Instructions to use ewald1976/gemma-4-12b-crownelius-writer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Local Apps Settings
- Unsloth Studio
How to use ewald1976/gemma-4-12b-crownelius-writer with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for ewald1976/gemma-4-12b-crownelius-writer to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for ewald1976/gemma-4-12b-crownelius-writer to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for ewald1976/gemma-4-12b-crownelius-writer to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="ewald1976/gemma-4-12b-crownelius-writer", max_seq_length=2048, )
Gemma-4-12b-it-crownelius-writer
This model is a Supervised Fine-Tuning (SFT) variant of Gemma-4-12b-it, trained for 3 epochs using Unsloth on the custom Crownelius datasets.
The primary goal of this fine-tuning was to shift the model's prose away from typical over-energetic, repetitive AI tropes toward a more mature, nuanced, and grounded creative writing style.
Model Description
- Base Model: unsloth/gemma-4-12b-it
- Training Method: SFT (Supervised Fine-Tuning) via Unsloth
- Epochs: 3
- Primary Focus: Creative Writing, Novel Crafting, Style Transformation
Style Shift
Standard instructional models often tend to write with an overly enthusiastic, "caffeinated" tone. By introducing the Crownelius datasets, this fine-tune refines the output to be more patient, structurally sound, and sophisticated.
Training Data
The model was trained on a curated mix of high-quality creative writing samples:
Crownelius/Creative-Writing-High-Quality-1300xCrownelius/Novel-Crafting-250x
Usage & Prompting
Since this is an SFT of an instruct-tuned base, it adheres to the standard Gemma-4 chat template. For optimal creative results, try using system prompts that encourage descriptive pacing.
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