What are the hardware requirements for Onca 1.0 9B?

Onca 1.0 9B requires approximately 17.9 GB of VRAM and supports a context window of 256K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Onca 1.0 9B and how large is it?

Onca 1.0 9B is developed by Joesh1, a model with 9b 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 Onca 1.0 9B?

Onca 1.0 9B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Onca 1.0 9B by Joesh1 — VRAM 17.9GB, 256K context

Name: Onca 1.0 9B
Author: Joesh1

Onca 1.0 9B is an open-source language model by Joesh1. Features: 9b LLM, VRAM: 17.9GB, Context: 256K, License: apache-2.0, LLM Explorer Score: 0.22.

Base model:finetune:jackrong/q... Base model:jackrong/qwopus3.5-... Clinical-nlp Conversational En Endpoints compatible Medical-llm Oncology Pancreatic-cancer Pdac Qwen3 5 text Region:us Research Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/Joesh1/onca-1.0-9B

Onca 1.0 9B Parameters and Internals

LLM Name	Onca 1.0 9B
Repository 🤗	https://huggingface.co/Joesh1/onca-1.0-9B
Base Model(s)	Jackrong/Qwopus3.5-9B-v3 Jackrong/Qwopus3.5-9B-v3
Model Size	9b
Required VRAM	17.9 GB
Updated	2026-08-05
Maintainer	Joesh1
Model Type	qwen3_5_text
Model Files	4.9 GB: 1-of-4 5.0 GB: 2-of-4 5.0 GB: 3-of-4 3.0 GB: 4-of-4
Supported Languages	en
Model Architecture	Qwen3_5ForCausalLM
License	apache-2.0
Context Length	262144
Model Max Length	262144
Transformers Version	5.5.3
Tokenizer Class	TokenizersBackend
Padding Token	<\|endoftext\|>
Vocabulary Size	248320
Errors	replace

Rank the Onca 1.0 9B capabilities

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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 Onca 1.0 9B

Best Alternatives	Context / RAM	Downloads	Likes
Qwepus	1024K / 17.9 GB	453	0
...thos 9B V2 Heretic Abliterated	1024K / 17.9 GB	80	3
Le Gros Chaton	256K / 17.9 GB	235	1
NeoHorse 1 9B	256K / 18 GB	1250	196
Drex V1.5	256K / 17.9 GB	267	47
...yber Ornith 1.5 9B OBLITERATED	256K / 17.9 GB	1424	7
JEV 9B	256K / 17.8 GB	471	12
NeoHorse 1 9B Math SFT	256K / 17.9 GB	285	2
...te Qwopus MiMo Ornith 9B Coder	256K / 17.8 GB	615	6
WikiQwen 9B	256K / 17.9 GB	1039	0

Note: green Score (e.g. "73.2") means that the model is better than Joesh1/onca-1.0-9B.