Instructions to use kth8/gemma-3-1b-it-SuperGPQA-Classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use kth8/gemma-3-1b-it-SuperGPQA-Classifier with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="kth8/gemma-3-1b-it-SuperGPQA-Classifier")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("kth8/gemma-3-1b-it-SuperGPQA-Classifier")
model = AutoModelForCausalLM.from_pretrained("kth8/gemma-3-1b-it-SuperGPQA-Classifier")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use kth8/gemma-3-1b-it-SuperGPQA-Classifier with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "kth8/gemma-3-1b-it-SuperGPQA-Classifier"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "kth8/gemma-3-1b-it-SuperGPQA-Classifier",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/kth8/gemma-3-1b-it-SuperGPQA-Classifier

SGLang

How to use kth8/gemma-3-1b-it-SuperGPQA-Classifier with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "kth8/gemma-3-1b-it-SuperGPQA-Classifier" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "kth8/gemma-3-1b-it-SuperGPQA-Classifier",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "kth8/gemma-3-1b-it-SuperGPQA-Classifier" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "kth8/gemma-3-1b-it-SuperGPQA-Classifier",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Unsloth Studio new

How to use kth8/gemma-3-1b-it-SuperGPQA-Classifier 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 kth8/gemma-3-1b-it-SuperGPQA-Classifier 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 kth8/gemma-3-1b-it-SuperGPQA-Classifier to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for kth8/gemma-3-1b-it-SuperGPQA-Classifier to start chatting

Load model with FastModel

pip install unsloth
from unsloth import FastModel
model, tokenizer = FastModel.from_pretrained(
    model_name="kth8/gemma-3-1b-it-SuperGPQA-Classifier",
    max_seq_length=2048,
)

Docker Model Runner
How to use kth8/gemma-3-1b-it-SuperGPQA-Classifier with Docker Model Runner:
```
docker model run hf.co/kth8/gemma-3-1b-it-SuperGPQA-Classifier
```
Browse Quantizations to use this model in llama.cpp, Ollama, LM Studio, or any compatible app.

A fine-tune of unsloth/gemma-3-1b-it on the m-a-p/SuperGPQA dataset.

Usage example

Set temperature as 0.0 for best results.

System prompt

You are a classifier. Categorize the following problem into discipline, field, and subfield in JSON format.

User prompt

Cotton and linen both readily catch fire. A batch of towels is composed of both cotton and linen, and is known to have caught fire. If it is known that the towels were ignited by a lit cigarette, which of the following arguments utilizes the most appropriate form of reasoning?

Assistant response

{"discipline": "Philosophy", "field": "Philosophy", "subfield": "Logic"}

Possible output options

Discipline

['Agronomy', 'Economics', 'Management', 'History', 'Law', 'Military Science', 'Philosophy', 'Medicine', 'Science', 'Engineering', 'Education', 'Sociology', 'Literature and Arts']

Field

['Animal Husbandry', 'History', 'Mechanical Engineering', 'Applied Economics', 'Power Engineering and Engineering Thermophysics', 'Mathematics', 'Control Science and Engineering', 'Journalism and Communication', 'Language and Literature', 'Traditional Chinese Medicine', 'Electrical Engineering', 'Musicology', 'Physics', 'Agricultural Engineering', 'Surveying and Mapping Science and Technology', 'Library, Information and Archival Management', 'Political Science', 'Aquaculture', 'Military Science', 'Civil Engineering', 'Textile Science and Engineering', 'Aeronautical and Astronautical Science and Technology', 'Clinical Medicine', 'Information and Communication Engineering', 'Materials Science and Engineering', 'Optical Engineering', 'Instrument Science and Technology', 'Forestry', 'Computer Science and Technology', 'Sociology', 'Mining Engineering', 'Business Administration', 'Chemical Engineering and Technology', 'Geography', 'Stomatology', 'Crop Science', 'Food Science and Engineering', 'Basic Medicine', 'Chemistry', 'Forestry Engineering', 'Public Administration', 'Nuclear Science and Technology', 'Weapon Science and Technology', 'Naval Architecture and Ocean Engineering', 'Geology', 'Art Studies', 'Biology', 'Systems Science', 'Petroleum and Natural Gas Engineering', 'Geological Resources and Geological Engineering', 'Veterinary Medicine', 'Law', 'Atmospheric Science', 'Pharmacy', 'Oceanography', 'Philosophy', 'Astronomy', 'Physical Oceanography', 'Geophysics', 'Transportation Engineering', 'Architecture', 'Electronic Science and Technology', 'Theoretical Economics', 'Management Science and Engineering', 'Mechanics', 'Psychology', 'Physical Education', 'Environmental Science and Engineering', 'Public Health and Preventive Medicine', 'Education', 'Metallurgical Engineering', 'Hydraulic Engineering']

