diff --git a/mellea/backends/huggingface.py b/mellea/backends/huggingface.py index 48e745438..26ffb43cd 100644 --- a/mellea/backends/huggingface.py +++ b/mellea/backends/huggingface.py @@ -40,6 +40,7 @@ ModelOutputThunk, Requirement, ) +from ..core.base import AbstractMelleaTool from ..formatters import ChatFormatter, TemplateFormatter from ..helpers import message_to_openai_message, messages_to_docs, send_to_queue from ..stdlib.components import Intrinsic, Message @@ -564,7 +565,7 @@ async def _generate_from_context_with_kv_cache( ctx_as_chat = to_chat(action, ctx, self.formatter, system_prompt) # Append tool call information if applicable. - tools: dict[str, Callable] = dict() + tools: dict[str, AbstractMelleaTool] = dict() if tool_calls: if _format: FancyLogger.get_logger().warning( @@ -723,7 +724,7 @@ async def _generate_from_context_standard( ctx_as_chat = to_chat(action, ctx, self.formatter, system_prompt) # Append tool call information if applicable. - tools: dict[str, Callable] = dict() + tools: dict[str, AbstractMelleaTool] = dict() if tool_calls: if _format: FancyLogger.get_logger().warning( @@ -883,7 +884,7 @@ async def post_processing( conversation: list[dict], _format: type[BaseModelSubclass] | None, tool_calls: bool, - tools: dict[str, Callable], + tools: dict[str, AbstractMelleaTool], seed, input_ids, ): diff --git a/mellea/backends/litellm.py b/mellea/backends/litellm.py index 4dc82da87..226251ce2 100644 --- a/mellea/backends/litellm.py +++ b/mellea/backends/litellm.py @@ -24,6 +24,7 @@ ModelOutputThunk, ModelToolCall, ) +from ..core.base import AbstractMelleaTool from ..formatters import ChatFormatter, TemplateFormatter from ..helpers import ( chat_completion_delta_merge, @@ -400,7 +401,7 @@ async def post_processing( self, mot: ModelOutputThunk, conversation: list[dict], - tools: dict[str, Callable], + tools: dict[str, AbstractMelleaTool], thinking, _format, ): @@ -457,8 +458,8 @@ async def post_processing( @staticmethod def _extract_tools( action, _format, model_opts, tool_calls, ctx - ) -> dict[str, Callable]: - tools: dict[str, Callable] = dict() + ) -> dict[str, AbstractMelleaTool]: + tools: dict[str, AbstractMelleaTool] = dict() if tool_calls: if _format: FancyLogger.get_logger().warning( @@ -579,7 +580,7 @@ async def generate_from_raw( def _extract_model_tool_requests( self, - tools: dict[str, Callable], + tools: dict[str, AbstractMelleaTool], chat_response: litellm.ModelResponse, # type: ignore ) -> dict[str, ModelToolCall] | None: model_tool_calls: dict[str, ModelToolCall] = {} diff --git a/mellea/backends/ollama.py b/mellea/backends/ollama.py index 1c0c9a201..d20e2aa17 100644 --- a/mellea/backends/ollama.py +++ b/mellea/backends/ollama.py @@ -22,6 +22,7 @@ ModelOutputThunk, ModelToolCall, ) +from ..core.base import AbstractMelleaTool from ..formatters import ChatFormatter, TemplateFormatter from ..helpers import ClientCache, get_current_event_loop, send_to_queue from ..stdlib.components import Message @@ -322,7 +323,7 @@ async def generate_from_chat_context( ) # Append tool call information if applicable. - tools: dict[str, Callable] = dict() + tools: dict[str, AbstractMelleaTool] = dict() if tool_calls: if _format: FancyLogger.get_logger().warning( @@ -343,7 +344,7 @@ async def generate_from_chat_context( ] = self._async_client.chat( model=self._get_ollama_model_id(), messages=conversation, - tools=list(tools.values()), + tools=[t.as_json_tool for t in tools.values()], think=model_opts.get(ModelOption.THINKING, None), stream=model_opts.get(ModelOption.STREAM, False), options=self._make_backend_specific_and_remove(model_opts), @@ -499,7 +500,7 @@ async def generate_from_raw( return