message.py 2.5 KB

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  1. from enum import Enum
  2. from typing import Literal
  3. from pydantic import BaseModel, Field, model_serializer
  4. class ContentType(Enum):
  5. TEXT = 'text'
  6. IMAGE_URL = 'image_url'
  7. class Content(BaseModel):
  8. type: str
  9. cache_prompt: bool = False
  10. @model_serializer
  11. def serialize_model(self):
  12. raise NotImplementedError('Subclasses should implement this method.')
  13. class TextContent(Content):
  14. type: str = ContentType.TEXT.value
  15. text: str
  16. @model_serializer
  17. def serialize_model(self):
  18. data: dict[str, str | dict[str, str]] = {
  19. 'type': self.type,
  20. 'text': self.text,
  21. }
  22. if self.cache_prompt:
  23. data['cache_control'] = {'type': 'ephemeral'}
  24. return data
  25. class ImageContent(Content):
  26. type: str = ContentType.IMAGE_URL.value
  27. image_urls: list[str]
  28. @model_serializer
  29. def serialize_model(self):
  30. images: list[dict[str, str | dict[str, str]]] = []
  31. for url in self.image_urls:
  32. images.append({'type': self.type, 'image_url': {'url': url}})
  33. if self.cache_prompt and images:
  34. images[-1]['cache_control'] = {'type': 'ephemeral'}
  35. return images
  36. class Message(BaseModel):
  37. role: Literal['user', 'system', 'assistant']
  38. content: list[TextContent | ImageContent] = Field(default=list)
  39. @property
  40. def contains_image(self) -> bool:
  41. return any(isinstance(content, ImageContent) for content in self.content)
  42. @model_serializer
  43. def serialize_model(self) -> dict:
  44. content: list[dict] | str
  45. if self.role == 'system':
  46. # For system role, concatenate all text content into a single string
  47. content = '\n'.join(
  48. item.text for item in self.content if isinstance(item, TextContent)
  49. )
  50. elif self.role == 'assistant' and not self.contains_image:
  51. # For assistant role without vision, concatenate all text content into a single string
  52. content = '\n'.join(
  53. item.text for item in self.content if isinstance(item, TextContent)
  54. )
  55. else:
  56. # For user role or assistant role with vision enabled, serialize each content item
  57. content = []
  58. for item in self.content:
  59. if isinstance(item, TextContent):
  60. content.append(item.model_dump())
  61. elif isinstance(item, ImageContent):
  62. content.extend(item.model_dump())
  63. return {'content': content, 'role': self.role}