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a/libs/cli/js-monorepo-example/package.json +++ b/libs/cli/js-monorepo-example/package.json @@ -17,18 +17,18 @@ "lint": "eslint 'apps/**/*.ts' 'libs/**/*.ts'" }, "devDependencies": { - "turbo": "^2.10.12", + "turbo": "^2.11.5", "typescript": "^7.0.2", "@tsconfig/recommended": "^1.0.13", - "@eslint/eslintrc": "^3.3.6", + "@eslint/eslintrc": "^3.3.7", "@eslint/js": "^10.0.1", - "eslint": "^10.9.1", + "eslint": "^10.11.0", "eslint-config-prettier": "^10.1.8", "eslint-plugin-import": "^2.27.5", "eslint-plugin-no-instanceof": "^1.0.1", "eslint-plugin-prettier": "^5.5.6", - "@typescript-eslint/eslint-plugin": "^8.68.0", - "@typescript-eslint/parser": "^8.68.0", - "prettier": "^3.9.6" + "@typescript-eslint/eslint-plugin": "^8.70.1", + "@typescript-eslint/parser": "^8.70.1", + "prettier": "^3.9.9" } } diff --git a/libs/cli/js-monorepo-example/yarn.lock b/libs/cli/js-monorepo-example/yarn.lock index 38b4087bf..a61bd3820 100644 --- a/libs/cli/js-monorepo-example/yarn.lock +++ b/libs/cli/js-monorepo-example/yarn.lock @@ -2,6 +2,24 @@ # yarn lockfile v1 +"@cacheable/memory@^2.2.0": + version "2.2.0" + resolved "https://registry.yarnpkg.com/@cacheable/memory/-/memory-2.2.0.tgz#72aeb8b051f6d597d10ac8595b94ad8302bd2239" + integrity sha512-CTLKqLItRCEixEAewD3/j9DB3/o96gpTPD4eJ1v+DGOlxZRZncRQkGYqqnAGCscYd6RNeXfGeiuCphsPtqyIfQ== + dependencies: + "@cacheable/utils" "^2.5.0" + "@keyv/bigmap" "^1.3.1" + hookified "^1.15.1" + keyv "^5.6.0" + +"@cacheable/utils@^2.5.0": + version "2.5.0" + resolved "https://registry.yarnpkg.com/@cacheable/utils/-/utils-2.5.0.tgz#534c91113aa48fe43baedb169550b6ee070ef303" + integrity sha512-buipgOVDkkPXNR5+xBpDw7Zk2n1EvU7qBJCNUcL7rhQ//kfpOXPAvQ511Os0vpLYJ1pZnvudNytkQt2hst3wqA== + dependencies: + hashery "^1.5.1" + keyv "^5.6.0" + "@cfworker/json-schema@^4.0.2": version "4.1.1" resolved "https://registry.yarnpkg.com/@cfworker/json-schema/-/json-schema-4.1.1.tgz#4a2a3947ee9fa7b7c24be981422831b8674c3be6" @@ -42,10 +60,10 @@ dependencies: 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recording which entries a snapshot-only version bump +# advanced, and the versions those nodes really read # --- Reserved cache namespaces --- @@ -116,6 +119,7 @@ RESERVED = { ERROR, ERROR_SOURCE_NODE, NO_WRITES, + SNAPSHOT_BUMPS, # reserved config.configurable keys CONFIG_KEY_SEND, CONFIG_KEY_READ, diff --git a/libs/langgraph/langgraph/graph/message.py b/libs/langgraph/langgraph/graph/message.py index 64f375ad2..96aade71b 100644 --- a/libs/langgraph/langgraph/graph/message.py +++ b/libs/langgraph/langgraph/graph/message.py @@ -235,7 +235,7 @@ def add_messages( if format == "langchain-openai": merged = _format_messages(merged) - elif format: + elif cast(str | None, format): msg = f"Unrecognized {format=}. Expected one of 'langchain-openai', None." raise ValueError(msg) else: diff --git a/libs/langgraph/langgraph/pregel/_checkpoint.py b/libs/langgraph/langgraph/pregel/_checkpoint.py index c336f75a6..42c8f51a0 100644 --- a/libs/langgraph/langgraph/pregel/_checkpoint.py +++ b/libs/langgraph/langgraph/pregel/_checkpoint.py @@ -8,13 +8,15 @@ from typing import Any, cast from langchain_core.runnables import RunnableConfig from langgraph.checkpoint.base import ( BaseCheckpointSaver, + ChannelVersions, Checkpoint, + PendingWrite, ) from langgraph.checkpoint.base.id import uuid6 from langgraph.checkpoint.serde.types import _DeltaSnapshot from langgraph._internal._config import DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT -from langgraph._internal._constants import PUSH +from langgraph._internal._constants import NS_END, NS_SEP, PUSH, SNAPSHOT_BUMPS from langgraph._internal._typing import MISSING from langgraph.channels.base import BaseChannel