results def _extract_model_tool_requests( - self, tools: dict[str, Callable], chat_response: ollama.ChatResponse + self, tools: dict[str, AbstractMelleaTool], chat_response: ollama.ChatResponse ) -> dict[str, ModelToolCall] | None: model_tool_calls: dict[str, ModelToolCall] = {} @@ -525,7 +526,7 @@ async def processing( self, mot: ModelOutputThunk, chunk: ollama.ChatResponse, - tools: dict[str, Callable], + tools: dict[str, AbstractMelleaTool], ): """Called during generation to add information from a single ChatResponse to the ModelOutputThunk.""" if mot._thinking is None: @@ -557,7 +558,7 @@ async def post_processing( self, mot: ModelOutputThunk, conversation: list[dict], - tools: dict[str, Callable], + tools: dict[str, AbstractMelleaTool], _format, ): """Called when generation is done.""" diff --git a/mellea/backends/openai.py b/mellea/backends/openai.py index d7eb284d7..8ad7796e4 100644 --- a/mellea/backends/openai.py +++ b/mellea/backends/openai.py @@ -28,6 +28,7 @@ ModelOutputThunk, Requirement, ) +from ..core.base import AbstractMelleaTool from ..formatters import ChatFormatter, TemplateFormatter from ..helpers import ( ClientCache, @@ -591,7 +592,7 @@ async def _generate_from_chat_context_standard( } # Append tool call information if applicable. - tools: dict[str, Callable] = dict() + tools: dict[str, AbstractMelleaTool] = dict() if tool_calls: if _format: FancyLogger.get_logger().warning( @@ -713,7 +714,7 @@ async def processing( async def post_processing( self, mot: ModelOutputThunk, - tools: dict[str, Callable], + tools: dict[str, AbstractMelleaTool], conversation: list[dict], thinking, seed, diff --git a/mellea/backends/tools.py b/mellea/backends/tools.py index 93b02fd76..32b565286 100644 --- a/mellea/backends/tools.py +++ b/mellea/backends/tools.py @@ -1,4 +1,4 @@ -"""Utilities for dealing with tools.""" +"""Utilities for dealing with LLM tools.""" import inspect import json @@ -9,12 +9,88 @@ from pydantic import BaseModel, ConfigDict, Field +from mellea.core.utils import FancyLogger + from ..core import CBlock, Component, TemplateRepresentation +from ..core.base import AbstractMelleaTool from .model_options import ModelOption +class MelleaTool(AbstractMelleaTool): + """Tool class to represent a tool.""" + + # Tool is what we pass as a model option / as input + # Our ModelToolCall is the class that has a reference to the tool and actually calls with arguments + + name: str + _as_json_tool: dict[str, Any] + _call_tool: Callable[..., Any] + + def __init__( + self, name: str, tool_call: Callable, as_json_tool: dict[str, Any] + ) -> None: + """Initialize the tool with a name, tool call and as_json_tool dict.""" + self.name = name + self._as_json_tool = as_json_tool + self._call_tool = tool_call + + def run(self, *args, **kwargs) -> Any: + """Run the tool with the given arguments.""" + return self._call_tool(*args, **kwargs) + + @property + def as_json_tool(self) -> dict[str, Any]: + """Return the tool converted to a OpenAI compatible JSON object.""" + return self._as_json_tool + + @classmethod + def from_langchain(cls, tool: Any): + """Create a Tool from a langchain tool object.""" + try: + from langchain_core.tools import BaseTool + from langchain_core.utils.function_calling import convert_to_openai_tool + + if isinstance(tool, BaseTool): + tool_name = tool.name + as_json = convert_to_openai_tool(tool) + + def parameter_remapper(*args, **kwargs): + """Langchain tools expect their first argument to be 'tool_input'.""" + if args is not None or len(args) != 0: + # This shouldn't happen. Our ModelToolCall.call_func actually passes in everything as kwargs. + FancyLogger.get_logger().warning( + f"ignoring