removing diffusion steps time benchmark logs to see if it speedsup things

Author: prishajain1

src/maxdiffusion/pipelines/ltx2/ltx2_pipeline.py

@@ -1237,9 +1237,7 @@ def run_connectors(graphdef, state, hidden_states, attention_mask):
       )
 
       import time
-      total_diffusion_time = 0.0
       for i, t in enumerate(timesteps):
-        step_start_time = time.perf_counter()
 
         # Isolate input sharding to scan_layers=False to avoid affecting the standard path
         latents_jax_sharded = latents_jax
@@ -1299,11 +1297,7 @@ def run_connectors(graphdef, state, hidden_states, attention_mask):
           latents_jax = latents_step
           audio_latents_jax = audio_latents_step
 
-        latents_jax.block_until_ready()
-        step_duration = time.perf_counter() - step_start_time
-        total_diffusion_time += step_duration
-        max_logging.log(f"[Tuning] Diffusion Step {i} e2e time: {step_duration:.4f} seconds")
-      max_logging.log(f"[Tuning] Total pure diffusion time (all steps): {total_diffusion_time:.4f} seconds")
+
 
     # 8. Decode Latents
     if guidance_scale > 1.0: