PerpNeg Guider optimizations. (#8753)

Author: comfyanonymous

comfy_extras/nodes_perpneg.py

@@ -4,6 +4,7 @@
 import comfy.samplers
 import comfy.utils
 import node_helpers
+import math
 
 def perp_neg(x, noise_pred_pos, noise_pred_neg, noise_pred_nocond, neg_scale, cond_scale):
     pos = noise_pred_pos - noise_pred_nocond
@@ -69,6 +70,12 @@ def predict_noise(self, x, timestep, model_options={}, seed=None):
         negative_cond = self.conds.get("negative", None)
         empty_cond = self.conds.get("empty_negative_prompt", None)
 
+        if model_options.get("disable_cfg1_optimization", False) == False:
+            if math.isclose(self.neg_scale, 0.0):
+                negative_cond = None
+                if math.isclose(self.cfg, 1.0):
+                    empty_cond = None
+
         conds = [positive_cond, negative_cond, empty_cond]
 
         out = comfy.samplers.calc_cond_batch(self.inner_model, conds, x, timestep, model_options)