mirror of
https://github.com/langchain-ai/langgraph.git
synced 2026-09-29 13:05:15 +02:00
perf: Save updated_channels to checkpoint (#5828)
- This makes prepare_next_tasks constant on number of nodes in all cases, whereas before we were falling back to node iteration when resuming from an existing checkpoint
This commit is contained in:
@@ -81,6 +81,9 @@ class Checkpoint(TypedDict):
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This keeps track of the versions of the channels that each node has seen.
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Used to determine which nodes to execute next.
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"""
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updated_channels: list[str] | None
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"""The channels that were updated in this checkpoint.
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"""
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def copy_checkpoint(checkpoint: Checkpoint) -> Checkpoint:
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@@ -92,6 +95,7 @@ def copy_checkpoint(checkpoint: Checkpoint) -> Checkpoint:
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channel_versions=checkpoint["channel_versions"].copy(),
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versions_seen={k: v.copy() for k, v in checkpoint["versions_seen"].items()},
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pending_sends=checkpoint.get("pending_sends", []).copy(),
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updated_channels=checkpoint.get("updated_channels", None),
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)
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@@ -437,6 +441,7 @@ def empty_checkpoint() -> Checkpoint:
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channel_versions={},
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versions_seen={},
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pending_sends=[],
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updated_channels=None,
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)
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@@ -470,4 +475,5 @@ def create_checkpoint(
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channel_versions=checkpoint["channel_versions"],
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versions_seen=checkpoint["versions_seen"],
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pending_sends=checkpoint.get("pending_sends", []),
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updated_channels=None,
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)
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@@ -29,6 +29,7 @@ def create_checkpoint(
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step: int,
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*,
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id: str | None = None,
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updated_channels: set[str] | None = None,
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) -> Checkpoint:
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"""Create a checkpoint for the given channels."""
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ts = datetime.now(timezone.utc).isoformat()
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@@ -49,6 +50,7 @@ def create_checkpoint(
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channel_values=values,
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channel_versions=checkpoint["channel_versions"],
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versions_seen=checkpoint["versions_seen"],
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updated_channels=None if updated_channels is None else sorted(updated_channels),
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)
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@@ -81,4 +83,5 @@ def copy_checkpoint(checkpoint: Checkpoint) -> Checkpoint:
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channel_values=checkpoint["channel_values"].copy(),
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channel_versions=checkpoint["channel_versions"].copy(),
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versions_seen={k: v.copy() for k, v in checkpoint["versions_seen"].items()},
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updated_channels=checkpoint.get("updated_channels", None),
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)
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@@ -568,7 +568,9 @@ class PregelLoop:
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if task := tasks.get(tid):
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task.writes.append((k, v))
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def _first(self, *, input_keys: str | Sequence[str]) -> set[str] | None:
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def _first(
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self, *, input_keys: str | Sequence[str], updated_channels: set[str] | None
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) -> set[str] | None:
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# resuming from previous checkpoint requires
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# - finding a previous checkpoint
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# - receiving None input (outer graph) or RESUMING flag (subgraph)
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@@ -585,8 +587,6 @@ class PregelLoop:
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),
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)
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)
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# this can be set only when there are input_writes
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updated_channels: set[str] | None = None
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# map command to writes
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if isinstance(self.input, Command):
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@@ -614,13 +614,15 @@ class PregelLoop:
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if null_writes := [
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w[1:] for w in self.checkpoint_pending_writes if w[0] == NULL_TASK_ID
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]:
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apply_writes(
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null_updated_channels = apply_writes(
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self.checkpoint,
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self.channels,
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[PregelTaskWrites((), INPUT, null_writes, [])],
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self.checkpointer_get_next_version,
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self.trigger_to_nodes,
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)
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if updated_channels is not None:
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updated_channels.update(null_updated_channels)
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# proceed past previous checkpoint
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if is_resuming:
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self.checkpoint["versions_seen"].setdefault(INTERRUPT, {})
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@@ -648,6 +650,7 @@ class PregelLoop:
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store=None,
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checkpointer=None,
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manager=None,
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updated_channels=updated_channels,
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)
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# apply input writes
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updated_channels = apply_writes(
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@@ -661,6 +664,7 @@ class PregelLoop:
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self.trigger_to_nodes,
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)
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# save input checkpoint
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self.updated_channels = updated_channels
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self._put_checkpoint({"source": "input"})
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elif CONFIG_KEY_RESUMING not in configurable:
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raise EmptyInputError(f"Received no input for {input_keys}")
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@@ -693,6 +697,7 @@ class PregelLoop:
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self.channels if do_checkpoint else None,
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self.step,
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id=self.checkpoint["id"] if exiting else None,
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updated_channels=self.updated_channels,
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)
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# bail if no checkpointer
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if do_checkpoint and self._checkpointer_put_after_previous is not None:
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@@ -1036,7 +1041,12 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
