Update README.md

README.md

@@ -64,22 +64,22 @@ images = pipe(
 
 </details>
 
-<table>
+<table border=1>
   <tbody>
     <tr>
-      <td align="center"><img src="https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/collage_0.png" alt="Image 1"></td>
+      <td align="center"><img src="https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/collage_0.png" width=300 alt="Image 1"></td>
       <td align="center">Yorkshire Terrier with smile, How2Draw</td>
     </tr>
     <tr>
-      <td align="center"><img src="https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/collage_1.png" alt="Image 2"></td>
+      <td align="center"><img src="https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/collage_1.png" width=300 alt="Image 2"></td>
       <td align="center">a dolphin, How2Draw</td>
     </tr>
     <tr>
-      <td align="center"><img src="https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/collage_2.png" alt="Image 3"></td>
+      <td align="center"><img src="https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/collage_2.png" width=300 alt="Image 3"></td>
       <td align="center">an owl, How3Draw</td>
     </tr>
     <tr>
-      <td align="center"><img src="https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/collage_3.png" alt="Image 4"></td>
+      <td align="center"><img src="https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/collage_3.png" width=300 alt="Image 4"></td>
       <td align="center">
         A silhouette of a girl performing a ballet pose, with elegant lines to suggest grace and movement.
         The background can include simple outlines of ballet shoes and a music note.
@@ -99,7 +99,8 @@ Code:  [`low_rank_lora.py`](https://huggingface.co/sayakpaul/lower-rank-flux-lor
 
 ## SVD
 
-### Results
+<details>
+<summary><h3>Results</h3></summary>
 
 ![image.png](https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/How2Draw-V2_000002800_svd_collage_0.png)
 
@@ -109,10 +110,15 @@ Code:  [`low_rank_lora.py`](https://huggingface.co/sayakpaul/lower-rank-flux-lor
 
 ![image.png](https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/How2Draw-V2_000002800_svd_collage_3.png)
 
+</details>
+
 ### Randomized SVD
 
 Full SVD can be time-consuming. Truncated SVD is useful very large sparse matrices. We can use randomized SVD for none-to-negligible loss in quality but significantly faster speed. 
 
+<details>
+<summary>Resukts</summary>
+
 ![image.png](https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/How2Draw-V2_000002800_rand_svd_collage_0.png)
 
 ![image.png](https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/How2Draw-V2_000002800_rand_svd_collage_1.png)
@@ -120,10 +126,18 @@ Full SVD can be time-consuming. Truncated SVD is useful very large sparse matric
 ![image.png](https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/How2Draw-V2_000002800_rand_svd_collage_2.png)
 
 ![image.png](https://huggingface.co/sayakpaul/lower-rank-flux-lora/resolve/main/images/How2Draw-V2_000002800_rand_svd_collage_3.png)
+  
+</details>
 
 Code: [`svd_low_rank_lora.py`](https://huggingface.co/sayakpaul/lower-rank-flux-lora/blob/main/svd_low_rank_lora.py) 
 
 ### Tune the knobs in SVD
 
 - `new_rank` as always
-- `niter` when using randomized SVD
+- `niter` when using randomized SVD
+
+## Reduced checkpoints
+
+* Randomized SVD: [How2Draw-V2_000002800_rand_svd.safetensors](./How2Draw-V2_000002800_rand_svd.safetensors)
+* Full SVD: [How2Draw-V2_000002800_svd.safetensors](./How2Draw-V2_000002800_svd.safetensors)
+* Random projections: [How2Draw-V2_000002800_reduced.safetensors](./How2Draw-V2_000002800_reduced.safetensors)