WIP Waiting edge

This commit is contained in:
Nuno Campos
2024-03-21 14:29:40 -07:00
parent ad5938f53e
commit 158f84c826
5 changed files with 207 additions and 8 deletions
+60
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@@ -0,0 +1,60 @@
from contextlib import contextmanager
from typing import Generator, Generic, Optional, Sequence, Type
from typing_extensions import Self
from langgraph.channels.base import (
BaseChannel,
EmptyChannelError,
InvalidUpdateError,
Value,
)
class NamedBarrierValue(Generic[Value], BaseChannel[Value, Value, Value]):
"""A channel that waits until all named values are received before making the value available."""
def __init__(self, typ: Type[Value], names: set[str]) -> None:
self.typ = typ
self.names = names
self.seen = set()
@property
def ValueType(self) -> Type[Value]:
"""The type of the value stored in the channel."""
return self.typ
@property
def UpdateType(self) -> Type[Value]:
"""The type of the update received by the channel."""
return self.typ
@contextmanager
def empty(self, checkpoint: Optional[Value] = None) -> Generator[Self, None, None]:
empty = self.__class__(self.typ, self.names)
if checkpoint is not None:
empty.value = checkpoint
try:
yield empty
finally:
try:
del empty.value
except AttributeError:
pass
def update(self, values: Sequence[Value]) -> None:
if self.seen == self.names:
self.seen = set()
for value in values:
if value in self.names:
self.seen.add(value)
else:
raise InvalidUpdateError(f"Value {value} not in {self.names}")
def get(self) -> Value:
if self.seen != self.names:
raise EmptyChannelError()
return None
def checkpoint(self) -> Value:
return self.seen
+8 -3
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@@ -146,8 +146,13 @@ class Graph:
def set_finish_point(self, key: str) -> None:
return self.add_edge(key, END)
def validate(self, interrupt: Optional[Sequence[str]] = None) -> None:
all_starts = {src for src, _ in self.edges} | {src for src in self.branches}
def validate(
self,
interrupt: Optional[Sequence[str]] = None,
additional_edges: Optional[set[tuple[str, str]]] = None,
) -> None:
edges = self.edges.union(additional_edges or [])
all_starts = {src for src, _ in edges} | {src for src in self.branches}
for node in self.nodes:
if node not in all_starts:
raise ValueError(f"Node `{node}` is a dead-end")
@@ -158,7 +163,7 @@ class Graph:
if self.entry_point_branch is not None:
branches.append(self.entry_point_branch)
all_hard_ends = {end for _, end in self.edges}
all_hard_ends = {end for _, end in edges}
if self.entry_point is not None:
all_hard_ends.add(self.entry_point)
+44 -2
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@@ -1,3 +1,4 @@
import logging
from collections import defaultdict
from functools import partial
from inspect import signature
@@ -11,12 +12,15 @@ from langgraph.channels.base import BaseChannel, InvalidUpdateError
from langgraph.channels.binop import BinaryOperatorAggregate
from langgraph.channels.ephemeral_value import EphemeralValue
from langgraph.channels.last_value import LastValue
from langgraph.channels.named_barrier_value import NamedBarrierValue
from langgraph.checkpoint import BaseCheckpointSaver
from langgraph.graph.graph import END, START, CompiledGraph, Graph
from langgraph.pregel import Channel
from langgraph.pregel.read import ChannelInvoke
from langgraph.pregel.write import SKIP_WRITE, ChannelWrite, ChannelWriteEntry
logger = logging.getLogger(__name__)
class StateGraph(Graph):
def __init__(self, schema: Type[Any]) -> None:
@@ -25,6 +29,7 @@ class StateGraph(Graph):
self.channels = _get_channels(schema)
if any(isinstance(c, BinaryOperatorAggregate) for c in self.channels.values()):
self.support_multiple_edges = True
self.w_edges: set[tuple[tuple[str, ...], str]] = set()
def add_node(self, key: str, action: RunnableLike) -> None:
if key in self.channels:
@@ -34,6 +39,24 @@ class StateGraph(Graph):
)
return super().add_node(key, action)
def add_waiting_edge(self, starts: Sequence[str], end: str) -> None:
if self.compiled:
logger.warning(
"Adding an edge to a graph that has already been compiled. This will "
"not be reflected in the compiled graph."
