What are the hardware requirements for Singleshotgrpo?

Singleshotgrpo requires approximately 18.8 GB of VRAM. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Singleshotgrpo and how large is it?

Singleshotgrpo is developed by redflash6, a model with 9.4b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate Singleshotgrpo?

Singleshotgrpo is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Singleshotgrpo by redflash6 — VRAM 18.8GB

Name: Singleshotgrpo
Author: redflash6

Singleshotgrpo is an open-source language model by redflash6. Features: 9.4b LLM, VRAM: 18.8GB, License: apache-2.0, LLM Explorer Score: 0.29.

Base model:finetune:redflash6/... Base model:redflash6/sft Conversational Endpoints compatible Image-text-to-text Qwen3 5 Reel Region:us Safetensors Tool-use Video-generation Visual-memory

Model Card on HF 🤗: https://huggingface.co/redflash6/singleshotgrpo

Singleshotgrpo Parameters and Internals

LLM Name	Singleshotgrpo
Repository 🤗	https://huggingface.co/redflash6/singleshotgrpo
Base Model(s)	Sft redflash6/sft
Model Size	9.4b
Required VRAM	18.8 GB
Updated	2026-10-15
Maintainer	redflash6
Model Type	qwen3_5
Model Files	18.8 GB
Model Architecture	Qwen3_5ForConditionalGeneration
License	apache-2.0
Model Max Length	262144
Transformers Version	5.3.0
Tokenizer Class	TokenizersBackend
Padding Token	<\|endoftext\|>
Errors	replace

Rank the Singleshotgrpo capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Best Alternatives to Singleshotgrpo

Best Alternatives	Context / RAM	Downloads	Likes
Qwen Image 2.1 PE I2I	0K / 3.6 GB	5501	42
Qwen Image 2.1 PE T2I	0K / 3.6 GB	1885	43
... Image 2.1 PE T2I Heretic V1.0	0K / 18.8 GB	937	1
Clef Flash OQ4e	0K / 6 GB	252	6
Qwen Image 2.1 PE T2I MLX	0K / 18.8 GB	729	1
Qwen Image 2.1 PE I2I MLX	0K / 18.8 GB	643	1
Clef Flash NVFP4	0K / 0.2 GB	152	1
Clef Flash FP8	0K / 13.6 GB	109	1
Qwen Image 2.1 PE I2I Heretic	0K / 18.8 GB	162	1
Clef Flash Concise M0.5	0K / 18.8 GB	52	1

Note: green Score (e.g. "73.2") means that the model is better than redflash6/singleshotgrpo.