Subfield

['Tourism Management and Technological Economics Management', 'Polymer Physics', 'Military Command and Information Systems', 'Political Economy', 'Epidemiology and Health Statistics', 'Sports Humanities and Sociology', 'Principles of Seismic Exploration', 'Internal Medicine', 'Thermal Energy Engineering', 'Ophthalmology', 'Iron and Steel Metallurgy', 'Criminal Law', 'Animal Nutrition and Feed Science', 'Solar System Science', 'Clinical Stomatology', 'Zoology', 'Organic Chemistry', 'International Law', 'Fluid Machinery and Engineering', 'Statistical Mechanics', 'Acoustics', 'Antenna and Radio Communication', 'Ship Mechanics and Design Principles', 'Imaging and Nuclear Medicine', 'Wood Science and Technology', 'Particle and Nuclear Physics', 'Animal Rearing and Breeding', 'Food Biochemistry', 'Electrochemistry', 'Ordinary Differential Equations', 'Advanced Algebra', 'Pathogen Biology', 'Literary History', 'Ethics', 'Refrigeration and Cryogenic Engineering', 'Theoretical Mechanics', 'High Voltage and Insulation Technology', 'Design Arts', 'Legal Theory and Legal History', 'Historical Geography', 'Physiology', 'Economic History', 'Botany', 'Computational Mathematics', 'Agricultural Environment and Soil-Water Engineering', 'Land Resource Management and Administrative Management', 'Weapon Systems Science and Engineering', 'Education Economics, Management and Social Security', 'Clinical Laboratory Diagnostics', 'Hydraulics and Hydrology', 'Space physics', 'Medicinal Chemistry', 'Constitutional and Administrative Law', 'Atmospheric Physics and Atmospheric Environment', 'Environmental and Resource Protection', 'Power Electronics and Electrical Drives', 'Radiation Protection and Nuclear Technology Applications', 'Manufacturing Automation', 'Cartography and Geographic Information Engineering', 'Broadcasting and Television Art', 'Film Studies', 'Systems Science', 'Music History, Education, and Technology', 'Russian Language and Literature', 'Fundamentals of Dynamics and Control', 'Guidance, Navigation and Control', 'Biophysics', 'Computer Networks', 'Environmental Engineering', 'Mechatronic Engineering', 'Electrical Theory and New Technologies', 'Basic Stomatology', 'Probability and Statistics', 'Group Theory', 'Architectural History', 'Traffic Information Engineering and Control', 'Forensic Medicine', 'Polynomials and Series Expansions', 'Fundamental Mathematics', 'Educational Technology and Principles', 'Human Geography', 'French Language and Literature', 'Cosmology', 'Applied Optics', 'Pitch and Scales', 'Geochemistry', 'Laser Technology', 'Environmental Science', 'Instrumentation and Performance', 'Hydrogeology', 'Military Law', 'Principles of Computer Organization', 'Journalism and News Practice', 'Optoelectronic Technology', 'Physical Geography', 'Power Systems and Automation', 'Special Number Theory', 'Social and Folklore Studies', 'Chemical Transport Engineering', 'Textile Chemistry and Dyeing Engineering', 'Musical Forms and Analysis', 'Military Logistics and Equipment', 'Pediatrics', 'Road and Railway Engineering', 'Business and Accounting Management', 'Physical Chemistry', 'Nuclear Energy and Reactor Technology', 'Power Machinery and Engineering', 'Control Theory and Control Engineering', 'Finance', 'Quantitative Economics', 'Databases', 'Relativity', 'Health Toxicology and Environmental Health', 'Signal and Information Processing', 'Number Theory', 'Pharmaceutical Analysis', 'Computer Architecture', 'Semiconductor Physics', 'Meteorology', 'History and Theory of Journalism and Media Management', 'Military Chemistry and Pyrotechnics', 'Analytical Chemistry', 'Materials Processing Engineering', 'Digital Surveying and Remote Sensing Applications', 'Philosophy of Science and Technology', 'Internal Combustion Engineering', 'Stellar and Interstellar Evolution', 'Stochastic Processes', 'Physical Chemistry of Metallurgical Process', 'Communication and Broadcasting', 'Information Management Science', 'Engineering Fluid Mechanics', 'Mathematical Analysis', 'Urban Planning and Design', 'Law and Social Governance', 'Thermodynamics and Statistical Physics', 'Paleontology and Stratigraphy', 'Geological Resources and Geological Engineering', 'Materials Physics and Chemistry', 'Functions of Real Variables', 'Transportation Planning and Management', 'Operations Research and Cybernetics', 'Optical Fiber Communication', 'Physical Oceanography', 'Oncology', 'Fine Arts', 'Management Science and Engineering', 'National and Defense Economics', 'Philology and Bibliography', 'Anesthesiology', 'Solid Mechanics', 'Urban Infrastructure Engineering', 'Information Management and Communication', 'Microelectronics and Solid-State Electronics', 'Genetics', 'Civil and Commercial Law', 'Computer Software and Theory', 'Traditional Chinese Health Preservation', 'Pattern Recognition', 'Textile Materials Science', 'Nutrition and Food Hygiene', 'Military Thought and History', 'Advanced Programming Languages', 'Geodesy and Surveying Engineering', 'Dynamic Meteorology', 'Modern and Contemporary Chinese Literature', 'Physical Education and Training', 'Public Finance', 'Astronomical Observation and Technology', 'Fluid Flow and Heat Transfer in Chemical Engineering', 'Functions of Complex Variables', 'Marine Chemistry', 'Preschool Education', 'Contract Law', 'Landscape Plants and Ornamental Horticulture', 'Vehicle Operation Engineering', 'Traditional Chinese Pharmacy', 'Maternal, Child and Adolescent Health', 'Aeronautical and Astronautical Science and Technology', 'Emergency Medicine', 'Otorhinolaryngology', 'Food Processing and Storage Engineering', 'Solid State Physics', 'Quantum Mechanics', 'Oil and Gas Field Development and Storage & Transportation Engineering', 'Fuzzy Mathematics', 'Social Medicine and Health Management', 'Labor Economics', 'Pharmaceutics', 'Classical Chinese Literature', 'Graph Theory', 'Instrument Science and Technology', 'Circuits and Systems', 'Human Anatomy and Histology-Embryology', 'Mass Transport and Separation Process in Chemical Engineering', 'Structural Engineering', 'Marine Engineering', 'Heat Transfer', 'Crop Science', 'Theory of Curriculum and Instruction', 'Operating Systems', 'Bridge and Tunnel Engineering', 'Nursing and Rehabilitation Medicine', 'Radiochemistry', 'Pharmacology', 'Underwater Acoustics', 'Surgery', 'Logic', 'Forest Engineering', 'Numerical Analysis', 'Subatomic and Atomic Physics', 'Water conservancy and Hydropower Engineering', 'Atomic and Molecular Physics', 'Biochemistry and Molecular Biology', 'Demography and Anthropology', 'Architectural Design and Theory', 'Formal Languages', 'Sports Science and Medicine', 'Procedural Law', 'Discrete Mathematics', 'Theoretical Fluid Mechanics', 'Marine Biology', 'Psychiatry and Mental Health', 'Solid Earth Geophysics', 'Linguistics and Applied Linguistics', 'Forest Cultivation and Genetic Breeding', 'Aquaculture', 'Military Management', 'Dermatology and Venereology', 'Radiation Medicine', 'Industrial Economics', 'Polymer Chemistry and Physics', 'Archaeology and Museology', 'Principles of Metallurgy', 'Pathology and Pathophysiology', 'Harmony', 'Communication and Information Systems', 'Theoretical Optics', 'Poromechanics and Reservoir Physics', 'Geometry and Topology', 'Data Structures', 'Communication Principles', 'Mining and Safety Engineering', 'Elements of Chemical Reaction Engineering', 'Political Science', 'Agricultural Mechanization Engineering', 'Mineral Processing Engineering', 'Cryptography', 'Cell Biology', 'World History', 'Fluid Physics', 'Microbiology and Biochemical Pharmacy', 'Obstetrics and Gynecology', 'Inorganic Chemistry', 'Geotechnical Engineering', 'Rigid Body Mechanics', 'Neurology', 'Thermodynamics', 'Drama and Opera Studies', 'Electromagnetic Field and Microwave Technology', 'Traditional Chinese Medicine Theory', 'Religious Studies', 'Western Economics', 'Non-ferrous Metallurgy', 'Engineering Thermophysics', 'Combinatorial Mathematics', 'Immunology', 'Structural Geology', 'Dance Studies', 'International Trade', 'Literary Theory', 'Geriatric Medicine', 'Microbiology', 'Ecology', 'Veterinary Medicine', 'Library and Archival Science', 'Composition', 'Special Education', 'Philosophical Aesthetics', 'Electrodynamics', 'Psychology', 'Mineralogy, Petrology, and Economic Geology', 'Astrophysics', 'Economic Statistics']

