Another profiling tool is already active

[zhaohm14]

Bug description

When I try to use profiler='advanced' when creating a trainer, this error will be raised inside trainer.fit():

ValueError: Another profiling tool is already active

It will be ok if use profiler='simple'

What version are you seeing the problem on?

master

How to reproduce the bug

trainer = L.Trainer(
        default_root_dir=config.train.save_dir,
        callbacks=[
            ModelCheckpoint(
                dirpath=config.train.save_dir,
                every_n_train_steps=config.train.save_step,
                save_top_k=config.train.save_ckpt_keep_num,
                mode='max',
                monitor='global_step'
            ),
            ModelSummary(max_depth=9)
        ],
        logger=WandbLogger(log_model="all"),
        **config.train.trainer
    )
    if config.train.resume_from_ckpt:
        trainer.fit(
            model=model,
            train_dataloaders=train_loader,  # TODO: dose dataloader needed?
            val_dataloaders=val_loader,
            ckpt_path=config.train.resume_from_ckpt
        )
    else:
        trainer.fit(
            model=model,
            train_dataloaders=train_loader,
            val_dataloaders=val_loader
        )

Error messages and logs

# Error messages and logs here please

Environment

Current environment

#- Lightning Component (e.g. Trainer, LightningModule, LightningApp, LightningWork, LightningFlow):
#- PyTorch Lightning Version (e.g., 1.5.0):
#- Lightning App Version (e.g., 0.5.2):
#- PyTorch Version (e.g., 2.0):
#- Python version (e.g., 3.9):
#- OS (e.g., Linux):
#- CUDA/cuDNN version:
#- GPU models and configuration:
#- How you installed Lightning(`conda`, `pip`, source):
#- Running environment of LightningApp (e.g. local, cloud):

More info

No response