diff --git a/README.md b/README.md
index d5b8a6b6..b7caf0f8 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@ Stable Diffusion WebUI Forge is a platform on top of [Stable Diffusion WebUI](ht
 
 The name "Forge" is inspired from "Minecraft Forge". This project is aimed at becoming SD WebUI's Forge.
 
-Forge is currently based on SD-WebUI 1.10 at [this commit](https://github.com/AUTOMATIC1111/stable-diffusion-webui/commit/8b3d98c5a580c3c72e82d03fdab2b643bf9a8edd).
+Forge is currently based on SD-WebUI 1.10.1 at [this commit](https://github.com/AUTOMATIC1111/stable-diffusion-webui/commit/82a973c04367123ae98bd9abdf80d9eda9b910e2).
 
 # Installing Forge
 
diff --git a/modules/upscaler_utils.py b/modules/upscaler_utils.py
index 5ecbbed9..a8408f05 100644
--- a/modules/upscaler_utils.py
+++ b/modules/upscaler_utils.py
@@ -41,7 +41,7 @@ def upscale_pil_patch(model, img: Image.Image) -> Image.Image:
     """
     param = torch_utils.get_param(model)
 
-    with torch.no_grad():
+    with torch.inference_mode():
         tensor = pil_image_to_torch_bgr(img).unsqueeze(0)  # add batch dimension
         tensor = tensor.to(device=param.device, dtype=param.dtype)
         with devices.without_autocast():