unexpected args while calling langchain tool ({tool_name}): ({args})" + ) + + return tool.run(tool_input={**kwargs}) + + tool_call = parameter_remapper + return MelleaTool(tool_name, tool_call, as_json) + else: + raise ValueError( + f"tool parameter must be a langchain tool type; got: {type(tool)}" + ) + + except ImportError as e: + raise ImportError( + f"It appears you are attempting to utilize a langchain tool '{type(tool)}'" + "Please install langchain core: pip install 'langchain_core'." + ) from e + + @classmethod + def from_callable(cls, func: Callable, name: str | None = None): + """Create a Tool from a callable.""" + # Use the function name if the name is '' or None. + tool_name = name or func.__name__ + as_json = convert_function_to_ollama_tool(func, tool_name).model_dump( + exclude_none=True + ) + tool_call = func + return MelleaTool(tool_name, tool_call, as_json) + + def add_tools_from_model_options( - tools_dict: dict[str, Callable], model_options: dict[str, Any] + tools_dict: dict[str, AbstractMelleaTool], model_options: dict[str, Any] ): """If model_options has tools, add those tools to the tools_dict.""" model_opts_tools = model_options.get(ModelOption.TOOLS, None) @@ -23,30 +99,31 @@ def add_tools_from_model_options( # Mappings are iterable. assert isinstance(model_opts_tools, Iterable), ( - "ModelOption.TOOLS must be a list of Callables or dict[str, Callable]" + "ModelOption.TOOLS must be a list of Tool or dict[str, Tool]" ) if isinstance(model_opts_tools, Mapping): # Handle the dict case. - for func_name, func in model_opts_tools.items(): - assert isinstance(func_name, str), ( - f"If ModelOption.TOOLS is a dict, it must be a dict of [str, Callable]; found {type(func_name)} as the key instead" + for tool_name, tool_instance in model_opts_tools.items(): + assert isinstance(tool_name, str), ( + f"If ModelOption.TOOLS is a dict, it must be a dict of [str, Tool]; found {type(tool_name)} as the key instead" ) - assert callable(func), ( - f"If ModelOption.TOOLS is a dict, it must be a dict of [str, Callable]; found {type(func)} as the value instead" + assert isinstance(tool_instance, MelleaTool), ( + f"If ModelOption.TOOLS is a dict, it must be a dict of [str, Tool]; found {type(tool_instance)} as the value instead" ) - tools_dict[func_name] = func + tools_dict[tool_name] = tool_instance else: # Handle any other iterable / list here. - for func in model_opts_tools: - assert callable(func), ( - f"If ModelOption.TOOLS is a list, it must be a list of Callables; found {type(func)}" + for tool_instance in model_opts_tools: + assert isinstance(tool_instance, MelleaTool), ( + f"If ModelOption.TOOLS is a list, it must be a list of Tool; found {type(tool_instance)}" ) - tools_dict[func.__name__] = func + tools_dict[tool_instance.name] = tool_instance def add_tools_from_context_actions( - tools_dict: dict[str, Callable], ctx_actions: list[Component | CBlock] | None + tools_dict: dict[str, AbstractMelleaTool], + ctx_actions: list[Component | CBlock] | None, ): """If any of the actions in ctx_actions have tools in their template_representation, add those to the tools_dict.""" if ctx_actions is None: @@ -64,7 +141,7 @@ def add_tools_from_context_actions( tools_dict[tool_name] = func -def convert_tools_to_json(tools: dict[str, Callable]) -> list[dict]: +def convert_tools_to_json(tools: dict[str, AbstractMelleaTool]) -> list[dict]: """Convert tools to json dict representation. Notes: @@ -72,16 +149,7 @@ def convert_tools_to_json(tools: dict[str, Callable]) -> list[dict]: - WatsonxAI uses `from langchain_ibm.chat_models import convert_to_openai_tool` in their demos, but it gives the same