Merge f3aaa59335 into 204f899b64

generate.py

@@ -5,6 +5,8 @@ import logging
 import os
 import sys
 import warnings
+import time
+import json
 
 warnings.filterwarnings('ignore')
 
@@ -206,6 +208,11 @@ def _parse_args():
         type=float,
         default=5.0,
         help="Classifier free guidance scale.")
+    parser.add_argument(
+        "--perf_save_file",
+        type=str,
+        default=None,
+        help="The file to save performance metrics to.")
 
     args = parser.parse_args()
 
@@ -233,6 +240,9 @@ def generate(args):
     device = local_rank
     _init_logging(rank)
 
+    # Start timing total execution
+    total_start_time = time.time()
+
     if args.offload_model is None:
         args.offload_model = False if world_size > 1 else True
         logging.info(
@@ -330,6 +340,7 @@ def generate(args):
 
         logging.info(
             f"Generating {'image' if 't2i' in args.task else 'video'} ...")
+        start_time = time.time()
         video = wan_t2v.generate(
             args.prompt,
             size=SIZE_CONFIGS[args.size],
@@ -340,6 +351,7 @@ def generate(args):
             guide_scale=args.sample_guide_scale,
             seed=args.base_seed,
             offload_model=args.offload_model)
+        generation_time = time.time() - start_time
 
     elif "i2v" in args.task:
         if args.prompt is None:
@@ -386,6 +398,7 @@ def generate(args):
         )
 
         logging.info("Generating video ...")
+        start_time = time.time()
         video = wan_i2v.generate(
             args.prompt,
             img,
@@ -397,6 +410,7 @@ def generate(args):
             guide_scale=args.sample_guide_scale,
             seed=args.base_seed,
             offload_model=args.offload_model)
+        generation_time = time.time() - start_time
     else:
         if args.prompt is None:
             args.prompt = EXAMPLE_PROMPT[args.task]["prompt"]
@@ -444,6 +458,7 @@ def generate(args):
         )
 
         logging.info("Generating video ...")
+        start_time = time.time()
         video = wan_flf2v.generate(
             args.prompt,
             first_frame,
@@ -457,6 +472,7 @@ def generate(args):
             seed=args.base_seed,
             offload_model=args.offload_model
         )
+        generation_time = time.time() - start_time
 
     if rank == 0:
         if args.save_file is None:
@@ -483,6 +499,29 @@ def generate(args):
                 nrow=1,
                 normalize=True,
                 value_range=(-1, 1))
+        
+        # Save performance metrics if requested
+        if args.perf_save_file is not None:
+            # Calculate total time including model loading
+            total_time = time.time() - total_start_time
+            
+            perf_data = {
+                "task": args.task,
+                "size": args.size,
+                "frame_num": args.frame_num,
+                "sample_steps": args.sample_steps,
+                "ulysses_size": args.ulysses_size,
+                "ring_size": args.ring_size,
+                "generation_time_seconds": generation_time,
+                "total_time_seconds": total_time
+            }
+            
+            with open(args.perf_save_file, 'w') as f:
+                json.dump(perf_data, f, indent=2)
+            logging.info(f"Saved performance metrics to {args.perf_save_file}")
+            logging.info(f"Generation time: {generation_time:.2f} seconds")
+            logging.info(f"Total time (including model loading): {total_time:.2f} seconds")
+            
     logging.info("Finished.")