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Sponsored by
iMean AI Trip Planner
kth8 / gemma-3-1b-it-User-Prompt-Classifier
Model's Last Updated: April 03 2026
text-generation
Introduction of gemma-3-1b-it-User-Prompt-Classifier
Model Details of gemma-3-1b-it-User-Prompt-Classifier
A fine-tune of
unsloth/gemma-3-1b-it
on the
kth8/user_prompt_domain_classification-500000x
dataset.
Usage example
System prompt
You are a text classifier. Categorize the following text into domain and sub-domain in JSON format.
User prompt
In a high-pressure mantle plume environment, what are the thermodynamic constraints on carbon isotope fractionation during subduction-induced carbonate dissolution, and how might these constraints be detected in deep-mantle xenolith isotopic signatures?
Assistant response
{"domain": "Science", "sub_domain": "Geochemistry"}
Model Details
-
Base Model:
unsloth/gemma-3-1b-it - Parameter Count: 1,025,977,472
- Precision: torch.bfloat16
Hardware
- GPU: NVIDIA RTX PRO 6000 Blackwell Server Edition
- Announced: Mar 17th, 2025
- Release Date: Mar 18th, 2025
- Memory Type: GDDR7
- Bandwidth: 1.79 TB/s
- Memory Size: 96 GB
- Memory Bus: 512 bit
- CUDA cores: 24064
- Tensor cores: 752
- TDP: 600W
Training Settings
PEFT
- Rank: 32
- LoRA alpha: 64
- Modules: q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj
- Gradient checkpointing: unsloth
SFT
- Epoch: 1
- Batch size: 32
- Gradient Accumulation steps: 1
- Learning rate: 0.0002
- Optimizer: adamw_torch_fused
- Learning rate scheduler: cosine
Training stats
- Date: 2026-04-03T08:55:16.488980
- Peak VRAM usage: 56.955 GB
- Global step: 15549
- Training runtime (seconds): 10932.489
- Average training loss: 0.07700621252987912
- Final validation loss: 0.06257233023643494
Framework versions
- Unsloth: 2026.4.1
- TRL: 0.24.0
- Transformers: 5.5.0
- Pytorch: 2.10.0
- Datasets: 4.3.0
- Tokenizers: 0.22.2
License
This model is released under the Gemma license. See the Gemma Terms of Use and Prohibited Use Policy regarding the use of Gemma-generated content.
Runs of kth8 gemma-3-1b-it-User-Prompt-Classifier on huggingface.co
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Other API from kth8
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