values. - OpenAI uses the same format / schema. """ - converted: list[dict[str, Any]] = [] - for tool in tools.values(): - try: - converted.append( - convert_function_to_tool(tool).model_dump(exclude_none=True) - ) - except Exception: - pass - - return converted + return [t.as_json_tool for t in tools.values()] def json_extraction(text: str) -> Generator[dict, None, None]: @@ -209,7 +277,7 @@ def __contains__(self, key: str) -> bool: >>> msg['tool_calls'] = None >>> 'tool_calls' in msg True - >>> tool = Tool() + >>> tool = OllamaTool() >>> 'type' in tool True """ @@ -240,7 +308,7 @@ def get(self, key: str, default: Any = None) -> Any: # https://github.com/ollama/ollama-python/blob/60e7b2f9ce710eeb57ef2986c46ea612ae7516af/ollama/_types.py#L337-L363 -class Tool(SubscriptableBaseModel): +class OllamaTool(SubscriptableBaseModel): """Class imported from Ollama.""" type: str | None = "function" @@ -323,7 +391,9 @@ def _parse_docstring(doc_string: str | None) -> dict[str, str]: # https://github.com/ollama/ollama-python/blob/60e7b2f9ce710eeb57ef2986c46ea612ae7516af/ollama/_utils.py#L56-L90 -def convert_function_to_tool(func: Callable) -> Tool: +def convert_function_to_ollama_tool( + func: Callable, name: str | None = None +) -> OllamaTool: """Imported from Ollama.""" doc_string_hash = str(hash(inspect.getdoc(func))) parsed_docstring = _parse_docstring(inspect.getdoc(func)) @@ -356,13 +426,13 @@ def convert_function_to_tool(func: Callable) -> Tool: "type": ", ".join(types), } - tool = Tool( + tool = OllamaTool( type="function", - function=Tool.Function( - name=func.__name__, + function=OllamaTool.Function( + name=name or func.__name__, description=schema.get("description", ""), - parameters=Tool.Function.Parameters(**schema), + parameters=OllamaTool.Function.Parameters(**schema), ), ) - return Tool.model_validate(tool) + return OllamaTool.model_validate(tool) diff --git a/mellea/backends/utils.py b/mellea/backends/utils.py index 7ecca2ff2..2c3c00f6d 100644 --- a/mellea/backends/utils.py +++ b/mellea/backends/utils.py @@ -6,6 +6,7 @@ from collections.abc import Callable from ..core import CBlock, Component, Context, FancyLogger, ModelToolCall +from ..core.base import AbstractMelleaTool from ..formatters import ChatFormatter from ..stdlib.components import Message from .tools import parse_tools @@ -56,7 +57,7 @@ def to_chat( def to_tool_calls( - tools: dict[str, Callable], decoded_result: str + tools: dict[str, AbstractMelleaTool], decoded_result: str ) -> dict[str, ModelToolCall] | None: """Parse a tool call string.""" model_tool_calls: dict[str, ModelToolCall] = dict() @@ -70,8 +71,8 @@ def to_tool_calls( # Clean up the function args slightly. Some models seem to # hallucinate parameters when none are required. - sig = inspect.signature(func) - if len(sig.parameters) == 0: + param_map = func.as_json_tool["function"]["parameters"]["properties"] + if len(param_map) == 0: tool_args = {} model_tool_calls[tool_name] = ModelToolCall(tool_name, func, tool_args) diff --git a/mellea/backends/vllm.py b/mellea/backends/vllm.py index c2fac0ee7..4ba2efe3c 100644 --- a/mellea/backends/vllm.py +++ b/mellea/backends/vllm.py @@ -36,6 +36,7 @@ GenerateType, ModelOutputThunk, ) +from ..core.base import AbstractMelleaTool from ..formatters import ChatFormatter, TemplateFormatter from ..helpers import get_current_event_loop, send_to_queue from .backend import FormatterBackend @@ -280,7 +281,7 @@ async def _generate_from_context_standard( ctx_as_chat = to_chat(action, ctx, self.formatter, system_prompt) # Append tool call information if applicable. - tools: dict[str, Callable] = dict() + tools: dict[str, AbstractMelleaTool] = dict() if