from langgraph.channels.delta import DeltaChannel @@ -50,17 +52,23 @@ def exit_delta_task_id(step: int, task_id: str) -> str: def delta_channels_to_snapshot( channels: Mapping[str, BaseChannel], counters_since_delta_snapshot: Mapping[str, tuple[int, int]], + channel_versions: ChannelVersions, ) -> set[str]: """Return the set of DeltaChannel names that should snapshot now. A channel snapshots when EITHER its accumulated update count reaches `snapshot_frequency` OR the total supersteps since its last snapshot - reaches `DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT`. This is a pure - predicate — no mutation. + reaches `DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT`. A channel without a version + was never written on this branch, so it has nothing to snapshot. This is a + pure predicate — no mutation. """ result: set[str] = set() for name, ch in channels.items(): - if not isinstance(ch, DeltaChannel) or not ch.is_available(): + if ( + not isinstance(ch, DeltaChannel) + or not ch.is_available() + or name not in channel_versions + ): continue updates, supersteps = counters_since_delta_snapshot.get(name, (0, 0)) if ( @@ -80,12 +88,31 @@ def get_updated_channels_from_tasks( def get_delta_channels_from_all_channels( channels: Mapping[str, BaseChannel], + channel_versions: ChannelVersions, ) -> set[str]: - """DeltaChannels to snapshot on the first update_state of a fresh thread.""" + """DeltaChannels to snapshot on the first update_state of a fresh thread: + the ones it wrote, as the rest have no version and nothing to store.""" return { k for k, ch in channels.items() - if isinstance(ch, DeltaChannel) and ch.is_available() + if isinstance(ch, DeltaChannel) and ch.is_available() and k in channel_versions + } + + +def delta_channels_with_pending_writes( + specs: Mapping[str, Any], + pending_writes: Iterable[PendingWrite] | None, +) -> set[str]: + """DeltaChannels a branch starting from this checkpoint must snapshot. + + A checkpoint's pending writes belong to the child that consumed them, and + nothing records which child that was. A new branch snapshots every delta + channel they touch, so its ancestor walk never replays them. + """ + return { + ch + for _, ch, _ in pending_writes or () + if isinstance(specs.get(ch), DeltaChannel) } @@ -122,6 +149,8 @@ def create_checkpoint_plan_for_update_state_api( parents: dict[str, Any], saved_metadata: Mapping[str, Any] | None, is_fresh_thread: bool, + fork_channels: set[str], + channel_versions: ChannelVersions, ) -> tuple[set[str], dict[str, Any]]: """Return ``(channels_to_snapshot, metadata)`` for an update_state head.""" metadata: dict[str, Any] = { @@ -130,14 +159,19 @@ def create_checkpoint_plan_for_update_state_api( "parents": parents, } if is_fresh_thread: - return get_delta_channels_from_all_channels(channels), metadata + return get_delta_channels_from_all_channels( + channels, channel_versions + ), metadata new_counters = create_metadata_for_update_state_api( channels, updated_channels, prev_metadata=saved_metadata, ) - channels_to_snapshot = delta_channels_to_snapshot(channels, new_counters) + channels_to_snapshot = ( + delta_channels_to_snapshot(channels, new_counters, channel_versions) + | fork_channels + ) for k in channels_to_snapshot: new_counters[k] = (0, 0) non_zero = {k: v for k, v in new_counters.items() if v != (0, 0)} @@ -155,6 +189,7 @@ def create_checkpoint( updated_channels: set[str] | None = None, get_next_version: GetNextVersion | None = None, channels_to_snapshot: set[str] | None = None, + stored_versions: ChannelVersions | None = None, ) -> Checkpoint: """Build a new Checkpoint from the previous one and live channel state. @@ -164,9 +199,14 @@ def create_checkpoint( from `checkpoint_writes`. Callers compute