Merge 21df001d53 into 7c81b2f27d

generate.py

@@ -282,15 +282,13 @@ def _init_logging(rank):
 
 
 def _init_profiler():
-    profiler = torch.profiler.profile(
+    return torch.profiler.profile(
         activities=get_torch_profiler_activities(),
         on_trace_ready=torch.profiler.tensorboard_trace_handler('./logs'),
         record_shapes=True,
         profile_memory=True,
         with_stack=True,
     )
-    profiler.start()
-    return profiler
 
 
 def _finalize_profiler(profiler):
@@ -299,10 +297,8 @@ def _finalize_profiler(profiler):
         sort_by=f"{get_device_type()}_time_total",
         row_limit=20,
     )
-    file_name = datetime.now().strftime("%Y-%m-%d_%H-%M-%S")
+    with open(f"logs/{datetime.now().strftime("%Y-%m-%d_%H-%M-%S")}-profiling.txt", "w") as f:
-    with open(f"logs/profiling-{file_name}.txt", "w") as f:
         f.write(table)
-    del file_name
 
 
 def generate(args):
@@ -674,21 +670,23 @@ def generate(args):
 
         if "t2i" in args.task:
             logging.info(f"Saving generated image to {args.save_file}")
-            cache_image(
+            with ChronoInspector("Saving generated image"):
-                tensor=video.squeeze(1)[None],
+                cache_image(
-                save_file=args.save_file,
+                    tensor=video.squeeze(1)[None],
-                nrow=1,
+                    save_file=args.save_file,
-                normalize=True,
+                    nrow=1,
-                value_range=(-1, 1))
+                    normalize=True,
+                    value_range=(-1, 1))
         else:
             logging.info(f"Saving generated video to {args.save_file}")
-            cache_video(
+            with ChronoInspector("Saving generated video"):
-                tensor=video[None],
+                cache_video(
-                save_file=args.save_file,
+                    tensor=video[None],
-                fps=cfg.sample_fps,
+                    save_file=args.save_file,
-                nrow=1,
+                    fps=cfg.sample_fps,
-                normalize=True,
+                    nrow=1,
-                value_range=(-1, 1))
+                    normalize=True,
+                    value_range=(-1, 1))
     logging.info("Finished.")
 
 

wan/first_last_frame2video.py

@@ -200,6 +200,9 @@ class WanFLF2V:
                 - H: Frame height (from max_area)
                 - W: Frame width from max_area)
         """
+        if self.profiler and self.rank == 0:
+            self.profiler.start()
+
         start_time = 0.0
         end_time = 0.0
         if self.rank == 0:

wan/image2video.py

@@ -195,6 +195,9 @@ class WanI2V:
                 - H: Frame height (from max_area)
                 - W: Frame width from max_area)
         """
+        if self.profiler and self.rank == 0:
+            self.profiler.start()
+
         start_time = 0.0
         end_time = 0.0
         if self.rank == 0:

wan/text2video.py

@@ -172,6 +172,9 @@ class WanT2V:
                 - H: Frame height (from size)
                 - W: Frame width from size)
         """
+        if self.profiler and self.rank == 0:
+            self.profiler.start()
+
         start_time = 0.0
         end_time = 0.0
         if self.rank == 0:

wan/vace.py

@@ -358,6 +358,9 @@ class WanVace(WanT2V):
                 - H: Frame height (from size)
                 - W: Frame width from size)
         """
+        if self.profiler and self.rank == 0:
+            self.profiler.start()
+
         start_time = 0.0
         end_time = 0.0
         if self.rank == 0: