Import AITURK IDE 1.0.0-beta.1 from Hermes 63279301; preserve MIT license
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"""Helpers for translating OpenAI-style tool schemas to Gemini's schema subset."""
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from __future__ import annotations
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import math
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from typing import Any, Dict
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# Gemini's ``FunctionDeclaration.parameters`` field accepts the ``Schema``
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# object, which is only a subset of OpenAPI 3.0 / JSON Schema. Strip fields
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# outside that subset before sending Hermes tool schemas to Google.
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_GEMINI_SCHEMA_ALLOWED_KEYS = {
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"type",
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"format",
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"title",
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"description",
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"nullable",
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"enum",
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"maxItems",
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"minItems",
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"properties",
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"required",
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"minProperties",
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"maxProperties",
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"minLength",
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"maxLength",
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"pattern",
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"example",
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"anyOf",
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"propertyOrdering",
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"default",
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"items",
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"minimum",
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"maximum",
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}
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def sanitize_gemini_schema(schema: Any) -> Dict[str, Any]:
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"""Return a Gemini-compatible copy of a tool parameter schema.
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Hermes tool schemas are OpenAI-flavored JSON Schema and may contain keys
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such as ``$schema`` or ``additionalProperties`` that Google's Gemini
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``Schema`` object rejects. This helper preserves the documented Gemini
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subset and recursively sanitizes nested ``properties`` / ``items`` /
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``anyOf`` definitions.
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"""
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if not isinstance(schema, dict):
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return {}
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cleaned: Dict[str, Any] = {}
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for key, value in schema.items():
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if key not in _GEMINI_SCHEMA_ALLOWED_KEYS:
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continue
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if key == "properties":
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if not isinstance(value, dict):
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continue
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props: Dict[str, Any] = {}
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for prop_name, prop_schema in value.items():
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if not isinstance(prop_name, str):
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continue
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props[prop_name] = sanitize_gemini_schema(prop_schema)
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cleaned[key] = props
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continue
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if key == "items":
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cleaned[key] = sanitize_gemini_schema(value)
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continue
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if key == "anyOf":
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if not isinstance(value, list):
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continue
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cleaned[key] = [
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sanitize_gemini_schema(item)
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for item in value
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if isinstance(item, dict)
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]
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continue
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cleaned[key] = value
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# Gemini's Schema validator requires every ``enum`` entry to be a string,
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# even when the parent ``type`` is ``integer`` / ``number`` / ``boolean``.
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# Preserve those constraints by stringifying scalar values while keeping
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# the declared type intact; Gemini uses the strings as schema metadata and
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# still emits typed tool arguments at runtime.
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enum_val = cleaned.get("enum")
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type_val = cleaned.get("type")
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if isinstance(enum_val, list) and type_val in {"integer", "number", "boolean"}:
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stringified = []
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for item in enum_val:
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if isinstance(item, str):
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value = item
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elif isinstance(item, bool):
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value = "true" if item else "false"
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elif (
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isinstance(item, (int, float))
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and not isinstance(item, bool)
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and math.isfinite(item)
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):
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value = str(item)
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else:
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continue
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if value not in stringified:
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stringified.append(value)
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if stringified:
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cleaned["enum"] = stringified
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else:
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cleaned.pop("enum", None)
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# Gemini validates ``required`` strictly against the same node's
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# ``properties`` — GenerateContentRequest fails with HTTP 400
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# "...items.required[0]: property is not defined" when a required name
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# has no matching property in that node. MCP servers routinely emit
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# this shape (e.g. the GitHub remote MCP's array item schemas carry
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# ``required`` without ``properties``), and one bad tool schema fails
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# the ENTIRE request before any model output. Filter ``required`` to
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# names that exist in this node's ``properties`` and drop it when
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# nothing valid remains. The tool handler still validates required
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# fields at execution time, so this only removes what Gemini couldn't
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# accept anyway. (Port of Kilo-Org/kilocode#11955.)
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required_val = cleaned.get("required")
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if isinstance(required_val, list):
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props_val = cleaned.get("properties")
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prop_names = set(props_val.keys()) if isinstance(props_val, dict) else set()
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valid_required = [
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name for name in required_val
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if isinstance(name, str) and name in prop_names
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]
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if not valid_required:
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cleaned.pop("required", None)
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elif len(valid_required) != len(required_val):
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cleaned["required"] = valid_required
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return cleaned
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def sanitize_gemini_tool_parameters(parameters: Any) -> Dict[str, Any]:
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"""Normalize tool parameters to a valid Gemini object schema."""
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cleaned = sanitize_gemini_schema(parameters)
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if not cleaned:
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return {"type": "object", "properties": {}}
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return cleaned
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