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8864 Add support for anyOf union type while handling null fields
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3 changed files with 95 additions and 20 deletions
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vendored
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@ -82,4 +82,4 @@ tests/llm_translation/test_vertex_key.json
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litellm/proxy/migrations/0_init/migration.sql
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litellm/proxy/db/migrations/0_init/migration.sql
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litellm/proxy/db/migrations/*
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litellm/proxy/migrations/*
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litellm/proxy/migrations/*config.yaml
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@ -160,7 +160,7 @@ def _build_vertex_schema(parameters: dict):
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# * https://github.com/pydantic/pydantic/issues/1270
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# * https://stackoverflow.com/a/58841311
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# * https://github.com/pydantic/pydantic/discussions/4872
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convert_to_nullable(parameters)
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convert_anyof_null_to_nullable(parameters)
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add_object_type(parameters)
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# Postprocessing
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# 4. Suppress unnecessary title generation:
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@ -211,34 +211,39 @@ def unpack_defs(schema, defs):
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continue
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def convert_to_nullable(schema):
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anyof = schema.pop("anyOf", None)
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def convert_anyof_null_to_nullable(schema):
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""" Converts null objects within anyOf by removing them and adding nullable to all remaining objects """
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anyof = schema.get("anyOf", None)
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if anyof is not None:
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if len(anyof) != 2:
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contains_null = False
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for atype in anyof:
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if atype == {"type": "null"}:
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# remove null type
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anyof.remove(atype)
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contains_null = True
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if len(anyof) == 0:
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# Edge case: response schema with only null type present is invalid in Vertex AI
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raise ValueError(
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"Invalid input: Type Unions are not supported, except for `Optional` types. "
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"Please provide an `Optional` type or a non-Union type."
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"Invalid input: AnyOf schema with only null type is not supported. "
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"Please provide a non-null type."
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)
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a, b = anyof
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if a == {"type": "null"}:
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schema.update(b)
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elif b == {"type": "null"}:
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schema.update(a)
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else:
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raise ValueError(
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"Invalid input: Type Unions are not supported, except for `Optional` types. "
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"Please provide an `Optional` type or a non-Union type."
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)
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schema["nullable"] = True
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if contains_null:
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# set all types to nullable following guidance found here: https://cloud.google.com/vertex-ai/generative-ai/docs/samples/generativeaionvertexai-gemini-controlled-generation-response-schema-3#generativeaionvertexai_gemini_controlled_generation_response_schema_3-python
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for atype in anyof:
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atype["nullable"] = True
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properties = schema.get("properties", None)
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if properties is not None:
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for name, value in properties.items():
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convert_to_nullable(value)
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convert_anyof_null_to_nullable(value)
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items = schema.get("items", None)
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if items is not None:
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convert_to_nullable(items)
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convert_anyof_null_to_nullable(items)
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def add_object_type(schema):
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@ -12,6 +12,7 @@ import litellm
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from litellm.llms.vertex_ai.common_utils import (
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get_vertex_location_from_url,
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get_vertex_project_id_from_url,
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convert_anyof_null_to_nullable
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)
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@ -41,3 +42,72 @@ async def test_get_vertex_location_from_url():
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url = "https://invalid-url.com"
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location = get_vertex_location_from_url(url)
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assert location is None
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def test_basic_anyof_conversion():
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"""Test basic conversion of anyOf with 'null'."""
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schema = {
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"type": "object",
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"properties": {
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"example": {
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"anyOf": [
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{"type": "string"},
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{"type": "null"}
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]
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}
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}
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}
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convert_anyof_null_to_nullable(schema)
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expected = {
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"type": "object",
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"properties": {
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"example": {
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"anyOf": [
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{"type": "string", "nullable": True}
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]
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}
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}
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}
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assert schema == expected
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def test_nested_anyof_conversion():
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"""Test nested conversion with 'anyOf' inside properties."""
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schema = {
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"type": "object",
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"properties": {
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"outer": {
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"type": "object",
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"properties": {
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"inner": {
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"anyOf": [
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{"type": "array", "items": {"type": "string"}},
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{"type": "string"},
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{"type": "null"}
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]
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}
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}
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}
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}
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}
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convert_anyof_null_to_nullable(schema)
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expected = {
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"type": "object",
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"properties": {
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"outer": {
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"type": "object",
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"properties": {
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"inner": {
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"anyOf": [
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{"type": "array", "items": {"type": "string"}, "nullable": True},
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{"type": "string", "nullable": True}
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]
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}
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}
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}
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}
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}
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assert schema == expected
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