tool_calls: if _format: FancyLogger.get_logger().warning( @@ -388,7 +389,7 @@ async def post_processing( conversation: list[dict], _format: type[BaseModelSubclass] | None, tool_calls: bool, - tools: dict[str, Callable], + tools: dict[str, AbstractMelleaTool], seed, ): """Called when generation is done.""" diff --git a/mellea/backends/watsonx.py b/mellea/backends/watsonx.py index 58004c4ce..31093c026 100644 --- a/mellea/backends/watsonx.py +++ b/mellea/backends/watsonx.py @@ -27,6 +27,7 @@ ModelOutputThunk, ModelToolCall, ) +from ..core.base import AbstractMelleaTool from ..formatters import ChatFormatter, TemplateFormatter from ..helpers import ( ClientCache, @@ -309,7 +310,7 @@ async def generate_from_chat_context( model_opts["response_format"] = {"type": "text"} # Append tool call information if applicable. - tools: dict[str, Callable] = {} + tools: dict[str, AbstractMelleaTool] = {} if tool_calls: if _format: FancyLogger.get_logger().warning( @@ -433,7 +434,7 @@ async def post_processing( self, mot: ModelOutputThunk, conversation: list[dict], - tools: dict[str, Callable], + tools: dict[str, AbstractMelleaTool], seed, _format, ): @@ -573,7 +574,7 @@ async def generate_from_raw( return results def _extract_model_tool_requests( - self, tools: dict[str, Callable], chat_response: dict + self, tools: dict[str, AbstractMelleaTool], chat_response: dict ) -> dict[str, ModelToolCall] | None: model_tool_calls: dict[str, ModelToolCall] = {} for tool_call in chat_response["choices"][0]["message"].get("tool_calls", []): diff --git a/mellea/core/base.py b/mellea/core/base.py index 3ab7c4ece..9c601bbe0 100644 --- a/mellea/core/base.py +++ b/mellea/core/base.py @@ -562,6 +562,19 @@ def view_for_generation(self) -> list[Component | CBlock] | None: ... +class AbstractMelleaTool(abc.ABC): + """Abstract base class for Mellea Tool.""" + + @abc.abstractmethod + def run(self, *args, **kwargs) -> Any: + """Runs the tool on the given arguments.""" + + @property + @abc.abstractmethod + def as_json_tool(self) -> dict[str, Any]: + """Provides a JSON description for Mellea Tool.""" + + @dataclass class TemplateRepresentation: """Representing a component as a set of important attributes that can be consumed by the formatter.""" @@ -571,7 +584,7 @@ class TemplateRepresentation: str, str | Component | CBlock | Iterable | Mapping | TemplateRepresentation | None, ] - tools: dict[str, Callable] | None = ( + tools: dict[str, AbstractMelleaTool] | None = ( None # the key must be the name of the function. ) fields: list[Any] | None = None @@ -607,12 +620,12 @@ class ModelToolCall: """ name: str - func: Callable + func: AbstractMelleaTool args: Mapping[str, Any] def call_func(self) -> Any: """A helper function for calling the function/tool represented by this object.""" - return self.func(**self.args) + return self.func.run(**self.args) def blockify(s: str | CBlock | Component) -> CBlock | Component: diff --git a/mellea/helpers/openai_compatible_helpers.py b/mellea/helpers/openai_compatible_helpers.py index 4462c1e8c..7374b157f 100644 --- a/mellea/helpers/openai_compatible_helpers.py +++ b/mellea/helpers/openai_compatible_helpers.py @@ -5,11 +5,12 @@ from typing import Any from ..core import FancyLogger, ModelToolCall +from ..core.base import AbstractMelleaTool from ..stdlib.components import Document, Message def extract_model_tool_requests( - tools: dict[str, Callable], response: dict[str, Any] + tools: dict[str, AbstractMelleaTool], response: dict[str, Any] ) -> dict[str, ModelToolCall] | None: """Extracts tool calls from the dict representation of an OpenAI-like chat response object.""" model_tool_calls: dict[str, ModelToolCall] = {} diff --git a/mellea/stdlib/components/docs/richdocument.py b/mellea/stdlib/components/docs/richdocument.py index 75bcb60c7..67bcb01fa 100644 --- a/mellea/stdlib/components/docs/richdocument.py +++ b/mellea/stdlib/components/docs/richdocument.py @@ -11,6 +11,7 @@ from docling_core.types.doc.document import DoclingDocument, TableItem from docling_core.types.io import DocumentStream +from ....backends.tools import MelleaTool from ....core import CBlock, Component, ModelOutputThunk, TemplateRepresentation from ..mobject import MObject, Query, Transform @@ -191,7 +192,10 @@ def format_for_llm(self) -> TemplateRepresentation | str: return TemplateRepresentation( args={"table": self.to_markdown()}, obj=self, - tools=self._get_all_members(), + tools={ + k: MelleaTool.from_callable(c) + for k, c in self._get_all_members().items() + }, fields=[], template="{{table}}", template_order=None, diff --git a/mellea/stdlib/components/mify.py b/mellea/stdlib/components/mify.py index 8bbfcb350..2ef6baa31 100644 --- a/mellea/stdlib/components/mify.py +++ b/mellea/stdlib/components/mify.py @@ -5,6 +5,7 @@ from collections.abc import Callable from typing import Any, Protocol, TypeVar, overload, runtime_checkable +from ...backends.tools import MelleaTool from ...core import ( CBlock, Component, @@ -192,7 +193,10 @@ def format_for_llm(self) -> TemplateRepresentation: return TemplateRepresentation( args=args, # type: ignore obj=self, - tools=self._get_all_members(), + tools={ + k: MelleaTool.from_callable(c) + for k, c in self._get_all_members().items() + }, fields=[], template=self._template, template_order=template_order, diff --git a/mellea/stdlib/components/mobject.py b/mellea/stdlib/components/mobject.py index 3ab48c040..b5dc25f87 100644 --- a/mellea/stdlib/components/mobject.py +++ b/mellea/stdlib/components/mobject.py @@ -6,6 +6,7 @@ from collections.abc import Callable from typing import Protocol, runtime_checkable +from ...backends.tools import MelleaTool from ...core import CBlock, Component, ModelOutputThunk, TemplateRepresentation @@ -223,10 +224,13 @@ def format_for_llm(self) -> TemplateRepresentation | str: parsing for tools and fields. The content is retrieved from `content_as_string()`. """ + tools = { + k: MelleaTool.from_callable(c) for k, c in self._get_all_members().items() + } return TemplateRepresentation( args={"content": self.content_as_string()}, obj=self, - tools=self._get_all_members(), + tools=tools, fields=[], template_order=["*", "MObject"], ) diff --git a/pyproject.toml b/pyproject.toml index 2536834d6..a9c1ec0fb 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -118,6 +118,7 @@ dev = [ "mypy>=1.17.0", "python-semantic-release~=7.32", "nbmake>=1.5.5", + "langchain-core>=1.2.7", # Necessary for mypy and some tool tests ] notebook = [ diff --git a/test/backends/test_huggingface_tools.py b/test/backends/test_huggingface_tools.py index 9bbd097ba..6aa3a317a 100644 --- a/test/backends/test_huggingface_tools.py +++ b/test/backends/test_huggingface_tools.py @@ -2,6 +2,8 @@ import pytest +from mellea.backends.tools import MelleaTool + # Skip entire module in CI since the single test is qualitative pytestmark = [ pytest.mark.huggingface, @@ -56,7 +58,7 @@ def get_temperature(location: str) -> int: output = session.instruct( "What is today's temperature in Boston? Answer in Celsius. Reply the number only.", model_options={ - ModelOption.TOOLS: [get_temperature], + ModelOption.TOOLS: [MelleaTool.from_callable(get_temperature)], ModelOption.MAX_NEW_TOKENS: 1000, }, tool_calls=True, diff --git a/test/backends/test_mellea_tool.py b/test/backends/test_mellea_tool.py new file mode 100644 index 000000000..9449c5fbe --- /dev/null +++ b/test/backends/test_mellea_tool.py @@ -0,0 +1,123 @@ +import pytest +from langchain_core.tools import Tool, tool +from pydantic_core import ValidationError + +import mellea +from mellea.backends.model_options import ModelOption +from mellea.backends.tools import MelleaTool +from mellea.stdlib.session import MelleaSession + + +def callable(input: int) -> str: + """Common callable to test tool functionality.""" + return str(input) + + +@tool +def langchain_tool(input: int) -> str: + """Common langchain tool to test functionality.""" + return str(input) + + +@pytest.fixture(scope="module") +def session(): + return mellea.start_session() + + +def test_from_callable(): + t = MelleaTool.from_callable(callable) + assert isinstance(t, MelleaTool) + assert t.name == callable.__name__ + + name_override = "new_name" + t = MelleaTool.from_callable(callable, name_override) + assert t.name == name_override + + assert t.as_json_tool is not None + expected_t_json = { + "type": "function", + "function": { + "name": "new_name", + "description": "Common callable to test tool functionality.", + "parameters": { + "type": "object", + "required": ["input"], + "properties": {"input": {"type": "integer", "description": ""}}, + }, + }, + } + assert t.as_json_tool == expected_t_json + + assert t.run(1) == "1" + assert t.run(input=2) == "2" + + +@pytest.mark.qualitative +@pytest.mark.ollama +@pytest.mark.llm +def test_from_callable_generation(session: MelleaSession): + t = MelleaTool.from_callable(callable, "mellea_tool") + + out = session.instruct( + "Call a mellea tool.", + model_options={ModelOption.TOOLS: [t], ModelOption.SEED: 1}, + strategy=None, + tool_calls=True, + ) + + assert out.tool_calls is not None, "did not call tool when expected" + assert len(out.tool_calls.keys()) > 0 + + tool = out.tool_calls[t.name] + assert isinstance(tool.call_func(), str), "tool call did not yield expected type" + + +def test_from_langchain(): + t = MelleaTool.from_langchain(langchain_tool) + assert isinstance(t, MelleaTool) + assert t.name == "langchain_tool" + + expected_t_json = { + "type": "function", + "function": { + "name": "langchain_tool", + "description": "Common langchain tool to test functionality.", + "parameters": { + "properties": {"input": {"type": "integer"}}, + "required": ["input"], + "type": "object", + }, + }, + } + assert t.as_json_tool == expected_t_json + + # This works for regular callables, but the indirection necessitated by langchain + # means it doesn't work. That's okay; generated requests don't fit this format. + with pytest.raises(ValidationError): + assert t.run("1") == "1" + + assert t.run(input=2) == "2" + + +@pytest.mark.qualitative +@pytest.mark.ollama +@pytest.mark.llm +def test_from_langchain_generation(session: MelleaSession): + t = MelleaTool.from_langchain(langchain_tool) + + out = session.instruct( + "Call a langchain tool.", + model_options={ModelOption.TOOLS: [t], ModelOption.SEED: 1}, + strategy=None, + tool_calls=True, + ) + + assert out.tool_calls is not None, "did not call tool when expected" + assert len(out.tool_calls.keys()) > 0 + + tool = out.tool_calls[t.name] + assert isinstance(tool.call_func(), str), "tool call did not yield expected type" + + +if __name__ == "__main__": + pytest.main([__file__]) diff --git a/test/backends/test_tool_calls.py b/test/backends/test_tool_calls.py index 958dfe783..9ebf02ddd 100644 --- a/test/backends/test_tool_calls.py +++ b/test/backends/test_tool_calls.py @@ -4,6 +4,7 @@ from mellea.backends.tools import ( add_tools_from_context_actions, add_tools_from_model_options, + MelleaTool, ) from mellea.backends import ModelOption from