What are the hardware requirements for Sqlcoder2?

Sqlcoder2 requires approximately 31.2 GB of VRAM. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Sqlcoder2 and how large is it?

Sqlcoder2 is developed by defog. 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?

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

Sqlcoder2 by defog — VRAM 31.2GB

Name: Sqlcoder2
Author: defog

Sqlcoder2 is an open-source language model by defog. Features: LLM, VRAM: 31.2GB, License: other, Code Generating, LLM Explorer Score: 0.11.

Code Codegen En Endpoints compatible Gpt bigcode Pytorch Region:us Sharded

Model Card on HF 🤗: https://huggingface.co/defog/sqlcoder2

Sqlcoder2 Benchmarks

LLME Score: 0.10948

^nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

What is the LLM Explorer Rank (Score)

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Sqlcoder2 Parameters and Internals

Model Type

text-generation

Use Cases

Areas:

Research, Commercial applications

Primary Use Cases:

Natural language to SQL query conversion

Training Details

Data Sources:

human-curated questions based on 10 different schemas

Data Volume:

more than 20,000 questions

Methodology:

fine-tuned on a base StarCoder model

LLM Name	Sqlcoder2
Repository 🤗	https://huggingface.co/defog/sqlcoder2
Required VRAM	31.2 GB
Updated	2026-05-10
Maintainer	defog
Model Type	gpt_bigcode
Model Files	10.0 GB: 1-of-4 9.9 GB: 2-of-4 9.9 GB: 3-of-4 1.4 GB: 4-of-4
Supported Languages	en
Generates Code	Yes
Model Architecture	GPTBigCodeForCausalLM
License	other
Transformers Version	4.34.0
Tokenizer Class	GPT2Tokenizer
Vocabulary Size	49152
Torch Data Type	float16
Activation Function	gelu

Quantized Models of the Sqlcoder2

Model	Likes	Downloads	VRAM
Sqlcoder2 GGUF	28	755	6 GB
Sqlcoder2 GPTQ	11	21	9 GB

Best Alternatives to Sqlcoder2

Best Alternatives	Context / RAM	Downloads	Likes
Starcoderbase	0K / 63.3 GB	1461	418
...rcoder Gpteacher Code Instruct	0K / 63.3 GB	979	80
Opencoderplus	0K / 31.8 GB	1004	102
StarCoder Alpaca	0K / 31 GB	1009	1
Sqlcoder	0K / 31.2 GB	359	324
SteloCoder	0K / 31.2 GB	11	1
Minicoder Lua	0K / 0.1 GB	22	0
Minicoder Random	0K / 0.1 GB	12	0
...der15B Personal Copilot Merged	0K / 31.2 GB	16	3
DPO Santacoder1b	0K / 2.2 GB	8	0

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

Rank the Sqlcoder2 Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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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Release v20260328a

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Sqlcoder2 by defog