Update README.md

README.md

@@ -23,6 +23,7 @@ The no caption dataset uses only ohwx 3d render as caption
 
 <img src="https://cdn-uploads.huggingface.co/production/uploads/6345bd89fe134dfd7a0dba40/jK75d8i1x5hAHSYSsJNBd.png" alt="Training configuration" style="max-height: 500px; width: auto;">
 
+All trainings are saved as Float and 128 LoRA rank thus they are above 2GB per checkpoint
 
 ## Inconsistent Dataset Training
 
@@ -32,28 +33,65 @@ This is the first training I made with the below dataset
 
 When you pay attention to the grid image above shared, you will see that the dataset is not consistent
 
+The training dataset with used captions (only for With Captions training) can be see in below directory
+
+[Training-Dataset](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Dataset)
+
 It has total 114 images 
 
-This training total step count was 500 * 114 / 4 (4x GPU - batch size 1) = 14250
+This training total step count was 500 * 114 / 4 (4x GPU - batch size 1) = 14250 steps
 
 It took like 37 hours on 4x RTX A6000 GPU with slow config - faster config would take like half
 
 There were 2 trainings made with this dataset. Epoch 500 checkpoints are named as below
 
-SECourses_Style_Inconsistent_DATASET_NO_Captions.safetensors
-SECourses_Style_Inconsistent_DATASET_With_Captions.safetensors
+[SECourses_Style_Inconsistent_DATASET_NO_Captions.safetensors](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/SECourses_Style_Inconsistent_DATASET_NO_Captions.safetensors)
+[SECourses_Style_Inconsistent_DATASET_With_Captions.safetensors](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/SECourses_Style_Inconsistent_DATASET_With_Captions.safetensors)
 
 Their checkpoints are saved in below folders
 
-Training-Checkpoints-NO-Captions
-Training-Checkpoints-With-Captions
+[Training-Checkpoints-NO-Captions](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Checkpoints-NO-Captions)
+[Training-Checkpoints-With-Captions](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Checkpoints-With-Captions)
 
 Its grid results are shared below
 
-https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/Inconsistent-Training-Dataset-Results-Grid-26100x23700px.jpg
+[Inconsistent-Training-Dataset-Results-Grid-26100x23700px.jpg](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/Inconsistent-Training-Dataset-Results-Grid-26100x23700px.jpg)
 
 When you pay attention to above image you will see that it has inconsistent results
 
+## Consistent Dataset Training
+
+After I noticed that the initial training dataset was inconsistent i have pruned the dataset and made it much more consistent
+
+[Fixed-Consistent-Training-Dataset-Images-Grid.jpg](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/Fixed-Consistent-Training-Dataset-Images-Grid.jpg)
+
+When you pay attention to the grid image above shared, you will see that is way more consistent, still not perfect though
+
+Now it has total 66 images 
+
+The training dataset with used captions for this training (only for With Captions training) can be see in below directory
+
+[Training-Dataset](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Dataset)
+
+This training total step count was 500 * 66 / 4 (4x GPU - batch size 1) = 8250 steps
+
+It took like 24 hours on 4x RTX A6000 GPU with slow config - faster config would take like half
+
+There were 2 trainings made with this dataset. Epoch 500 checkpoints are named as below
+
+[SECourses_Style_Inconsistent_DATASET_NO_Captions.safetensors](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/SECourses_Style_Inconsistent_DATASET_NO_Captions.safetensors)
+[SECourses_Style_Inconsistent_DATASET_With_Captions.safetensors](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/SECourses_Style_Inconsistent_DATASET_With_Captions.safetensors)
+
+Their checkpoints are saved in below folders
+
+[Training-Checkpoints-NO-Captions](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Checkpoints-NO-Captions)
+[Training-Checkpoints-With-Captions](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Checkpoints-With-Captions)
+
+Its grid results are shared below
+
+[Inconsistent-Training-Dataset-Results-Grid-26100x23700px.jpg](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/Inconsistent-Training-Dataset-Results-Grid-26100x23700px.jpg)
+
+When you pay attention to above image you will see that it has inconsistent results
 
 1 : https://youtu.be/bupRePUOA18