sghosts / gemma3_4b_bilsemqa_r16_alpha32

huggingface.co
Total runs: 2
24-hour runs: 0
7-day runs: 0
30-day runs: -8
Model's Last Updated: December 31 2025
text-generation

Introduction of gemma3_4b_bilsemqa_r16_alpha32

Model Details of gemma3_4b_bilsemqa_r16_alpha32

Model Card for gemma3_4b_bilsemqa_r16_alpha32

This model is a fine-tuned version of google/gemma-3-4b-it . It has been trained using TRL .

Quick start
from transformers import pipeline

question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
generator = pipeline("text-generation", model="None", device="cuda")
output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
print(output["generated_text"])
Training procedure

Visualize in Weights & Biases

This model was trained with SFT.

Framework versions
  • PEFT 0.18.0
  • TRL: 0.26.1
  • Transformers: 4.57.3
  • Pytorch: 2.9.1
  • Datasets: 4.4.1
  • Tokenizers: 0.22.1
Citations

Cite TRL as:

@misc{vonwerra2022trl,
    title        = {{TRL: Transformer Reinforcement Learning}},
    author       = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallou{\'e}dec},
    year         = 2020,
    journal      = {GitHub repository},
    publisher    = {GitHub},
    howpublished = {\url{https://github.com/huggingface/trl}}
}

Runs of sghosts gemma3_4b_bilsemqa_r16_alpha32 on huggingface.co

2
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
-8
30-day runs

More Information About gemma3_4b_bilsemqa_r16_alpha32 huggingface.co Model

gemma3_4b_bilsemqa_r16_alpha32 huggingface.co

gemma3_4b_bilsemqa_r16_alpha32 huggingface.co is an AI model on huggingface.co that provides gemma3_4b_bilsemqa_r16_alpha32's model effect (), which can be used instantly with this sghosts gemma3_4b_bilsemqa_r16_alpha32 model. huggingface.co supports a free trial of the gemma3_4b_bilsemqa_r16_alpha32 model, and also provides paid use of the gemma3_4b_bilsemqa_r16_alpha32. Support call gemma3_4b_bilsemqa_r16_alpha32 model through api, including Node.js, Python, http.

gemma3_4b_bilsemqa_r16_alpha32 huggingface.co Url

https://huggingface.co/sghosts/gemma3_4b_bilsemqa_r16_alpha32

sghosts gemma3_4b_bilsemqa_r16_alpha32 online free

gemma3_4b_bilsemqa_r16_alpha32 huggingface.co is an online trial and call api platform, which integrates gemma3_4b_bilsemqa_r16_alpha32's modeling effects, including api services, and provides a free online trial of gemma3_4b_bilsemqa_r16_alpha32, you can try gemma3_4b_bilsemqa_r16_alpha32 online for free by clicking the link below.

sghosts gemma3_4b_bilsemqa_r16_alpha32 online free url in huggingface.co:

https://huggingface.co/sghosts/gemma3_4b_bilsemqa_r16_alpha32

gemma3_4b_bilsemqa_r16_alpha32 install

gemma3_4b_bilsemqa_r16_alpha32 is an open source model from GitHub that offers a free installation service, and any user can find gemma3_4b_bilsemqa_r16_alpha32 on GitHub to install. At the same time, huggingface.co provides the effect of gemma3_4b_bilsemqa_r16_alpha32 install, users can directly use gemma3_4b_bilsemqa_r16_alpha32 installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

gemma3_4b_bilsemqa_r16_alpha32 install url in huggingface.co:

https://huggingface.co/sghosts/gemma3_4b_bilsemqa_r16_alpha32

Url of gemma3_4b_bilsemqa_r16_alpha32

gemma3_4b_bilsemqa_r16_alpha32 huggingface.co Url

Provider of gemma3_4b_bilsemqa_r16_alpha32 huggingface.co

sghosts
ORGANIZATIONS

Other API from sghosts

huggingface.co

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:August 07 2025