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@@ -71,7 +71,7 @@ Now it has total 66 images
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  The training dataset with used captions for this training (only for With Captions training) can be see in below directory
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- [Training-Dataset](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Dataset)
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  This training total step count was 500 * 66 / 4 (4x GPU - batch size 1) = 8250 steps
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@@ -79,19 +79,23 @@ It took like 24 hours on 4x RTX A6000 GPU with slow config - faster config would
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  There were 2 trainings made with this dataset. Epoch 500 checkpoints are named as below
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- [SECourses_Style_Inconsistent_DATASET_NO_Captions.safetensors](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/SECourses_Style_Inconsistent_DATASET_NO_Captions.safetensors)
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- [SECourses_Style_Inconsistent_DATASET_With_Captions.safetensors](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/SECourses_Style_Inconsistent_DATASET_With_Captions.safetensors)
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  Their checkpoints are saved in below folders
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- [Training-Checkpoints-NO-Captions](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Checkpoints-NO-Captions)
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- [Training-Checkpoints-With-Captions](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Checkpoints-With-Captions)
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- Its grid results are shared below
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- [Inconsistent-Training-Dataset-Results-Grid-26100x23700px.jpg](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/Inconsistent-Training-Dataset-Results-Grid-26100x23700px.jpg)
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- When you pay attention to above image you will see that it has inconsistent results
 
 
 
 
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  1 : https://youtu.be/bupRePUOA18
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@@ -111,13 +115,6 @@ When you pay attention to above image you will see that it has inconsistent resu
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  [![image](https://cdn-uploads.huggingface.co/production/uploads/6345bd89fe134dfd7a0dba40/hPBegzqT2A52hrveI7buf.png)](https://youtu.be/-uhL2nW7Ddw)
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- Hopefully will share trained LoRA on Hugging Face and CivitAI along with full dataset including captions.
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- I got permission to share dataset but can't be used commercially.
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- Also I will hopefully share full workflow in the CivitAI and Hugging Face LoRA pages.
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- So far 450 epochs completed
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  <img src="https://cdn-uploads.huggingface.co/production/uploads/6345bd89fe134dfd7a0dba40/7ZFz_ZW53ipp8LHYuPPSg.png" alt="Training progress" style="max-height: 500px; width: auto;">
 
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  The training dataset with used captions for this training (only for With Captions training) can be see in below directory
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+ [Fixed-Consistent-Training-Dataset](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Fixed-Consistent-Training-Dataset)
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  This training total step count was 500 * 66 / 4 (4x GPU - batch size 1) = 8250 steps
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  There were 2 trainings made with this dataset. Epoch 500 checkpoints are named as below
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+ [SECourses_3D_Render_Style_Fixed_Dataset_NO_Captions.safetensors](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/SECourses_3D_Render_Style_Fixed_Dataset_NO_Captions.safetensors)
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+ [SECourses_3D_Render_Style_Fixed_Dataset_With_Captions.safetensors](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/SECourses_3D_Render_Style_Fixed_Dataset_With_Captions.safetensors)
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  Their checkpoints are saved in below folders
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+ [Training-Checkpoints-Fixed-DATASET-NO-Captions](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Checkpoints-Fixed-DATASET-NO-Captions)
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+ [Training-Checkpoints-Fixed-DATASET-With-Captions](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/tree/main/Training-Checkpoints-Fixed-DATASET-With-Captions)
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+ Its grid results are shared below - this one includes results from inconsitent dataset as well
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+ [Fixed-Consistent-Training-Dataset-Results-Grid-50700x15500px.jpg](https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX/resolve/main/Fixed-Consistent-Training-Dataset-Results-Grid-50700x15500px.jpg)
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+ When you pay attention to above image you will see now it is way more consistent
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+ # Best Checkpoint And Conclusion
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+ # Tutorials To Train Your Style
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  1 : https://youtu.be/bupRePUOA18
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  [![image](https://cdn-uploads.huggingface.co/production/uploads/6345bd89fe134dfd7a0dba40/hPBegzqT2A52hrveI7buf.png)](https://youtu.be/-uhL2nW7Ddw)
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+ The dataset can't be used commercially
 
 
 
 
 
 
 
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  <img src="https://cdn-uploads.huggingface.co/production/uploads/6345bd89fe134dfd7a0dba40/7ZFz_ZW53ipp8LHYuPPSg.png" alt="Training progress" style="max-height: 500px; width: auto;">