Update README.md

README.md

@@ -43,13 +43,13 @@ tags:
 should probably proofread and complete it, then remove this comment. -->
 
 
-# SD3.5-Large DreamBooth LoRA - Prgckwb/trpfrog-sd3.5l-lora-2
+# SD3.5-Large DreamBooth LoRA - Prgckwb/trpfrog-sd3.5-large-lora
 
 <Gallery />
 
 ## Model description
 
-These are Prgckwb/trpfrog-sd3.5l-lora-2 DreamBooth LoRA weights for stabilityai/stable-diffusion-3.5-large.
+These are Prgckwb/trpfrog-sd3.5-large-lora DreamBooth LoRA weights for stabilityai/stable-diffusion-3.5-large.
 
 The weights were trained using [DreamBooth](https://dreambooth.github.io/) with the [SD3 diffusers trainer](https://github.com/huggingface/diffusers/blob/main/examples/dreambooth/README_sd3.md).
 
@@ -61,16 +61,25 @@ You should use `an icon of trpfrog` to trigger the image generation.
 
 ## Download model
 
-[Download the *.safetensors LoRA](Prgckwb/trpfrog-sd3.5l-lora-2/tree/main) in the Files & versions tab.
+[Download the *.safetensors LoRA](Prgckwb/trpfrog-sd3.5-large-lora/tree/main) in the Files & versions tab.
 
 ## Use it with the [🧨 diffusers library](https://github.com/huggingface/diffusers)
 
 ```py
 from diffusers import AutoPipelineForText2Image
 import torch
-pipeline = AutoPipelineForText2Image.from_pretrained(stabilityai/stable-diffusion-3.5-large, torch_dtype=torch.float16).to('cuda')
-pipeline.load_lora_weights('Prgckwb/trpfrog-sd3.5l-lora-2', weight_name='pytorch_lora_weights.safetensors')
-image = pipeline('an icon of trpfrog eating ramen').images[0]
+
+pipeline = AutoPipelineForText2Image.from_pretrained(
+    'stabilityai/stable-diffusion-3.5-large', 
+    torch_dtype=torch.float16
+).to('cuda')
+
+pipeline.load_lora_weights(
+    'Prgckwb/trpfrog-sd3.5-large-lora', 
+    weight_name='pytorch_lora_weights.safetensors'
+)
+image = pipeline('an icon of trpfrog').images[0]
+image.save('trpfrog.png')
 ```
 
 ### Use it with UIs such as AUTOMATIC1111, Comfy UI, SD.Next, Invoke
@@ -83,21 +92,4 @@ For more details, including weighting, merging and fusing LoRAs, check the [docu
 
 ## License
 
-Please adhere to the licensing terms as described [here](https://huggingface.co/stabilityai/stable-diffusion-3.5-large/blob/main/LICENSE.md).
-
-
-## Intended uses & limitations
-
-#### How to use
-
-```python
-# TODO: add an example code snippet for running this diffusion pipeline
-```
-
-#### Limitations and bias
-
-[TODO: provide examples of latent issues and potential remediations]
-
-## Training details
-
-[TODO: describe the data used to train the model]
+Please adhere to the licensing terms as described [here](https://huggingface.co/stabilityai/stable-diffusion-3.5-large/blob/main/LICENSE.md).