feat: integrate chatbox research with datasets and backtests
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"""Explicit snapshot and field-binding contracts for research producers."""
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import re
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from typing import Literal
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from pydantic import Field, model_validator
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from ..backtests.contracts import SimulationSettings, Source
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from ..catalog.contracts import Scope
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from ..schemas import Contract
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PLACEHOLDER = re.compile(r"\{([A-Za-z_][A-Za-z0-9_]*)\}")
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class ResearchInputSelection(Contract):
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scope: Scope
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dataset_id: str = Field(min_length=1, max_length=200)
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collection_version: str = Field(min_length=1, max_length=36)
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field_ids: list[str] = Field(min_length=1, max_length=100)
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class InputPageArgs(Contract):
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input_id: str = Field(min_length=1, max_length=36)
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limit: int = Field(default=25, ge=1, le=100)
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offset: int = Field(default=0, ge=0)
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q: str = Field(default="", max_length=300)
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field_type: str | None = Field(default=None, max_length=100)
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class FieldBinding(Contract):
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field_id: str = Field(min_length=1, max_length=200, pattern=r"^[A-Za-z_][A-Za-z0-9_]*$")
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field_type: Literal["MATRIX", "VECTOR", "GROUP"]
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class ResearchCandidate(Contract):
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client_item_id: str = Field(min_length=1, max_length=100)
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expression_template: str = Field(min_length=1, max_length=20000)
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bindings: dict[str, FieldBinding] = Field(min_length=1, max_length=100)
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settings: SimulationSettings
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@model_validator(mode="after")
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def complete_bindings(self):
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placeholders = set(PLACEHOLDER.findall(self.expression_template))
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remainder = PLACEHOLDER.sub("", self.expression_template)
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if placeholders != set(self.bindings) or "{" in remainder or "}" in remainder:
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raise ValueError("模板占位符必须与字段绑定逐一对应,例如 rank({price})")
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return self
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class ChatboxResearchInput(Contract):
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"""Chatbox provenance is supplied by the server, never by model arguments."""
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name: str = Field(min_length=1, max_length=200)
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hypothesis: str = Field(min_length=1, max_length=2000)
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template_input_id: str = Field(min_length=1, max_length=36)
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candidates: list[ResearchCandidate] = Field(min_length=1, max_length=100)
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@model_validator(mode="after")
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def unique_candidates(self):
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if len({item.client_item_id for item in self.candidates}) != len(self.candidates):
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raise ValueError("client_item_id 在候选集合内必须唯一")
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return self
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class ResearchPreviewInput(ChatboxResearchInput):
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source: Source = Field(default_factory=Source)
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