What are the hardware requirements for Tora Code 13B V1.0 GGUF?

Tora Code 13B V1.0 GGUF requires approximately 5.4 GB of VRAM. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Tora Code 13B V1.0 GGUF and how large is it?

Tora Code 13B V1.0 GGUF is developed by TheBloke, a model with 13b 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 Code 13B V1.0 GGUF?

Tora Code 13B V1.0 GGUF is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Tora Code 13B V1.0 GGUF by TheBloke — VRAM 5.4GB

Name: Tora Code 13B V1.0 GGUF
Author: TheBloke

Tora Code 13B V1.0 GGUF is an open-source language model by TheBloke. Features: 13b LLM, VRAM: 5.4GB, License: llama2, Quantized, LLM Explorer Score: 0.09.

Arxiv:2309.17452 Base model:llm-agents/tora-cod... Base model:quantized:llm-agent... Code Dataset:competition math Dataset:gsm8k En Gguf Llama Math Quantized Region:us

Model Card on HF 🤗: https://huggingface.co/TheBloke/tora-code-13B-v1.0-GGUF

Tora Code 13B V1.0 GGUF Parameters and Internals

Model Type

llama

Supported Languages

en (high)

Training Details

Data Sources:

ToRA-Corpus 16k

Methodology:

Imitation learning (SFT) and output space shaping

Input Output

Input Format:

<|user|> {prompt} <|assistant|>

Accepted Modalities:

text

LLM Name	Tora Code 13B V1.0 GGUF
Repository 🤗	https://huggingface.co/TheBloke/tora-code-13B-v1.0-GGUF
Model Name	ToRA Code 13B v1.0
Model Creator	LLM-Agents
Base Model(s)	llm-agents/tora-code-13b-v1.0 llm-agents/tora-code-13b-v1.0
Model Size	13b
Required VRAM	5.4 GB
Updated	2026-07-26
Maintainer	TheBloke
Model Type	llama
Model Files	5.4 GB 6.9 GB 6.3 GB 5.7 GB 7.4 GB 7.9 GB 7.4 GB 9.0 GB 9.2 GB 9.0 GB 10.7 GB 13.8 GB
Supported Languages	en
GGUF Quantization	Yes
Quantization Type	gguf
Model Architecture	AutoModel
License	llama2

Rank the Tora Code 13B V1.0 GGUF 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 Code 13B V1.0 GGUF

Best Alternatives	Context / RAM	Downloads	Likes
MythoMax L2 13B GGUF	0K / 5.4 GB	33388	262
WhiteRabbitNeo 13B GGUF	0K / 5.4 GB	8943	62
Llama 3 13B Instruct V0.1 GGUF	0K / 5.1 GB	1940	5
Hermes 2 Pro Llama 3 13B GGUF	0K / 4.6 GB	149	1
Llama3 13B Ku GGUF	0K / 8.7 GB	52	0
...aMa 3 Instruct Zeroed 13B GGUF	0K / 5 GB	42	1
LLaMa 3 Base Zeroed 13B GGUF	0K / 5 GB	16	1
Model1	0K / 13.8 GB	16	0
Codellama 7B Instruct GGUF	0K / 2.8 GB	166	1
LlaMAndement 13B GGUF	0K / 4.8 GB	213	0

Note: green Score (e.g. "73.2") means that the model is better than TheBloke/tora-code-13B-v1.0-GGUF.