What are the hardware requirements for Natural Sql 7B?

Natural Sql 7B requires approximately 13.9 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 Natural Sql 7B and how large is it?

Natural Sql 7B is developed by chatdb, 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 Natural Sql 7B?

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

Natural Sql 7B by chatdb — VRAM 13.9GB, 4K context

Name: Natural Sql 7B
Author: chatdb

Natural Sql 7B is an open-source language model by chatdb. Features: 7b LLM, VRAM: 13.9GB, Context: 4K, License: cc-by-sa-4.0, Fine-Tuned, Instruction-Based, Code Generating, LLM Explorer Score: 0.11.

Base model:deepseek-ai/deepsee... Base model:finetune:deepseek-a... Codegen Conversational Endpoints compatible Finetuned Instruct Llama Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/chatdb/natural-sql-7b

Natural Sql 7B Parameters and Internals

Model Type

text-generation

Use Cases

Primary Use Cases:

Text-to-SQL instructions

Input Output

Accepted Modalities:

text

Output Format:

SQL query

LLM Name	Natural Sql 7B
Repository 🤗	https://huggingface.co/chatdb/natural-sql-7b
Base Model(s)	deepseek-ai/deepseek-coder-6.7b-instruct deepseek-ai/deepseek-coder-6.7b-instruct
Model Size	7b
Required VRAM	13.9 GB
Updated	2026-07-17
Maintainer	chatdb
Model Type	llama
Instruction-Based	Yes
Model Files	5.0 GB: 1-of-3 5.0 GB: 2-of-3 3.9 GB: 3-of-3
Generates Code	Yes
Model Architecture	LlamaForCausalLM
License	cc-by-sa-4.0
Context Length	4096
Model Max Length	4096
Transformers Version	4.38.0.dev0
Tokenizer Class	LlamaTokenizer
Padding Token	<｜end▁of▁sentence｜>
Vocabulary Size	102400
Torch Data Type	float16

Rank the Natural Sql 7B 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

Quantized Models of the Natural Sql 7B

Model	Likes	Downloads	VRAM
Natural Sql 7B GGUF	2	116	2 GB

Best Alternatives to Natural Sql 7B

Best Alternatives	Context / RAM	Downloads	Likes
Deepseek Coder 6.7B Instruct	16K / 13.5 GB	535311	507
CodeLlama 7B Instruct Hf	16K / 13.5 GB	58587	258
GetCode Slerp	16K / 13.6 GB	87	1
Stack Codellama 7B Inst	16K / 13.5 GB	66	0
CodeV CL 7B	16K / 13.5 GB	430	1
CodeLlama 7B Instruct Hf	16K / 13.5 GB	2313	63
Glaive Coder 7B	16K / 27 GB	85	55
...deLlama 7B Instruct Hf 8bits Q	16K / 4.2 GB	17	1
Llama 2 7B Chat Finetune5	16K / 13.8 GB	3	1
...ama 7B Instruct Hf Dequantized	16K / 13.5 GB	197	0

Note: green Score (e.g. "73.2") means that the model is better than chatdb/natural-sql-7b.