Defog

SQLCoder 7B

Name: SQLCoder 7B
Rating: 80 (185 reviews)
Author: Defog

当前

HuggingFace

Ollama

26.3K下载量432点赞Dec 2023发布日期8K tokens上下文Apache 2.0许可证70 优秀质量

SQLCoder 7B (7B parameters) requires approximately 8.0 GB of VRAM with Q4_K_M quantization. For the best balance of quality and speed, we recommend hardware with at least 10 GB of VRAM.

快速开始

— 复制粘贴即可本地运行

Copy-paste commands to run SQLCoder 7B on your machine.

Run

ollama run sqlcoder

Quick specs

Parameters7B

Architecturedense

Context8K tokens

Modalitytext

Min RAM2.7 GB

Rec. RAM4.3 GB (Q4_K_M)

LicenseApache 2.0

FamilySQLCoder

About this model

The model weights were updated at 7 AM UTC on Feb 7, 2024. The new model weights lead to a much more performant model – particularly for joins.

•Developed by:: Defog, Inc
•Model type:: [Text to SQL]
•License:: [CC-by-SA-4.0]
•Finetuned from model:: [CodeLlama-7B]

快速推荐

最佳性价比A

Intel Arc B570 10GB~$219 — 52 tok/s

最佳综合S

RTX 3080 Ti 12GB~$1,199 — 98 tok/s

最佳硬件

SQLCoder 7B 的最佳选择

运行此模型

SQLCoder 7B on RTX 3080 Ti 12GB SQLCoder 7B on RTX 4070 12GB SQLCoder 7B on RTX 4070 Super 12GB

量化选项

各量化级别的 VRAM 估算

No hardware detected — fit column shows raw VRAM estimates

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	2.7 GB	Low	—
Q3_K_S	3	3.4 GB	Low	—
NVFP4	4	3.9 GB	Medium	—
Q4_K_M	4	4.3 GB	Medium	—
Q5_K_M	5	5.0 GB	High	—
Q6_K	6	5.7 GB	High	—
Q8_0	8	7.5 GB	Very High	—
F16	16	14.3 GB	Maximum	—

硬件兼容性

全部硬件的适配估算

打开计算器

Computing compatibility...

内存详细分析

Reference: RTX 2060 6GB

Weights4.3 GB

KV Cache2.0 GB

Runtime1.2 GB

Headroom0.6 GB

常见问题

FAQ — SQLCoder 7B

另请参阅

量化指南评分方法打开计算器