacks]
│   ├── [LightningModule]
│   └── [Strategy]
└── teardown(stage="test")
    └── [Callbacks only]

Prediction Loop Hook Order¶

When running predictions with trainer.predict():

trainer.predict()
│
├── setup(stage="predict")
│   └── [Callbacks only]
├── on_predict_start()
│   ├── [Callbacks]
│   ├── [LightningModule]
│   └── [Strategy]
│
├── [Prediction Epochs Loop]
│   │
│   ├── on_predict_epoch_start()
│   │   ├── [Callbacks]
│   │   └── [LightningModule]
│   │
│   ├── [Prediction Batches Loop]
│   │   │
│   │   ├── on_predict_batch_start()
│   │   │   ├── [Callbacks]
│   │   │   └── [LightningModule]
│   │   │
│   │   └── on_predict_batch_end()
│   │       ├── [Callbacks]
│   │       └── [LightningModule]
│   │
│   └── on_predict_epoch_end()
│       ├── [Callbacks]
│       └── [LightningModule]
│
├── on_predict_end()
│   ├── [Callbacks]
│   ├── [LightningModule]
│   └── [Strategy]
└── teardown(stage="predict")
    └── [Callbacks only]