the set via `delta_channels_to_snapshot(channels, counters)`; defaults to empty (no snapshots) when not provided. + + `stored_versions` are the channel versions of the last checkpoint the + saver stored. A snapshotted channel whose version has not moved since + then is bumped. """ ts = datetime.now(timezone.utc).isoformat() channels_to_snapshot = channels_to_snapshot or set() + bumped: dict[str, tuple[Any, Any]] = {} if channels is None: values = checkpoint["channel_values"] channel_versions = checkpoint["channel_versions"] @@ -174,30 +214,29 @@ def create_checkpoint( values = {} channel_versions = dict(checkpoint["channel_versions"]) for k in channels: - if k not in channel_versions: - continue ch = channels[k] + if k not in channel_versions: + # A forced snapshot of a never-written channel still has to + # land to stop the ancestor walk, and `put` only stores blobs + # for versioned channels. + if k in channels_to_snapshot and get_next_version is not None: + channel_versions[k] = get_next_version(None, None) + bumped[k] = (None, channel_versions[k]) + values[k] = _DeltaSnapshot(ch.get()) + continue if k in channels_to_snapshot: - # Callers force a full snapshot blob here: exit mode when a - # delta channel reaches its snapshot cadence, and update_state - # on a fresh thread (no ancestor to replay writes from). The - # manual version-bump below only applies to the exit-mode case. - # - # In exit mode, the snapshot decision is deferred to exit - # time (intermediate steps have do_checkpoint=False). The - # channel's count may have reached snapshot_frequency over - # several supersteps, but the LAST superstep may not have - # written to this channel. In that case apply_writes() - # (in _algo.py) didn't bump this channel's version, so - # saver.put() wouldn't include it in new_versions and - # the snapshot blob would be silently dropped. The manual - # bump below closes the gap. In sync/async durability this - # branch is effectively dead code (the step that pushes - # the count to freq always writes the channel). - if get_next_version is not None and ( - updated_channels is None or k not in updated_channels + # `put` only stores a blob for a channel whose version moved, + # so snapshotting a channel this step did not write needs a + # bump: exit mode reaching the cadence on a superstep that + # skipped the channel, and a fork's first checkpoint. + if ( + get_next_version is not None + and stored_versions is not None + and channel_versions[k] == stored_versions.get(k) ): - channel_versions[k] = get_next_version(channel_versions[k], None) + old = channel_versions[k] + channel_versions[k] = get_next_version(old, None) + bumped[k] = (old, channel_versions[k]) values[k] = _DeltaSnapshot(ch.get()) else: v = ch.checkpoint() @@ -209,11 +248,69 @@ def create_checkpoint( id=id or str(uuid6(clock_seq=step)), channel_values=values, channel_versions=channel_versions, - versions_seen=checkpoint["versions_seen"], + versions_seen=_mark_bumps_seen(checkpoint["versions_seen"], bumped), updated_channels=None if updated_channels is None else sorted(updated_channels), ) +def _mark_bumps_seen( + versions_seen: dict[str, ChannelVersions], + bumped: Mapping[str, tuple[Any, Any]], +) -> dict[str, ChannelVersions]: + """Advance whoever had seen a bumped channel's old version to the new one. + + A bump that only stores a snapshot is not a write. Left unseen, it would + re-fire `interrupt_before` and rerun the channel's subscribers. For each + entry it advances, `SNAPSHOT_BUMPS` keeps the new version and the one the + node really read, so `versions_seen_without_bumps` can put the read back. + """ + if not bumped: + return versions_seen + out = dict(versions_seen) + marks = dict(versions_seen.get(SNAPSHOT_BUMPS, {})) + for