Full Training Tutorial and Guide and Research For a FLUX Style

Hugging Face repo with all full workflow, full research details, processes, conclusions, checkpoints,comparisons, prompts and more details > https://huggingface.co/MonsterMMORPG/3D-Cartoon-Style-FLUX

Trigger word : ohwx 3d render

Last image is training dataset as a grid

This is a training of a public LoRA style (4 separate training each on 4x A6000).

Experimenting captions vs non-captions. So we will see which yields best results for style training on FLUX.

Generated captions with multi-GPU batch Joycaption app.

I used my multi-GPU Joycaption APP (used 8x A6000 for ultra fast captioning)

https://www.patreon.com/posts/110613301

I used my Gradio batch caption editor to edit some words and add activation token as ohwx 3d render

https://www.patreon.com/posts/108992085

The no caption dataset uses only ohwx 3d render as caption

I am using my newest 4x_GPU_Rank_1_SLOW_Better_Quality.json on 4X A6000 GPU and train 500 epochs - 114 images

https://www.patreon.com/posts/110879657

All trainings are saved as Float and 128 LoRA Network Rank thus they are above 2GB per checkpoint

Inconsistent Dataset Training

This is the first training I made with the below dataset

Inconsistent-Training-Dataset-Images-Grid.jpg

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

It has total 114 images

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

Their checkpoints are saved in below folders

Training-Checkpoints-NO-Captions Training-Checkpoints-With-Captions

Its grid results are shared below

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

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

Fixed-Consistent-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_3D_Render_Style_Fixed_Dataset_NO_Captions.safetensors SECourses_3D_Render_Style_Fixed_Dataset_With_Captions.safetensors

Their checkpoints are saved in below folders

Training-Checkpoints-Fixed-DATASET-NO-Captions Training-Checkpoints-Fixed-DATASET-With-Captions

Its grid results are shared below - this one includes results from inconsistent dataset as well

Fixed-Consistent-Training-Dataset-Results-Grid-50700x15500px.jpg

When you pay attention to above image you will see now it is way more consistent

Best Checkpoint And Conclusion

When inconsistent dataset was used, training with captions yielded way better results.

However, when training made with a consistent dataset, no captions yielded better and more consistent results with early epochs.

Thus I concluded that, epoch 75 of no-captions dataset is best checkpoint

Here below comparison images for fixed dataset

Fixed-Consistent-Training-Dataset-No-Captions-Only-Grid.jpg

Fixed-Consistent-Training-Dataset-With-Captions-Only-Grid.jpg

Best checkpoint download link : Training-Checkpoints-Fixed-DATASET-NO-Captions/SECourses_3D_Render_Style_Fixed_Dataset_NO_Captions-000075.safetensors

75 checkpoints is equal to 75 * 66 / 4 = 1238 steps

Tutorials To Train Your Style

1 : https://youtu.be/bupRePUOA18

FLUX: The First Ever Open Source txt2img Model Truly Beats Midjourney & Others - FLUX is Awaited SD3

2 : https://youtu.be/nySGu12Y05k

FLUX LoRA Training Simplified: From Zero to Hero with Kohya SS GUI (8GB GPU, Windows) Tutorial Guide

3 : https://youtu.be/-uhL2nW7Ddw

Blazing Fast & Ultra Cheap FLUX LoRA Training on Massed Compute & RunPod Tutorial - No GPU Required!

The dataset can't be used commercially

Grid Testing Prompts - Example Images Picked From Grid - No Cherry Pick

a ohwx 3d rendering of a car

a car rendered in ohwx 3d style

a ohwx style car image 

 a ohwx render of a car 

 a ohwx car 

 a ohwx 3d rendering of a chest, depicted in a cartoon style. The background is a plain white, making the chest and its contents stand out clearly. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give the chest a realistic, three-dimensional appearance. The metal bands and rivets add a sense of realism and durability to the chest. The image is vibrant and eye-catching, inviting the viewer to imagine the treasure within. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold, with a focus on oranges, browns, and golds to create a sense of warmth and excitement. The overall mood is one of excitement and discovery.

a ohwx 3d rendering of an airplane, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a battleship, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a robot, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a dog, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a cat, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of an axe, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a house, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a dragon, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a flower, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a rose, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a tank, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a computer, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a graphics processing unit (gpu), depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a fork, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a lock, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

a ohwx 3d rendering of a umbrella, depicted in a cartoon style. The background is a plain white. The overall style is playful and whimsical, with clean lines and bright colors, suggesting a fantasy or adventure theme. The illustration is highly detailed, with a focus on textures and shading to give a realistic, three-dimensional appearance. The image is vibrant and eye-catching. The illustration is likely used in a digital context, such as a game or a children's book. The colors are bright and bold to create a sense of warmth and excitement.

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