What are the hardware requirements for Code Llama 2 13B Instruct Text2sql?

Code Llama 2 13B Instruct Text2sql requires approximately 26 GB of VRAM and supports a context window of 16K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Code Llama 2 13B Instruct Text2sql and how large is it?

Code Llama 2 13B Instruct Text2sql is developed by bugdaryan, 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 Code Llama 2 13B Instruct Text2sql?

Code Llama 2 13B Instruct Text2sql is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Code Llama 2 13B Instruct Text2sql by bugdaryan — VRAM 26GB, 16K context

Name: Code Llama 2 13B Instruct Text2sql
Author: bugdaryan

Code Llama 2 13B Instruct Text2sql is an open-source language model by bugdaryan. Features: 13b LLM, VRAM: 26GB, Context: 16K, License: llama2, Instruction-Based, Code Generating, LLM Explorer Score: 0.09.

Codegen Dataset:bugdaryan/sql-create-c... En Endpoints compatible Instruct Llama Pytorch Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/bugdaryan/Code-Llama-2-13B-instruct-text2sql

Code Llama 2 13B Instruct Text2sql Parameters and Internals

Model Type

text generation

Use Cases

Areas:

commercial, research

Primary Use Cases:

text-to-SQL tasks

Limitations:

Inaccuracy or objectionable content possible

Additional Notes

Training all Code Llama models required 400K GPU hours on A100-80GB hardware with emissions offset by Meta's sustainability program.

Supported Languages

en (proficient)

Training Details

Data Sources:

bugdaryan/sql-create-context-instruction

Training Time:

Approximately 4 hours on 2 V100 32GB GPUs

Hardware Used:

2 V100 32GB GPUs

Model Architecture:

auto-regressive transformer

Safety Evaluation

Ethical Considerations:

It may produce inaccurate or objectionable responses. Safety testing and tuning recommended before deploying.

LLM Name	Code Llama 2 13B Instruct Text2sql
Repository 🤗	https://huggingface.co/bugdaryan/Code-Llama-2-13B-instruct-text2sql
Model Size	13b
Required VRAM	26 GB
Updated	2026-07-21
Maintainer	bugdaryan
Model Type	llama
Instruction-Based	Yes
Model Files	9.9 GB: 1-of-3 9.9 GB: 2-of-3 6.2 GB: 3-of-3 9.9 GB: 1-of-3 9.9 GB: 2-of-3 6.2 GB: 3-of-3
Supported Languages	en
Generates Code	Yes
Model Architecture	LlamaForCausalLM
License	llama2
Context Length	16384
Model Max Length	16384
Transformers Version	4.34.0.dev0
Tokenizer Class	CodeLlamaTokenizer
Beginning of Sentence Token	<s>
End of Sentence Token	</s>
Unk Token	<unk>
Vocabulary Size	32016
Torch Data Type	float16

Rank the Code Llama 2 13B Instruct Text2sql capabilities

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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 Code Llama 2 13B Instruct Text2sql

Best Alternatives	Context / RAM	Downloads	Likes
NexusRaven V2 13B	16K / 26 GB	105	472
CodeLlama 13B Instruct Hf	16K / 26 GB	2469	160
CodeLlama 13B MORepair	16K / 26 GB	9	2
CodeLlama 13B Instruct Hf	16K / 26 GB	369	29
TableLLM 13B	16K / 26 GB	98	34
NexusRaven 13B	16K / 26 GB	37	106
Panda Coder 13B	16K / 26 GB	11	14
Gen Sim	16K / 0.3 GB	4	3
CodeLlama 13B Instruct Fp16	16K / 26 GB	137	28
...Llama 13B Instruct Hf 4bit MLX	16K / 7.8 GB	113	3

Note: green Score (e.g. "73.2") means that the model is better than bugdaryan/Code-Llama-2-13B-instruct-text2sql.