Add LLMSwitcher.register_direct_function()

This commit is contained in:
Paul Kompfner
2025-11-03 16:48:14 -05:00
parent 0184493711
commit bee4165ba4
3 changed files with 40 additions and 1 deletions

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@@ -39,6 +39,10 @@ reason")`.
extract probability metrics from `TranscriptionFrame` objects for Whisper-based,
OpenAI GPT-4o-transcribe, and Deepgram STT services respectively.
- Added `LLMSwitcher.register_direct_function()`. It works much like
`LLMSwitcher.register_function()` in that it's a shorthand for registering
functions on all LLMs in the switcher, but for direct functions.
### Changed
- Bumped the `fastapi` dependency's upperbound to `<0.122.0`.

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@@ -40,10 +40,22 @@ from pipecat.transports.websocket.fastapi import FastAPIWebsocketParams
load_dotenv(override=True)
# "Classic" function
async def fetch_weather_from_api(params: FunctionCallParams):
await params.result_callback({"conditions": "nice", "temperature": "75"})
# "Direct" function
async def get_restaurant_recommendation(params: FunctionCallParams, location: str):
"""
Get a restaurant recommendation.
Args:
location (str): The city and state, e.g. "San Francisco, CA".
"""
await params.result_callback({"name": "The Golden Dragon"})
# We store functions so objects (e.g. SileroVADAnalyzer) don't get
# instantiated. The function will be called when the desired transport gets
# selected.
@@ -109,7 +121,10 @@ async def run_bot(transport: BaseTransport, runner_args: RunnerArguments):
llm_switcher = LLMSwitcher(
llms=[llm_openai, llm_google], strategy_type=ServiceSwitcherStrategyManual
)
# Register a "classic" function
llm_switcher.register_function("get_current_weather", fetch_weather_from_api)
# Register a "direct" function
llm_switcher.register_direct_function(get_restaurant_recommendation)
messages = [
{
@@ -117,7 +132,7 @@ async def run_bot(transport: BaseTransport, runner_args: RunnerArguments):
"content": "You are a helpful LLM in a WebRTC call. Your goal is to demonstrate your capabilities in a succinct way. Your output will be converted to audio so don't include special characters in your answers. Respond to what the user said in a creative and helpful way.",
},
]
tools = ToolsSchema(standard_tools=[weather_function])
tools = ToolsSchema(standard_tools=[weather_function, get_restaurant_recommendation])
context = LLMContext(messages, tools)
context_aggregator = LLMContextAggregatorPair(context)

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@@ -8,6 +8,7 @@
from typing import Any, List, Optional, Type
from pipecat.adapters.schemas.direct_function import DirectFunction
from pipecat.pipeline.service_switcher import ServiceSwitcher, StrategyType
from pipecat.processors.aggregators.llm_context import LLMContext
from pipecat.services.llm_service import LLMService
@@ -95,3 +96,22 @@ class LLMSwitcher(ServiceSwitcher[StrategyType]):
start_callback=start_callback,
cancel_on_interruption=cancel_on_interruption,
)
def register_direct_function(
self,
handler: DirectFunction,
*,
cancel_on_interruption: bool = True,
):
"""Register a direct function handler for LLM function calls, on all LLMs, active or not.
Args:
handler: The direct function to register. Must follow DirectFunction protocol.
cancel_on_interruption: Whether to cancel this function call when an
interruption occurs. Defaults to True.
"""
for llm in self.llms:
llm.register_direct_function(
handler=handler,
cancel_on_interruption=cancel_on_interruption,
)