[pull] master from Comfy-Org:master

comfy/ldm/mage_flow/model.py

@@ -22,7 +22,6 @@ def __init__(self, embedding_dim, dtype=None, device=None, operations=None):
         )
 
     def forward(self, timestep, hidden_states):
-        timestep = timestep.to(hidden_states.dtype)
         half_dim = 128
         exponent = -math.log(10000) * torch.arange(half_dim, dtype=torch.float32, device=timestep.device) / half_dim
         emb = torch.exp(exponent).to(timestep.dtype)

comfy/model_base.py

@@ -2279,6 +2279,10 @@ class MageFlow(QwenImage):
     def __init__(self, model_config, model_type=ModelType.FLOW, device=None):
         super().__init__(model_config, model_type, device=device, unet_model=comfy.ldm.mage_flow.model.MageFlowTransformer2DModel)
 
+    def process_timestep(self, timestep, **kwargs):
+        # Mage runs in bf16 and rounds its timestep frequency table to the timestep dtype, keep that on fp32 devices.
+        return timestep.to(torch.bfloat16)
+
     def extra_conds_shapes(self, **kwargs):
         out = {}
         ref_latents = kwargs.get("reference_latents", None)