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Ollama 运行视觉语言模型LLaVA

article 2024/10/8 5:08:35

Ollama的LLaVA（大型语言和视觉助手）模型集已更新至 1.6 版，支持：

更高的图像分辨率：支持高达 4 倍的像素，使模型能够掌握更多细节。
改进的文本识别和推理能力：在附加文档、图表和图表数据集上进行训练。
更宽松的许可证：通过 Apache 2.0 许可证或 LLaMA 2 社区许可证分发。

这些模型有三种参数大小。7B、13B 和新的 34B 模型：

ollama run llava:7b
ollama run llava:13b
ollama run llava:34b

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1、Ollama视觉模型使用方法

命令行使用方法：

要将视觉模型与 ollama run 结合使用，请使用文件路径引用 .jpg 或 .png 文件，例如上图：

% ollama run llava "describe this image: ./art.jpg"
The image shows a colorful poster featuring an illustration of a cartoon character with spiky hair. Above the character's head is a crown, suggesting royalty or high status. On the right side of the poster, there is text in French that reads "Jean-Michel Basquiat,"

在Python代码中调用方法如下：

import ollama

res = ollama.chat(
	model="llava",
	messages=[
		{
			'role': 'user',
			'content': 'Describe this image:',
			'images': ['./art.jpg']
		}
	]
)

print(res['message']['content'])

在JavaScript中的调用方法如下所示：

import ollama from 'ollama'

const res = await ollama.chat({
	model: 'llava',
	messages: [{
		role: 'user',
		content: 'Describe this image:'
		images: ['./art.jpg']
	}]
})

console.log(res.message.content)

注意：在 Ollama Python 和 JavaScript 库以及 REST API 中，可以在 images 参数中提供 base64 编码的文件。有关向视觉模型提供图像的更多示例，请参阅完整的 API 文档。

2、应用示例

对象检测：

% ollama run llava "tell me what do you see in this picture? ./pic.jpg"
In the image, a man wearing blue and white is holding video game controllers in his hands while smiling. His arms are raised above his head as he plays with the virtual reality gaming devices. The man appears to be enjoying himself and immersed in his gaming experience.

文字识别：

% ollama run llava "what does the text say? ./wordart.png"
This is an image with a capitalized, bolded text of "ollama." The background is black and the letters are yellow, which create a contrasting appearance. Although the words "ollama" make up the majority of the image, it could also be seen as part of a sign or advertisement due to its brightness and prominent font style.

原文链接：Ollama 运行视觉模型 - BimAnt

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