Update README.md

README.md

@@ -31,6 +31,8 @@ pip install -U diffusers
 
 These are LoRA adaption weights for the FLUX.1 [dev] model (```black-forest-labs/FLUX.1-dev```). The base model is, and you must first get access to it before loading this LoRA adapter. 
 
+This LoRA adapter has rank=64 and alpha=64, trained for 4,000 steps. Earlier checkpoints are available in this repository as well (you can load these via the ```adapter``` parameter, see example below). 
+
 ## Trigger keywords
 
 The following images were used during fine-tuning using the keyword \<leaf microstructure\>:
@@ -109,10 +111,8 @@ adapter='leaf-flux.safetensors' #Step 4000, final step
 #adapter='leaf-flux-step-3000.safetensors' #Step 3000
 #adapter='leaf-flux-step-3500.safetensors' #Step 3500
 
-pipeline.load_lora_weights(repo_id, weight_name=adapter)
+pipeline.load_lora_weights(repo_id, weight_name=adapter) #You need to use the weight_name parameter since the repo includes multiple checkpoints
 
-pipeline=pipeline.to('cuda')
-                          )
 pipeline=pipeline.to('cuda')
 ```