mellea.core import ModelOutputThunk @@ -42,7 +43,9 @@ def test_tool_called_from_context_action(m: MelleaSession, table: Table): def test1(): ... def test2(): ... - model_opts = {ModelOption.TOOLS: [test1, test2]} + model_opts = { + ModelOption.TOOLS: [MelleaTool.from_callable(t) for t in [test1, test2]] + } tools = {} diff --git a/test/backends/test_tool_helpers.py b/test/backends/test_tool_helpers.py index 4441e885e..5614ac40d 100644 --- a/test/backends/test_tool_helpers.py +++ b/test/backends/test_tool_helpers.py @@ -2,6 +2,7 @@ from mellea.backends.tools import ( add_tools_from_context_actions, add_tools_from_model_options, + MelleaTool, ) from mellea.backends import ModelOption from mellea.core import CBlock, Component, ModelOutputThunk, TemplateRepresentation @@ -19,7 +20,9 @@ def parts(self): def format_for_llm(self) -> TemplateRepresentation: return TemplateRepresentation( - obj=self, args={"arg": None}, tools={self.tool1.__name__: self.tool1} + obj=self, + args={"arg": None}, + tools={self.tool1.__name__: MelleaTool.from_callable(self.tool1)}, ) def _parse(self, computed: ModelOutputThunk) -> str: @@ -36,7 +39,7 @@ def tool2(self): def format_for_llm(self) -> TemplateRepresentation: tr = super().format_for_llm() assert tr.tools is not None - tr.tools[self.tool2.__name__] = self.tool2 + tr.tools[self.tool2.__name__] = MelleaTool.from_callable(self.tool2) return tr @@ -46,15 +49,19 @@ def get_weather(location: str) -> int: return 21 ftc = FakeToolComponent() - model_options = {ModelOption.TOOLS: [get_weather, ftc.tool1]} + model_options = { + ModelOption.TOOLS: [ + MelleaTool.from_callable(t) for t in [get_weather, ftc.tool1] + ] + } tools = {} add_tools_from_model_options(tools, model_options) - assert tools["get_weather"] == get_weather + assert tools["get_weather"]._call_tool == get_weather # Must use `==` for bound methods. - tool1 = tools["tool1"] + tool1 = tools["tool1"]._call_tool assert tool1 == ftc.tool1, f"{tool1} should == {ftc.tool1}" @@ -66,18 +73,18 @@ def get_weather(location: str) -> int: ftc = FakeToolComponent() model_options = { ModelOption.TOOLS: { - get_weather.__name__: get_weather, - ftc.tool1.__name__: ftc.tool1, + get_weather.__name__: MelleaTool.from_callable(get_weather), + ftc.tool1.__name__: MelleaTool.from_callable(ftc.tool1), } } tools = {} add_tools_from_model_options(tools, model_options) - assert tools["get_weather"] == get_weather + assert tools["get_weather"]._call_tool == get_weather # Must use `==` for bound methods. - tool1 = tools["tool1"] + tool1 = tools["tool1"]._call_tool assert tool1 == ftc.tool1, f"{tool1} should == {ftc.tool1}" @@ -90,11 +97,11 @@ def test_add_tools_from_context_actions(): add_tools_from_context_actions(tools, ctx_actions) # Check that tools with the same name get properly overwritten in order of ctx. - tool1 = tools["tool1"] + tool1 = tools["tool1"]._call_tool assert tool1 == ftc2.tool1, f"{tool1} should == {ftc2.tool1}" # Check that tools that aren't overwritten are still there. - tool2 = tools["tool2"] + tool2 = tools["tool2"]._call_tool assert tool2 == ftc1.tool2, f"{tool2} should == {ftc1.tool2}" diff --git a/test/backends/test_vllm_tools.py b/test/backends/test_vllm_tools.py index 2d085deb9..db8a511f3 100644 --- a/test/backends/test_vllm_tools.py +++ b/test/backends/test_vllm_tools.py @@ -2,6 +2,8 @@ import pytest +from mellea.backends.tools import MelleaTool + # Skip entire module in CI since the single test is qualitative pytestmark = [ pytest.mark.vllm, @@ -64,7 +66,7 @@ def get_temperature(location: str) -> int: output = session.instruct( "What is today's temperature in Boston? 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