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117 lines
2.3 KiB
Python
117 lines
2.3 KiB
Python
from typing import Literal, Optional
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from pydantic import BaseModel
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class IconInfo(BaseModel):
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icon: str
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icon_background: Optional[str] = None
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icon_type: Optional[str] = None
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icon_url: Optional[str] = None
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class PipelineTemplateInfoEntity(BaseModel):
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name: str
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description: str
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icon_info: IconInfo
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class RagPipelineDatasetCreateEntity(BaseModel):
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name: str
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description: str
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icon_info: IconInfo
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permission: str
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partial_member_list: Optional[list[str]] = None
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yaml_content: Optional[str] = None
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class RerankingModelConfig(BaseModel):
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"""
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Reranking Model Config.
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"""
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reranking_provider_name: str
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reranking_model_name: str
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class VectorSetting(BaseModel):
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"""
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Vector Setting.
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"""
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vector_weight: float
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embedding_provider_name: str
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embedding_model_name: str
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class KeywordSetting(BaseModel):
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"""
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Keyword Setting.
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"""
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keyword_weight: float
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class WeightedScoreConfig(BaseModel):
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"""
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Weighted score Config.
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"""
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vector_setting: VectorSetting
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keyword_setting: KeywordSetting
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class EmbeddingSetting(BaseModel):
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"""
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Embedding Setting.
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"""
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embedding_provider_name: str
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embedding_model_name: str
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class EconomySetting(BaseModel):
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"""
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Economy Setting.
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"""
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keyword_number: int
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class RetrievalSetting(BaseModel):
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"""
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Retrieval Setting.
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"""
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search_method: Literal["semantic_search", "fulltext_search", "keyword_search", "hybrid_search"]
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top_k: int
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score_threshold: Optional[float] = 0.5
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score_threshold_enabled: bool = False
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reranking_mode: str = "reranking_model"
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reranking_enable: bool = True
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reranking_model: Optional[RerankingModelConfig] = None
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weights: Optional[WeightedScoreConfig] = None
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class IndexMethod(BaseModel):
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"""
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Knowledge Index Setting.
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"""
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indexing_technique: Literal["high_quality", "economy"]
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embedding_setting: EmbeddingSetting
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economy_setting: EconomySetting
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class KnowledgeConfiguration(BaseModel):
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"""
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Knowledge Base Configuration.
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"""
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chunk_structure: str
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indexing_technique: Literal["high_quality", "economy"]
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embedding_model_provider: Optional[str] = ""
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embedding_model: Optional[str] = ""
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keyword_number: Optional[int] = 10
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retrieval_model: RetrievalSetting
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