From 3003b10e0ab84abb6298285e707b3618ceec51dc Mon Sep 17 00:00:00 2001
From: catboxanon <122327233+catboxanon@users.noreply.github.com>
Date: Thu, 17 Aug 2023 18:10:55 -0400
Subject: [PATCH] Attempt to resolve NaN issue with unstable VAEs in fp32 mk2

---
 modules/sd_samplers_common.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/modules/sd_samplers_common.py b/modules/sd_samplers_common.py
index 7dc79ea8685..67deefa50f4 100644
--- a/modules/sd_samplers_common.py
+++ b/modules/sd_samplers_common.py
@@ -49,7 +49,8 @@ def samples_to_images_tensor(sample, approximation=None, model=None):
     else:
         if model is None:
             model = shared.sd_model
-        x_sample = model.decode_first_stage(sample.to(model.first_stage_model.dtype))
+        with devices.without_autocast(): # fixes an issue with unstable VAEs that are flaky even in fp32
+            x_sample = model.decode_first_stage(sample.to(model.first_stage_model.dtype))
 
     return x_sample