From 3522cbb02574e933583a857f9d0e3c42d47de0ed Mon Sep 17 00:00:00 2001 From: Rick Lamers Date: Fri, 22 Dec 2023 20:23:49 +0100 Subject: [PATCH] Add OpenAPI support & example (#79) --- .../find_email_by_name_function.py | 1 - .../fast-api-server/fast_api_server/main.py | 10 +- examples/fast-api-server/poetry.lock | 1021 ++++++++------- .../openassistants-fastapi/pyproject.toml | 2 +- .../openassistants/contrib/python_callable.py | 9 +- .../openassistants/functions/crud.py | 84 +- .../openassistants/utils/json_schema.py | 2 + packages/openassistants/poetry.lock | 1163 +++++++++-------- packages/openassistants/pyproject.toml | 5 +- 9 files changed, 1242 insertions(+), 1055 deletions(-) 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 5171836..6717994 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 @@ -57,7 +57,6 @@ async def _get_entity_configs() -> dict[str, EntityConfig]: find_email_by_name_function = PythonCallableFunction( id="find_email", - type="FindEmailFunction", display_name="Find Email", description="Find an email address", sample_questions=[ diff --git a/examples/fast-api-server/fast_api_server/main.py b/examples/fast-api-server/fast_api_server/main.py index 4e0f1f3..706377e 100644 --- a/examples/fast-api-server/fast_api_server/main.py +++ b/examples/fast-api-server/fast_api_server/main.py @@ -1,7 +1,7 @@ from fastapi import FastAPI, status from fastapi.middleware.cors import CORSMiddleware from openassistants.core.assistant import Assistant -from openassistants.functions.crud import PythonCRUD +from openassistants.functions.crud import OpenAPICRUD, PythonCRUD from openassistants_fastapi import RouteAssistants, create_router from fast_api_server.find_email_by_name_function import find_email_by_name_function @@ -11,8 +11,14 @@ # create a library with the custom function custom_python_lib = PythonCRUD(functions=[find_email_by_name_function]) +openapi_lib = OpenAPICRUD( + spec="https://petstore3.swagger.io/api/v3/openapi.json", + base_url="https://petstore3.swagger.io/api/v3", +) + + hooli_assistant = Assistant( - libraries=["piedpiper", custom_python_lib], + libraries=["piedpiper", custom_python_lib, openapi_lib], scope_description="""Only answer questions about Hooli company related matters. You're also allowed to answer questions that refer to anything in the current chat history.""", # noqa: E501 ) diff --git a/examples/fast-api-server/poetry.lock b/examples/fast-api-server/poetry.lock index 49edffb..a243052 100644 --- a/examples/fast-api-server/poetry.lock +++ b/examples/fast-api-server/poetry.lock @@ -514,63 +514,63 @@ files = [ [[package]] name = "coverage" -version = "7.3.3" +version = "7.3.4" description = "Code coverage measurement for Python" optional = false python-versions = ">=3.8" files = [ - {file = "coverage-7.3.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d874434e0cb7b90f7af2b6e3309b0733cde8ec1476eb47db148ed7deeb2a9494"}, - {file = "coverage-7.3.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ee6621dccce8af666b8c4651f9f43467bfbf409607c604b840b78f4ff3619aeb"}, - {file = "coverage-7.3.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1367aa411afb4431ab58fd7ee102adb2665894d047c490649e86219327183134"}, - {file = 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">=0.27.0,<0.28.0" -langchain = "^0.0.346" +langchain = "^0.0.352" [tool.poetry.group.test.dependencies] ruff = "^0.1.7" diff --git a/packages/openassistants/openassistants/contrib/python_callable.py b/packages/openassistants/openassistants/contrib/python_callable.py index f03798c..5a84b26 100644 --- a/packages/openassistants/openassistants/contrib/python_callable.py +++ b/packages/openassistants/openassistants/contrib/python_callable.py @@ -1,4 +1,4 @@ -from typing import Awaitable, Callable, Mapping, Sequence +from typing import Awaitable, Callable, Literal, Mapping, Optional, Sequence from openassistants.data_models.function_output import FunctionOutput from openassistants.functions.base import ( @@ -10,11 +10,14 @@ class PythonCallableFunction(BaseFunction): + type: Literal["PythonCallableFunction"] = "PythonCallableFunction" execute_callable: Callable[ [FunctionExecutionDependency], AsyncStreamVersion[Sequence[FunctionOutput]] ] - get_entity_configs_callable: Callable[[], Awaitable[Mapping[str, IEntityConfig]]] + get_entity_configs_callable: Optional[ + Callable[[], Awaitable[Mapping[str, IEntityConfig]]] + ] = None async def execute( self, deps: FunctionExecutionDependency @@ -23,4 +26,6 @@ async def execute( yield output async def get_entity_configs(self) -> Mapping[str, IEntityConfig]: + if self.get_entity_configs_callable