81 lines
2.8 KiB
Markdown
81 lines
2.8 KiB
Markdown
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# Documentation
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- Class name: LLMImageCaptionReader
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- Category: SALT/Language Toolkit/Readers
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- Output node: False
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- Repo Ref: https://github.com/comfyanonymous/ComfyUI
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LLMImageCaptionReader节点旨在解释和描述图像文件,通过生成说明文字将视觉内容转换为描述性文本文档。这一过程有助于将图像数据整合到基于文本的索引和搜索系统中,例如llama_index文档结构。
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# Input types
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## Required
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- path
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- 指定要生成说明文字的图像文件路径。这是一个关键输入,因为它决定了用于生成说明文字的源图像。
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- Comfy dtype: STRING
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- Python dtype: str
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## Optional
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- prompt
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- 可选的文本输入,可以引导或影响说明文字生成过程,允许生成更加定制化或具有特定上下文的描述。
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- Comfy dtype: STRING
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- Python dtype: str
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- extra_info
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- 可选的附加信息,以字符串形式提供,可用于传递说明文字生成过程的额外参数或上下文。
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- Comfy dtype: STRING
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- Python dtype: str
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# Output types
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- documents
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- 输出是一个包含生成的说明文字的文档对象,以结构化文本格式封装图像描述。
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- Comfy dtype: DOCUMENT
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- Python dtype: str
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## Usage tips
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- Infra type: `CPU`
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- Common nodes: unknown
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## Source code
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```python
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class LLMImageCaptionReader(ImageCaptionReader):
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"""
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@NOTE: Describes the image file as if it were captioning it into a llama_index Document
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@Source: https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/readers/llama-index-readers-file/llama_index/readers/file/image_caption/base.py
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@Documentation: https://docs.llamaindex.ai/en/latest/api_reference/readers/file/#llama_index.readers.file.ImageCaptionReader
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"""
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def __init__(self):
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super().__init__()
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@classmethod
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def INPUT_TYPES(cls):
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return {
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"required": {
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"path": ("STRING", {"default": ""}),
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},
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"optional": {
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# "keep_image": ([False, True], {"default": False}),
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"prompt": ("STRING", {"multiline": True, "dynamicPrompts": False, "default": ""}),
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"extra_info": ("STRING", {"multiline": True, "dynamicPrompts": False, "default": "{}"}),
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}
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}
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RETURN_TYPES = ("DOCUMENT", )
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RETURN_NAMES = ("documents",)
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FUNCTION = "execute"
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CATEGORY = f"{MENU_NAME}/{SUB_MENU_NAME}/Readers"
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def execute(self, path:str, prompt:str, extra_info:str, keep_image:bool=False):
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get_full_path(1, path)
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if not os.path.exists(path):
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raise FileNotFoundError(f"No file available at: {path}")
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path = Path(path)
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# self._keep_image = keep_image
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self._prompt = prompt
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extra_info = read_extra_info(extra_info)
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data = self.load_data(path, extra_info)
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return (data, )
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```
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