)
for start in starts:
if start == END:
raise ValueError("END cannot be a start node")
if start not in self.nodes:
raise ValueError(f"Need to add_node `{start}` first")
if end == END:
raise ValueError("END cannot be an end node")
if end not in self.nodes:
raise ValueError(f"Need to add_node `{end}` first")
self.w_edges.add((tuple(starts), end))
def compile(
self,
checkpointer: Optional[BaseCheckpointSaver] = None,
@@ -43,7 +66,12 @@ class StateGraph(Graph):
) -> CompiledGraph:
interrupt_before = interrupt_before or []
interrupt_after = interrupt_after or []
self.validate(interrupt=interrupt_before + interrupt_after)
self.validate(
interrupt=interrupt_before + interrupt_after,
additional_edges={
(start, end) for starts, end in self.w_edges for start in starts
},
)
state_keys = list(self.channels)
state_keys_read = state_keys[0] if state_keys == ["__root__"] else state_keys
@@ -68,14 +96,27 @@ class StateGraph(Graph):
else None
)
waiting_edges = {
(f"{starts}:{end}", starts, end) for starts, end in self.w_edges
}
waiting_edge_channels = {
key: NamedBarrierValue(str, set(starts)) for key, starts, _ in waiting_edges
}
outgoing_edges = defaultdict(list)
for start, end in self.edges:
outgoing_edges[start].append(f"{end}:inbox" if end != END else END)
for key, starts, end in waiting_edges:
for start in starts:
outgoing_edges[start].append(key)
nodes = {
key: (
ChannelInvoke(
triggers=[f"{key}:inbox"],
triggers=[
f"{key}:inbox",
*[chan for chan, _, end in waiting_edges if end == key],
],
channels=state_channels,
mapper=coerce_state,
)
@@ -142,6 +183,7 @@ class StateGraph(Graph):
**self.channels,
**node_inboxes,
**node_outboxes,
**waiting_edge_channels,
END: LastValue(self.schema),
},
input=f"{START}:inbox",
+15 -3
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@@ -1,9 +1,21 @@
from typing import Any, Iterator, Mapping, Optional, Sequence, Union
from langgraph.channels.base import BaseChannel
from langgraph.channels.base import BaseChannel, EmptyChannelError
from langgraph.pregel.log import logger
def _read_channel(
channels: Mapping[str, BaseChannel], chan: str, catch: bool = True
) -> Any:
try:
return channels[chan].get()
except EmptyChannelError:
if catch:
return None
else:
raise
def map_input(
input_channels: Union[str, Sequence[str]],
chunk: Optional[Union[dict[str, Any], Any]],
@@ -31,8 +43,8 @@ def map_output(
"""Map pending writes (a sequence of tuples (channel, value)) to output chunk."""
if isinstance(output_channels, str):
if any(chan == output_channels for chan, _ in pending_writes):
return channels[output_channels].get()
return _read_channel(channels, output_channels)
else:
if updated := {c for c, _ in pending_writes if c in output_channels}:
return {chan: channels[chan].get() for chan in updated}
return {chan: _read_channel(channels, chan) for chan in updated}
return None
+80
View File
@@ -2783,3 +2783,83 @@ def test_in_one_fan_out_out_one_graph_state() -> None:
}
},
]
def test_in_one_fan_out_waiting_edge_graph_state() -> None:
def sorted_add(
x: list[str], y: Union[list[str], list[tuple[str, str]]]
) -> list[str]:
if isinstance(y[0], tuple):
for rem, _ in y:
x.remove(rem)
y = [t[1] for t in y]
return sorted(operator.add(x, y))
class State(TypedDict, total=False):
query: str
answer: str
docs: Annotated[list[str], sorted_add]
def rewrite_query(data: State) -> State:
return {"query": f'query: {data["query"]}'}
def analyzer_one(data: State) -> State:
return {"query": f'analyzed: {data["query"]}'}
def retriever_one(data: State) -> State:
return {"docs": ["doc1", "doc2"]}
def retriever_two(data: State) -> State:
return {"docs": ["doc3", "doc4"]}
def qa(data: State) -> State:
return {"answer": ",".join(data["docs"])}
workflow = StateGraph(State)
workflow.add_node("rewrite_query", rewrite_query)
workflow.add_node("analyzer_one", analyzer_one)
workflow.add_node("retriever_one", retriever_one)
workflow.add_node("retriever_two", retriever_two)
workflow.add_node("qa", qa)
workflow.set_entry_point("rewrite_query")
workflow.add_edge("rewrite_query", "analyzer_one")
workflow.add_edge("analyzer_one", "retriever_one")
workflow.add_edge("rewrite_query", "retriever_two")
workflow.add_waiting_edge(["retriever_one", "retriever_two"], "qa")
workflow.set_finish_point("qa")
app = workflow.compile()
assert app.invoke({"query": "what is weather in sf"}, debug=True) == {
"query": "analyzed: query: what is weather in sf",
"docs": ["doc1", "doc2", "doc3", "doc4"],
"answer": "doc1,doc2,doc3,doc4",
}
assert [*app.stream({"query": "what is weather in sf"})] == [
{"rewrite_query": {"query": "query: what is weather in sf"}},
{
"analyzer_one": {"query": "analyzed: query: what is weather in sf"},
"retriever_two": {"docs": ["doc3", "doc4"]},
},
{"('retriever_one', 'retriever_two'):qa": None},
{"retriever_one": {"docs": ["doc1", "doc2"]}, "qa": {"answer": "doc3,doc4"}},
{
"('retriever_on', 'retriever_two'):qa": None,
"__end__": {
"query": "analyzed: query: what is weather in sf",
"answer": "doc3,doc4",
"docs": ["doc1", "doc2", "doc3", "doc4"],
},
},
{"qa": {"answer": "doc1,doc2,doc3,doc4"}},
{
"__end__": {
"query": "analyzed: query: what is weather in sf",
"answer": "doc1,doc2,doc3,doc4",
"docs": ["doc1", "doc2", "doc3", "doc4"],
}
},
]