is None: + return {} return await self.get_entity_configs_callable() diff --git a/packages/openassistants/openassistants/functions/crud.py b/packages/openassistants/openassistants/functions/crud.py index ae5b652..9cd5dc6 100644 --- a/packages/openassistants/openassistants/functions/crud.py +++ b/packages/openassistants/openassistants/functions/crud.py @@ -1,16 +1,27 @@ import abc import asyncio +import json +from json.decoder import JSONDecodeError from pathlib import Path -from typing import Annotated, List, Optional +from typing import Annotated, Any, Callable, Dict, List, Optional, Tuple, Union +from langchain.chains.openai_functions.openapi import openapi_spec_to_openai_fn +from langchain_community.utilities.openapi import OpenAPISpec from openassistants.contrib.advisor_function import AdvisorFunction from openassistants.contrib.duckdb_query import DuckDBQueryFunction from openassistants.contrib.langchain_ddg_tool import DuckDuckGoToolFunction +from openassistants.contrib.python_callable import PythonCallableFunction from openassistants.contrib.python_eval import PythonEvalFunction from openassistants.contrib.sqlalchemy_query import QueryFunction from openassistants.contrib.text_response import TextResponseFunction -from openassistants.functions.base import BaseFunction, IBaseFunction -from openassistants.utils import yaml +from openassistants.data_models.function_output import TextOutput +from openassistants.data_models.json_schema import JSONSchema +from openassistants.functions.base import ( + BaseFunction, + BaseFunctionParameters, + IBaseFunction, +) +from openassistants.utils import yaml as yaml_utils from pydantic import Field, TypeAdapter from starlette.concurrency import run_in_threadpool @@ -54,7 +65,7 @@ def read(self, function_id: str) -> Optional[BaseFunction]: try: if (yaml_file := self.directory / f"{function_id}.yaml").exists(): with yaml_file.open() as f: - parsed_yaml = yaml.load(f) + parsed_yaml = yaml_utils.load(f) return TypeAdapter(AllFunctionTypes).validate_python( parsed_yaml | {"id": function_id} ) # type: ignore @@ -86,3 +97,68 @@ def read(self, slug: str) -> Optional[IBaseFunction]: def list_ids(self) -> List[str]: return [function.get_id() for function in self.functions] + + +class OpenAPICRUD(PythonCRUD): + openapi: OpenAPISpec + + @staticmethod + def openai_fns_to_openapi_function( + fns: Tuple[List[Dict[str, Any]], Callable], + ) -> List[PythonCallableFunction]: + openapi_functions = [] + callable_fn = fns[1] + + for function_schema in fns[0]: + + async def wrapped_fn(deps, fs=function_schema): + response = callable_fn(fs["name"], fn_args=deps.arguments) + if response.headers.get("Content-Type") == "application/json": + try: + response_json = response.json() + yield [ + TextOutput( + text="```json\n" + + json.dumps(response_json, indent=2) + + "\n```" + ) + ] + except JSONDecodeError: + yield [TextOutput(text=response.text)] + else: + yield [TextOutput(text=response.text)] + + parameters = function_schema["parameters"] + if "required" not in parameters: + parameters["required"] = [] + + openapi_functions.append( + PythonCallableFunction( + id=function_schema["name"], + display_name=function_schema["name"], + description=function_schema["description"], + parameters=BaseFunctionParameters( + json_schema=TypeAdapter(JSONSchema).validate_python(parameters) + ), + confirm=True, + execute_callable=wrapped_fn, + ) + ) + + return openapi_functions + + def __init__(self, spec: Union[OpenAPISpec, str], base_url: Optional[str]): + if isinstance(spec, str): + self.openapi = OpenAPISpec.from_url(spec) + else: + self.openapi = spec + + if base_url is not None: + if self.openapi.servers is None: + self.openapi.servers = [] + self.openapi.servers[0].url = base_url + + openai_functions = openapi_spec_to_openai_fn(self.openapi) + functions = OpenAPICRUD.openai_fns_to_openapi_function(openai_functions) + + super().__init__(functions) diff --git a/packages/openassistants/openassistants/utils/json_schema.py b/packages/openassistants/openassistants/utils/json_schema.py index 8a91aa8..154aa7f 100644 --- a/packages/openassistants/openassistants/utils/json_schema.py +++ b/packages/openassistants/openassistants/utils/json_schema.py @@ -7,6 +7,8 @@ class Node(BaseModel): @staticmethod def build(json_schema: dict): + if "type" not in json_schema: + return ObjectNode(children={}) if json_schema["type"] == "object": return ObjectNode( children={ diff --git a/packages/openassistants/poetry.lock b/packages/openassistants/poetry.lock index a7225d1..821c131 100644 --- 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