diff --git a/docs/docs/extending-openassistants/create-a-custom-function.md b/docs/docs/extending-openassistants/create-a-custom-function.md index 3a4a9af..6838c6c 100644 --- a/docs/docs/extending-openassistants/create-a-custom-function.md +++ b/docs/docs/extending-openassistants/create-a-custom-function.md @@ -14,7 +14,6 @@ The following Python function: class PythonEvalFunction(BaseFunction): type: Literal["PythonEvalFunction"] = "PythonEvalFunction" - parameters: BaseJSONSchema python_code: str async def execute( diff --git a/examples/fast-api-server/fast_api_server/find_email_by_name_function.py b/examples/fast-api-server/fast_api_server/find_email_by_name_function.py index 0e94c40..5171836 100644 --- a/examples/fast-api-server/fast_api_server/find_email_by_name_function.py +++ b/examples/fast-api-server/fast_api_server/find_email_by_name_function.py @@ -3,9 +3,9 @@ import anyio import pandas as pd from openassistants.contrib.python_callable import PythonCallableFunction -from openassistants.data_models.function_input import BaseJSONSchema from openassistants.data_models.function_output import FunctionOutput, TextOutput from openassistants.functions.base import ( + BaseFunctionParameters, Entity, EntityConfig, FunctionExecutionDependency, @@ -64,7 +64,7 @@ async def _get_entity_configs() -> dict[str, EntityConfig]: "Find the email address for {employee}", "What is {employee}'s email address?", ], - parameters=BaseJSONSchema( + parameters=BaseFunctionParameters( json_schema={ "type": "object", "properties": { diff --git a/examples/fast-api-server/poetry.lock b/examples/fast-api-server/poetry.lock index 49edffb..f371002 100644 --- a/examples/fast-api-server/poetry.lock +++ b/examples/fast-api-server/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. 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get_parameters_json_schema(self) -> dict: - return {"type": "object", "properties": {}} diff --git a/packages/openassistants/openassistants/contrib/langchain_ddg_tool.py b/packages/openassistants/openassistants/contrib/langchain_ddg_tool.py index 825787d..56e4694 100644 --- a/packages/openassistants/openassistants/contrib/langchain_ddg_tool.py +++ b/packages/openassistants/openassistants/contrib/langchain_ddg_tool.py @@ -1,7 +1,6 @@ import os from typing import Dict, List, Literal, Optional, Sequence -from openassistants.data_models.function_input import BaseJSONSchema from openassistants.data_models.function_output import FunctionOutput, TextOutput from openassistants.functions.base import BaseFunction, FunctionExecutionDependency from openassistants.functions.utils import AsyncStreamVersion @@ -38,7 +37,6 @@ def ddgs_text(query: str, max_results: Optional[int] = None) -> List[Dict[str, s class DuckDuckGoToolFunction(BaseFunction): type: Literal["DuckDuckGoToolFunction"] = "DuckDuckGoToolFunction" - parameters: BaseJSONSchema async def execute( self, deps: FunctionExecutionDependency @@ -65,6 +63,3 @@ async def execute( raise RuntimeError( f"Error while executing action function {self.id}. function raised: {e}" ) from e - - def get_parameters_json_schema(self) -> dict: - return self.parameters.json_schema diff --git a/packages/openassistants/openassistants/contrib/python_callable.py b/packages/openassistants/openassistants/contrib/python_callable.py index 4c8fc90..f03798c 100644 --- a/packages/openassistants/openassistants/contrib/python_callable.py +++ b/packages/openassistants/openassistants/contrib/python_callable.py @@ -1,6 +1,5 @@ from typing import Awaitable, Callable, Mapping, Sequence -from openassistants.data_models.function_input import BaseJSONSchema from openassistants.data_models.function_output import FunctionOutput from openassistants.functions.base import ( BaseFunction, @@ -15,8 +14,6 @@ class PythonCallableFunction(BaseFunction): [FunctionExecutionDependency], AsyncStreamVersion[Sequence[FunctionOutput]] ] - parameters: BaseJSONSchema - get_entity_configs_callable: Callable[[], Awaitable[Mapping[str, IEntityConfig]]] async def execute( @@ -25,8 +22,5 @@ async def execute( async for output in self.execute_callable(deps): yield output - def get_parameters_json_schema(self) -> dict: - return self.parameters.json_schema - async def get_entity_configs(self) -> Mapping[str, IEntityConfig]: return await self.get_entity_configs_callable() diff --git a/packages/openassistants/openassistants/contrib/python_eval.py b/packages/openassistants/openassistants/contrib/python_eval.py index 0811c3a..8802c9c 100644 --- a/packages/openassistants/openassistants/contrib/python_eval.py +++ b/packages/openassistants/openassistants/contrib/python_eval.py @@ -1,7 +1,6 @@ import inspect from typing import Any, Callable, Dict, List, Literal, Sequence -from openassistants.data_models.function_input import BaseJSONSchema from openassistants.data_models.function_output import FunctionOutput from openassistants.functions.base import ( BaseFunction, @@ -13,7 +12,6 @@ class PythonEvalFunction(BaseFunction): type: Literal["PythonEvalFunction"] = "PythonEvalFunction" - parameters: BaseJSONSchema python_code: str async def execute( @@ -47,6 +45,3 @@ async def execute( raise RuntimeError( f"Error while executing action function {self.id}. function raised: {e}" ) from e - - def get_parameters_json_schema(self) -> dict: - return self.parameters.json_schema diff --git a/packages/openassistants/openassistants/contrib/sqlalchemy_query.py b/packages/openassistants/openassistants/contrib/sqlalchemy_query.py index f443fe7..c3af9df 