Update README.md

README.md

@@ -108,7 +108,7 @@ How absurd and difficult anything SD15 has been to debug.
 Okay I am correctly converting the valuation and can now properly test the unet for diffusion testing.
 
 # CKPT Bumbles
-Apologies, the safetensors ARE comfyui formatted... CKPT. :V 
+Apologies, the safetensors ARE ComfyUI formatted... CKPT. :V 
 
 Rename the extension to ckpt, because it's clearly incorrect. I'll convert them asap, my apologies for not micro-managing more closely.
 
@@ -116,7 +116,7 @@ I renamed epoch 4 in the repo.
 
 # Training continues.
 
-Trainer updated aka trainer.py with the updated version that handles checkpoint saving and loading using the correct comfyui script.
+Trainer updated aka trainer.py with the updated version that handles checkpoint saving and loading using the correct ComfyUI script.
 
 It'll automatically load and run in colab, additionally it's prepared to continue training from the most recent checkpoint here. You can point it at your own repo to load and save.
 
@@ -291,8 +291,7 @@ Requires SD1.5 VAE and text encoder (not included in checkpoint).
 - ❓ Optimal `block_penalty_weight` unknown (currently 0.05)
 - ❓ May require tuning lambda bounds for different datasets
 - ❓ Inference quality unvalidated
-- ❌ Not compatible with ComfyUI without conversion (details TBD)
-- ❌ No SD1.5 components included (VAE, text encoder)
+
 
 ## Future Work