Add async support to routing chains (#5373)

# Add async support for (LLM) routing chains

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Add asynchronous LLM calls support for the routing chains. More
specifically:
- Add async `aroute` function (i.e. async version of `route`) to the
`RouterChain` which calls the routing LLM asynchronously
- Implement the async `_acall` for the `LLMRouterChain`
- Implement the async `_acall` function for `MultiRouteChain` which
first calls asynchronously the routing chain with its new `aroute`
function, and then calls asynchronously the relevant destination chain.

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## Who can review?

- @agola11

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searx_updates
Louis Amaudruz 12 months ago committed by GitHub
parent 8b7721ebbb
commit e455ba4ed5
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GPG Key ID: 4AEE18F83AFDEB23

@ -6,7 +6,11 @@ from typing import Any, Dict, List, Mapping, NamedTuple, Optional
from pydantic import Extra
from langchain.callbacks.manager import CallbackManagerForChainRun, Callbacks
from langchain.callbacks.manager import (
AsyncCallbackManagerForChainRun,
CallbackManagerForChainRun,
Callbacks,
)
from langchain.chains.base import Chain
@ -26,6 +30,12 @@ class RouterChain(Chain, ABC):
result = self(inputs, callbacks=callbacks)
return Route(result["destination"], result["next_inputs"])
async def aroute(
self, inputs: Dict[str, Any], callbacks: Callbacks = None
) -> Route:
result = await self.acall(inputs, callbacks=callbacks)
return Route(result["destination"], result["next_inputs"])
class MultiRouteChain(Chain):
"""Use a single chain to route an input to one of multiple candidate chains."""
@ -86,3 +96,32 @@ class MultiRouteChain(Chain):
raise ValueError(
f"Received invalid destination chain name '{route.destination}'"
)
async def _acall(
self,
inputs: Dict[str, Any],
run_manager: Optional[AsyncCallbackManagerForChainRun] = None,
) -> Dict[str, Any]:
_run_manager = run_manager or CallbackManagerForChainRun.get_noop_manager()
callbacks = _run_manager.get_child()
route = await self.router_chain.aroute(inputs, callbacks=callbacks)
_run_manager.on_text(
str(route.destination) + ": " + str(route.next_inputs), verbose=self.verbose
)
if not route.destination:
return await self.default_chain.acall(
route.next_inputs, callbacks=callbacks
)
elif route.destination in self.destination_chains:
return await self.destination_chains[route.destination].acall(
route.next_inputs, callbacks=callbacks
)
elif self.silent_errors:
return await self.default_chain.acall(
route.next_inputs, callbacks=callbacks
)
else:
raise ValueError(
f"Received invalid destination chain name '{route.destination}'"
)

@ -6,7 +6,10 @@ from typing import Any, Dict, List, Optional, Type, cast
from pydantic import root_validator
from langchain.base_language import BaseLanguageModel
from langchain.callbacks.manager import CallbackManagerForChainRun
from langchain.callbacks.manager import (
AsyncCallbackManagerForChainRun,
CallbackManagerForChainRun,
)
from langchain.chains import LLMChain
from langchain.chains.router.base import RouterChain
from langchain.output_parsers.json import parse_and_check_json_markdown
@ -58,6 +61,19 @@ class LLMRouterChain(RouterChain):
)
return output
async def _acall(
self,
inputs: Dict[str, Any],
run_manager: Optional[AsyncCallbackManagerForChainRun] = None,
) -> Dict[str, Any]:
_run_manager = run_manager or CallbackManagerForChainRun.get_noop_manager()
callbacks = _run_manager.get_child()
output = cast(
Dict[str, Any],
await self.llm_chain.apredict_and_parse(callbacks=callbacks, **inputs),
)
return output
@classmethod
def from_llm(
cls, llm: BaseLanguageModel, prompt: BasePromptTemplate, **kwargs: Any

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