| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081 |
- from enum import Enum
- from typing import Literal
- from pydantic import BaseModel, Field, model_serializer
- class ContentType(Enum):
- TEXT = 'text'
- IMAGE_URL = 'image_url'
- class Content(BaseModel):
- type: str
- cache_prompt: bool = False
- @model_serializer
- def serialize_model(self):
- raise NotImplementedError('Subclasses should implement this method.')
- class TextContent(Content):
- type: str = ContentType.TEXT.value
- text: str
- @model_serializer
- def serialize_model(self):
- data: dict[str, str | dict[str, str]] = {
- 'type': self.type,
- 'text': self.text,
- }
- if self.cache_prompt:
- data['cache_control'] = {'type': 'ephemeral'}
- return data
- class ImageContent(Content):
- type: str = ContentType.IMAGE_URL.value
- image_urls: list[str]
- @model_serializer
- def serialize_model(self):
- images: list[dict[str, str | dict[str, str]]] = []
- for url in self.image_urls:
- images.append({'type': self.type, 'image_url': {'url': url}})
- if self.cache_prompt and images:
- images[-1]['cache_control'] = {'type': 'ephemeral'}
- return images
- class Message(BaseModel):
- role: Literal['user', 'system', 'assistant']
- content: list[TextContent | ImageContent] = Field(default=list)
- cache_enabled: bool = False
- vision_enabled: bool = False
- @property
- def contains_image(self) -> bool:
- return any(isinstance(content, ImageContent) for content in self.content)
- @model_serializer
- def serialize_model(self) -> dict:
- content: list[dict] | str
- # two kinds of serializer:
- # 1. vision serializer: when prompt caching or vision is enabled
- # 2. single text serializer: for other cases
- # remove this when liteLLM or providers support this format translation
- if self.cache_enabled or self.vision_enabled:
- # when prompt caching or vision is enabled, use vision serializer
- content = []
- for item in self.content:
- if isinstance(item, TextContent):
- content.append(item.model_dump())
- elif isinstance(item, ImageContent):
- content.extend(item.model_dump())
- else:
- # for other cases, concatenate all text content
- # into a single string per message
- content = '\n'.join(
- item.text for item in self.content if isinstance(item, TextContent)
- )
- return {'content': content, 'role': self.role}
|