100644 --- a/packages/openassistants/openassistants/contrib/sqlalchemy_query.py +++ b/packages/openassistants/openassistants/contrib/sqlalchemy_query.py @@ -9,7 +9,6 @@ OpasMessage, ) from openassistants.data_models.function_input import ( - BaseJSONSchema, FunctionCall, ) from openassistants.data_models.function_output import ( @@ -69,7 +68,6 @@ def _opas_to_summarization_lc( class QueryFunction(BaseFunction): type: Literal["QueryFunction"] = "QueryFunction" - parameters: BaseJSONSchema sqls: List[str] visualizations: List[str] summarization: str @@ -203,6 +201,3 @@ async def execute( ) yield results - - def get_parameters_json_schema(self) -> dict: - return self.parameters.json_schema diff --git a/packages/openassistants/openassistants/data_models/__init__.py b/packages/openassistants/openassistants/data_models/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/packages/openassistants/openassistants/data_models/function_input.py b/packages/openassistants/openassistants/data_models/function_input.py index f234099..0be222b 100644 --- a/packages/openassistants/openassistants/data_models/function_input.py +++ b/packages/openassistants/openassistants/data_models/function_input.py @@ -1,41 +1,8 @@ from typing import Any, Dict -import jsonschema from pydantic import BaseModel - -class BaseJSONSchema(BaseModel): - """ - Validates a json_schema. top level must of the schema must be type object - """ - - json_schema: Dict[str, Any] - - def schema_validator(cls, values): - jsonschema.validate( - values["json_schema"], jsonschema.Draft202012Validator.META_SCHEMA - ) - jsonschema.validate( - values["json_schema"], - { - "type": "object", - "properties": { - "type": {"type": "string", "enum": ["object"]}, - "properties": {"type": "object"}, - "required": {"type": "array", "items": {"type": "string"}}, - }, - "required": [ - "type", - ], - }, - ) - return values - - def validate_args(self, args: dict): - try: - jsonschema.validate(args, self.json_schema) - except jsonschema.exceptions.ValidationError as e: - raise ValueError(f"invalid function arguments\n{e}") +from openassistants.data_models.json_schema import JSONSchema class FunctionCall(BaseModel): @@ -43,5 +10,5 @@ class FunctionCall(BaseModel): arguments: Dict[str, Any] -class FunctionInputRequest(FunctionCall, BaseJSONSchema): - pass +class FunctionInputRequest(FunctionCall): + json_schema: JSONSchema diff --git a/packages/openassistants/openassistants/data_models/json_schema.py b/packages/openassistants/openassistants/data_models/json_schema.py new file mode 100644 index 0000000..6f95d67 --- /dev/null +++ b/packages/openassistants/openassistants/data_models/json_schema.py @@ -0,0 +1,40 @@ +from typing import Annotated, Any, Dict + +import jsonschema +from pydantic import AfterValidator, TypeAdapter + + +def _json_schema_meta_validator(value: Any): + try: + jsonschema.validate(value, jsonschema.Draft202012Validator.META_SCHEMA) + except jsonschema.exceptions.ValidationError as e: + raise ValueError(f"Invalid JSONSchema:\n{str(e)}\n") from e + if value.get("type") != "object": + raise ValueError( + f"JSONSchema must have type='object'. Got '{value.get('type')}'" + ) + return value + + +JSONSchema = Annotated[Dict[str, Any], AfterValidator(_json_schema_meta_validator)] +""" +A JSONSchema is a dict that conforms to the JSONSchema specification. + +In order to validate an arbitrary dict + +``` +from pydantic import TypeAdapter +json_schema = TypeAdapter(JSONSchema).validate_python(some_dict) +``` + +When used in a pydantic model as a field, the JSONSchema will be validated automatically. +""" # noqa: E501 + + +EMPTY_JSON_SCHEMA = TypeAdapter(JSONSchema).validate_python( + { + "type": "object", + "properties": {}, + "required": [], + } +) diff --git a/packages/openassistants/openassistants/functions/base.py b/packages/openassistants/openassistants/functions/base.py index b7db455..2008db9 100644 --- a/packages/openassistants/openassistants/functions/base.py +++ b/packages/openassistants/openassistants/functions/base.py @@ -6,6 +6,7 @@ from langchain_core.language_models import BaseChatModel from openassistants.data_models.chat_messages import OpasMessage from openassistants.data_models.function_output import FunctionOutput +from openassistants.data_models.json_schema import EMPTY_JSON_SCHEMA, JSONSchema from openassistants.functions.utils import AsyncStreamVersion from openassistants.utils.json_schema import PyRepr from pydantic import BaseModel @@ -56,7 +57,7 @@ def get_sample_questions(self) -> Sequence[str]: pass @abc.abstractmethod - def get_parameters_json_schema(self) -> dict: + def get_parameters_json_schema(self) -> JSONSchema: """ Get the json schema of the function's parameters """ @@ -120,6 +121,10 @@ def get_entities(self) -> Sequence[IEntity]: return self.entities +class BaseFunctionParameters(BaseModel): + json_schema: JSONSchema = EMPTY_JSON_SCHEMA + + class BaseFunction(IBaseFunction, BaseModel, abc.ABC): id: str type: str @@ -127,6 +132,7 @@ class BaseFunction(IBaseFunction, BaseModel, abc.ABC): description: str sample_questions: List[str] = [] confirm: bool = False + parameters: BaseFunctionParameters = BaseFunctionParameters() def get_id(self) -> str: return self.id @@ -146,5 +152,8 @@ def get_sample_questions(self) -> Sequence[str]: def get_confirm(self) -> bool: return self.confirm + def get_parameters_json_schema(self) -> JSONSchema: + return self.parameters.json_schema + async def get_entity_configs(self) -> Mapping[str, IEntityConfig]: return {}