fix: Update readme

.gitattributes

@@ -33,5 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
-flux1-lite_sample.png filter=lfs diff=lfs merge=lfs -text
 *.png filter=lfs diff=lfs merge=lfs -text

README.md

@@ -11,13 +11,13 @@ tags:
 - text-to-image
 ---
 
-![Flux.1 Lite](./sample_images/flux1-lite-8B_sample.png)
+![Flux.1 Lite](sample_images/flux1-lite-8B_sample.png)
 
 # Flux.1 Lite
 
 We are thrilled to announce the alpha release of Flux.1 Lite, an 8B parameter transformer model distilled from the FLUX.1-dev model. This version uses 7 GB less RAM and runs 23% faster while maintaining the same precision (bfloat16) as the original model.
 
-![Flux.1 Lite vs FLUX.1-dev](./sample_images/models_comparison.png)
+![Flux.1 Lite vs FLUX.1-dev](sample_images/models_comparison.png)
 
 ## Text-to-Image
 
@@ -60,16 +60,16 @@ image.save("output.png")
 
 Inspired by [Ostris](https://ostris.com/2024/09/07/skipping-flux-1-dev-blocks/) findings, we analyzed the mean squared error (MSE) between the input and output of each block to quantify their contribution to the final result, revealing significant variability.
 
-As Ostris pointed out, not all blocks contribute equally. While skipping just one of the early MMDIT blocks can significantly impact model performance, skipping the rest of the blocks does not have a significant impact over the final image quality.
+As Ostris pointed out, not all blocks contribute equally. While skipping just one of the early MMDiT blocks can significantly impact model performance, skipping the rest of the blocks does not have a significant impact over the final image quality.
 
-![Flux.1 Lite generated image](./sample_images/skip_blocks/generated_img.png)
-![MSE MMDIT](./sample_images/skip_blocks/mse_mmdit_img.png)
-![MSE DIT](./sample_images/skip_blocks/mse_dit_img.png)
+![Flux.1 Lite generated image](sample_images/skip_blocks/generated_img.png)
+![MSE MMDIT](sample_images/skip_blocks/mse_mmdit_img.png)
+![MSE DIT](sample_images/skip_blocks/mse_dit_img.png)
 
 Furthermore, as displayed in the following image, only when you skip one of the first MMDIT blocks, the performance of the model severely impacts the model's performance.
 
-![Skip one MMDIT block](./sample_images/skip_blocks/skip_one_MMDIT_block.png)
-![Skip one DIT block](./sample_images/skip_blocks/skip_one_DIT_block.png)
+![Skip one MMDIT block](sample_images/skip_blocks/skip_one_MMDIT_block.png)
+![Skip one DIT block](sample_images/skip_blocks/skip_one_DIT_block.png)
 
 ## Future work
 
@@ -78,7 +78,7 @@ Stay tuned! Our goal is to distill FLUX.1-dev further until it can run smoothly
 ## ComfyUI
 
 We've also crafted a ComfyUI workflow to make using Flux.1 Lite even more seamless! Find it in `comfy/flux.1-lite_workflow.json`.
-![ComfyUI workflow](./comfy/flux.1-lite_workflow.png)
+![ComfyUI workflow](comfy/flux.1-lite_workflow.png)
 
 The safetensors checkpoint is available here: [flux.1-lite-8B-alpha.safetensors](flux.1-lite-8B-alpha.safetensors)