added writer with declarator to checkif you are on main thread; add write image

This commit is contained in:
evonneng committed 2022-04-20 04:45:49 +00:00
1 parent 89a7d1ba53
commit 5b629b9495
1 file changed
+41 -7
+41 -7
View File
@@ -4,8 +4,21 @@ Generic Writer class
from abc import abstractmethod
from typing import Callable
import torch
from torch.utils.tensorboard import SummaryWriter
from torchtyping import TensorType
def require_main_thread(func: Callable) -> Callable:
"""Declarator: check if you are on main thread"""
def wrapper(self, *args, **kwargs):
if self.is_main_thread:
func(self, *args, **kwargs)
return wrapper
class Writer:
@@ -16,6 +29,16 @@ class Writer:
self.writer = None
self.is_main_thread = local_rank % world_size == 0
@abstractmethod
def write_image(self, name: str, x: TensorType["H", "W", 3]) -> None:
"""_summary_
Args:
name (str): data identifier
x (TensorType["H", "W", 3]): rendered image to write
"""
raise NotImplementedError
@abstractmethod
def write_text(self, name: str, x: str) -> None:
"""Required method to write a string to summary
@@ -31,7 +54,7 @@ class Writer:
"""Required method to write a single scalar value to the logger
Args:
name (str): name of chart to which you log (x,y)
name (str): data identifier
x (float): x value to write
y (float): y value to write
"""
@@ -56,6 +79,19 @@ class TensorboardWriter(Writer):
if self.is_main_thread:
self.writer = SummaryWriter(log_dir=self.save_dir)
@require_main_thread
def write_image(self, name: str, x: TensorType["H", "W", 3]) -> None:
"""_summary_
Args:
name (str): data identifier
x (TensorType["H", "W", 3]): rendered image to write
"""
to8b = lambda x: (255 * torch.clip(x, 0, 1)).to(torch.uint8)
x = to8b(x)
self.writer.add_images(name, x)
@require_main_thread
def write_text(self, name: str, x: str) -> None:
"""Tensorboard method to write a string to summary
@@ -63,17 +99,15 @@ class TensorboardWriter(Writer):
name (str): data identifier
x (str): string to write
"""
if self.is_main_thread:
self.writer.add_text(name, x)
self.writer.add_text(name, x)
@abstractmethod
@require_main_thread
def write_scalar(self, name: str, x: float, y: float) -> None:
"""Tensorboard method to write a single scalar value to the logger
Args:
name (str): name of chart to which you log (x,y)
name (str): data identifier
x (float): x value to write
y (float): y value to write
"""
if self.is_main_thread:
self.writer.add_scalar(name, x, y)
self.writer.add_scalar(name, x, y)