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self.step = self.checkpoint_metadata["step"] + 1
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self.stop = self.step + self.config["recursion_limit"] + 1
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self.checkpoint_previous_versions = self.checkpoint["channel_versions"].copy()
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self.updated_channels = self._first(input_keys=self.input_keys)
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self.updated_channels = self._first(
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input_keys=self.input_keys,
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updated_channels=set(self.checkpoint.get("updated_channels")) # type: ignore[arg-type]
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if self.checkpoint.get("updated_channels")
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else None,
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)
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return self
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@@ -1212,7 +1222,12 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
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self.step = self.checkpoint_metadata["step"] + 1
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self.stop = self.step + self.config["recursion_limit"] + 1
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self.checkpoint_previous_versions = self.checkpoint["channel_versions"].copy()
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self.updated_channels = self._first(input_keys=self.input_keys)
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self.updated_channels = self._first(
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input_keys=self.input_keys,
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updated_channels=set(self.checkpoint.get("updated_channels")) # type: ignore[arg-type]
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if self.checkpoint.get("updated_channels")
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else None,
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)
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return self
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@@ -330,6 +330,7 @@ SAVED_CHECKPOINTS = {
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"docs": ["doc1", "doc2", "doc3", "doc4"],
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"answer": "doc1,doc2,doc3,doc4",
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},
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"updated_channels": None,
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},
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metadata={
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"source": "loop",
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@@ -390,6 +391,7 @@ SAVED_CHECKPOINTS = {
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"docs": ["doc1", "doc2", "doc3", "doc4"],
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"branch:to:qa": None,
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},
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"updated_channels": None,
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},
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metadata={
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"source": "loop",
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@@ -465,6 +467,7 @@ SAVED_CHECKPOINTS = {
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"branch:to:retriever_one": None,
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"docs": ["doc3", "doc4"],
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},
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"updated_channels": None,
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},
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metadata={
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"source": "loop",
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@@ -516,6 +519,7 @@ SAVED_CHECKPOINTS = {
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"branch:to:analyzer_one": None,
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"branch:to:retriever_two": None,
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},
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"updated_channels": None,
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},
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metadata={
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"source": "loop",
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@@ -570,6 +574,7 @@ SAVED_CHECKPOINTS = {
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"query": "what is weather in sf",
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"branch:to:rewrite_query": None,
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},
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"updated_channels": None,
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},
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metadata={
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"source": "loop",
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@@ -618,6 +623,7 @@ SAVED_CHECKPOINTS = {
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},
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"versions_seen": {"__input__": {}},
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"channel_values": {"__start__": {"query": "what is weather in sf"}},
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"updated_channels": None,
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},
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metadata={
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"source": "input",
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@@ -968,6 +968,7 @@ def test_pending_writes_resume(
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"branch:to:two": AnyVersion(),
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},
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"channel_values": {"value": 6},
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"updated_channels": ["value"],
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},
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metadata={
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"parents": {},
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@@ -1015,6 +1016,7 @@ def test_pending_writes_resume(
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"branch:to:one": None,
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"branch:to:two": None,
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},
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"updated_channels": ["branch:to:one", "branch:to:two", "value"],
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},
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metadata={
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"parents": {},
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@@ -1066,6 +1068,7 @@ def test_pending_writes_resume(
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"__start__": AnyVersion(),
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},
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"channel_values": {"__start__": {"value": 1}},
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"updated_channels": ["__start__"],
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},
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metadata={
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"parents": {},
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@@ -1908,6 +1908,7 @@ async def test_pending_writes_resume(
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"branch:to:two": AnyVersion(),
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},
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"channel_values": {"value": 6},
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"updated_channels": ["value"],
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},
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metadata={
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"parents": {},
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@@ -1955,6 +1956,7 @@ async def test_pending_writes_resume(
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"branch:to:one": None,
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"branch:to:two": None,
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},
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"updated_channels": ["branch:to:one", "branch:to:two", "value"],
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},
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metadata={
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"parents": {},
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@@ -2002,6 +2004,7 @@ async def test_pending_writes_resume(
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"__start__": AnyVersion(),
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},
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"channel_values": {"__start__": {"value": 1}},
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"updated_channels": ["__start__"],
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},
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metadata={
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"parents": {},
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