Model Details

Base Model: unsloth/gemma-3-1b-it
Parameter Count: 999,885,952
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
Shading Units: 24064
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: 2
Batch size: 32
Gradient Accumulation steps: 1
Warmup ratio: 0.05
Learning rate: 0.0004
Optimizer: adamw_torch_fused
Learning rate scheduler: cosine

Training stats

Date: 2026-03-23T10:35:12.916512
Peak VRAM usage: 27.795 GB
Global step: 1576
Training runtime (seconds): 696.4058
Average training loss: 0.0905450333930968
Final validation loss: 0.0563415102660656

Framework versions

Unsloth: 2026.3.10
TRL: 0.22.2
Transformers: 4.56.2
Pytorch: 2.10.0+cu128
Datasets: 4.8.3
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.

Downloads last month: 12

Safetensors

Model size

1.0B params

Tensor type

BF16

Model tree for kth8/gemma-3-1b-it-SuperGPQA-Classifier

Base model

google/gemma-3-1b-pt

Finetuned

google/gemma-3-1b-it

Finetuned

unsloth/gemma-3-1b-it

Finetuned

(524)

this model

Quantizations

1 model

kth8
/

gemma-3-1b-it-SuperGPQA-Classifier

Usage example

Possible output options

Model Details

Hardware

Training Settings

PEFT

SFT

Training stats

Framework versions

License

Model tree for kth8/gemma-3-1b-it-SuperGPQA-Classifier

Dataset used to train kth8/gemma-3-1b-it-SuperGPQA-Classifier