What are the hardware requirements for Tora 7B V0.1?

Tora 7B V0.1 requires approximately 14.4 GB of VRAM and supports a context window of 4K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Tora 7B V0.1 and how large is it?

Tora 7B V0.1 is developed by ryota39, a model with 7b 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 Tora 7B V0.1?

Tora 7B V0.1 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Tora 7B V0.1 by ryota39 — VRAM 14.4GB, 4K context

Name: Tora 7B V0.1
Author: ryota39

Tora 7B V0.1 is an open-source language model by ryota39. Features: 7b LLM, VRAM: 14.4GB, Context: 4K, License: cc-by-nc-4.0, LLM Explorer Score: 0.12.

Endpoints compatible Mistral Region:us Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/ryota39/Tora-7B-v0.1

Tora 7B V0.1 Parameters and Internals

Model Type

chat model

Use Cases

Areas:

Research, Non-commercial applications

Additional Notes

Model developed using Chat Vector technique with integration of multiple source models.

Supported Languages

Japanese (high)

Training Details

Methodology:

Chat Vector adaptation with enhancements using multiple models

Model Architecture:

Transformer-based architecture utilizing parts of other models with chat vector adaptations

LLM Name	Tora 7B V0.1
Repository 🤗	https://huggingface.co/ryota39/Tora-7B-v0.1
Model Size	7b
Required VRAM	14.4 GB
Updated	2026-08-07
Maintainer	ryota39
Model Type	mistral
Model Files	4.9 GB: 1-of-3 5.0 GB: 2-of-3 4.5 GB: 3-of-3
Model Architecture	MistralForCausalLM
License	cc-by-nc-4.0
Context Length	4096
Model Max Length	4096
Transformers Version	4.46.3
Tokenizer Class	LlamaTokenizer
Vocabulary Size	32000
Torch Data Type	bfloat16

Rank the Tora 7B V0.1 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 Tora 7B V0.1

Best Alternatives	Context / RAM	Downloads	Likes
...Nemo Instruct 2407 Abliterated	1000K / 24.5 GB	220	20
MegaBeam Mistral 7B 512K	512K / 14.4 GB	8470	54
SpydazWeb AI HumanAI RP	512K / 14.4 GB	16	1
SpydazWeb AI HumanAI 002	512K / 14.4 GB	18	1
...daz Web AI ChatML 512K Project	512K / 14.5 GB	12	0
MegaBeam Mistral 7B 300K	282K / 14.4 GB	3779	16
MegaBeam Mistral 7B 300K	282K / 14.4 GB	8018	17
Hebrew Mistral 7B 200K	256K / 30 GB	23	15
Astral 256K 7B	250K / 14.4 GB	9	0
Astral 256K 7B V2	250K / 14.4 GB	8	0

Note: green Score (e.g. "73.2") means that the model is better than ryota39/Tora-7B-v0.1.