What are the hardware requirements for Sqlcoder2 GGUF?

Sqlcoder2 GGUF requires approximately 6.7 GB of VRAM. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Sqlcoder2 GGUF and how large is it?

Sqlcoder2 GGUF is developed by TheBloke. 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 Sqlcoder2 GGUF?

Sqlcoder2 GGUF is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Sqlcoder2 GGUF by TheBloke — VRAM 6.7GB

Name: Sqlcoder2 GGUF
Author: TheBloke

Sqlcoder2 GGUF is an open-source language model by TheBloke. Features: LLM, VRAM: 6.7GB, License: other, Quantized, LLM Explorer Score: 0.1.

Base model:defog/sqlcoder2 Base model:quantized:defog/sql... Code En Gguf Quantized Region:us Starcoder

Model Card on HF 🤗: https://huggingface.co/TheBloke/sqlcoder2-GGUF

Sqlcoder2 GGUF Parameters and Internals

Model Type

text generation

Use Cases

Areas:

Research, Commercial applications

Applications:

Natural language to SQL query conversion

Primary Use Cases:

Generate SQL queries from natural language questions.

Limitations:

Potential untested or unexplored schemas.

Considerations:

Fine-tuning on specific schemas enhances performance.

Additional Notes

The model's performance benefits from training on diverse schemas, and there are plans to enhance it with advanced training techniques.

Supported Languages

English (High proficiency)

Training Details

Data Sources:

20,000 human-curated questions based on 10 different schemas

Data Volume:

20,000 questions

Methodology:

Fine-tuned from StarCoder.

Input Output

Input Format:

Natural language questions

Accepted Modalities:

text

Output Format:

SQL queries

Performance Tips:

Fine-tuning on a specific database schema can improve accuracy.

LLM Name	Sqlcoder2 GGUF
Repository 🤗	https://huggingface.co/TheBloke/sqlcoder2-GGUF
Model Name	Sqlcoder2
Model Creator	Defog.ai
Base Model(s)	Sqlcoder2 defog/sqlcoder2
Required VRAM	6.7 GB
Updated	2026-08-07
Maintainer	TheBloke
Model Type	starcoder
Model Files	6.7 GB 9.1 GB 8.2 GB 6.9 GB 9.0 GB 10.0 GB 9.1 GB 10.9 GB 11.5 GB 10.9 GB 13.0 GB 16.8 GB
Supported Languages	en
GGUF Quantization	Yes
Quantization Type	gguf
Model Architecture	AutoModel
License	other

Rank the Sqlcoder2 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

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Dolphin 2.7 Mixtral 8x7b GGUF	0K / 15.6 GB	12812	176

Note: green Score (e.g. "73.2") means that the model is better than TheBloke/sqlcoder2-GGUF.