node, seen in versions_seen.items(): + if node == SNAPSHOT_BUMPS: + continue + for k, (old, new) in bumped.items(): + if seen.get(k) != old: + continue + advanced, read = _bump_keys(node, k) + # If an earlier bump set `old`, the real read is already recorded. + if old is not None and marks.get(advanced) != old: + marks[read] = old + marks[advanced] = new + out[node] = {**out[node], k: new} + if marks: + out[SNAPSHOT_BUMPS] = marks + return out + + +def _bump_keys(node: str, channel: str) -> tuple[str, str]: + # Node names can't contain either separator, so the keys can't collide. + return f"{node}{NS_SEP}{channel}", f"{node}{NS_END}{channel}" + + +def versions_seen_without_bumps( + versions_seen: dict[str, ChannelVersions], +) -> dict[str, ChannelVersions]: + """`versions_seen` as the nodes read it: an entry a bump advanced goes back + to the version the node really read, or away if it never read one.""" + if not (marks := versions_seen.get(SNAPSHOT_BUMPS)): + return versions_seen + out: dict[str, ChannelVersions] = {} + for node, seen in versions_seen.items(): + if node == SNAPSHOT_BUMPS: + continue + out[node] = {} + for k, v in seen.items(): + advanced, read = _bump_keys(node, k) + if marks.get(advanced) != v: + out[node][k] = v + elif read in marks: + out[node][k] = marks[read] + return out + + def _needs_replay(spec: BaseChannel, stored: object) -> bool: """True if `spec` is a `DeltaChannel` and no value is stored at this checkpoint, requiring an ancestor walk to reconstruct. @@ -226,6 +323,20 @@ def _needs_replay(spec: BaseChannel, stored: object) -> bool: return stored is MISSING +def _require_saver_for_history( + checkpoint: Checkpoint, + delta_channels: list[str], + saver: BaseCheckpointSaver | None, + config: RunnableConfig | None, +) -> None: + written = [k for k in delta_channels if k in checkpoint["channel_versions"]] + if written and (saver is None or config is None): + raise ValueError( + f"DeltaChannel {written} has history to replay but no checkpointer " + "or config was passed to read it" + ) + + def channels_from_checkpoint( specs: Mapping[str, BaseChannel | ManagedValueSpec], checkpoint: Checkpoint, @@ -256,6 +367,7 @@ def channels_from_checkpoint( for k, spec in channel_specs.items() if _needs_replay(spec, checkpoint["channel_values"].get(k, MISSING)) ] + _require_saver_for_history(checkpoint, delta_channels, saver, config) histories: Mapping[str, Any] = {} if delta_channels and saver is not None and config is not None: histories = saver.get_delta_channel_history( @@ -298,6 +410,7 @@ async def achannels_from_checkpoint( for k, spec in channel_specs.items() if _needs_replay(spec, checkpoint["channel_values"].get(k, MISSING)) ] + _require_saver_for_history(checkpoint, delta_channels, saver, config) histories: Mapping[str, Any] = {} if delta_channels and saver is not None and config is not None: histories = await saver.aget_delta_channel_history( diff --git a/libs/langgraph/langgraph/pregel/_loop.py b/libs/langgraph/langgraph/pregel/_loop.py index 371037768..a079fa4b0 100644 --- a/libs/langgraph/langgraph/pregel/_loop.py +++ b/libs/langgraph/langgraph/pregel/_loop.py @@ -102,6 +102,7 @@ from langgraph.pregel._checkpoint import ( copy_checkpoint, create_checkpoint, delta_channels_to_snapshot, + delta_channels_with_pending_writes, empty_checkpoint, exit_delta_task_id, ) @@ -119,6 +120,7 @@ from langgraph.pregel._io import ( ) from langgraph.pregel._messages import ensure_message_ids from langgraph.pregel._read import PregelNode +from langgraph.pregel._task_status import read_task_statuses from langgraph.pregel._utils import get_new_channel_versions, is_xxh3_128_hexdigest from langgraph.pregel.debug import ( map_debug_checkpoint, @@ -222,10 +224,18 @@ class PregelLoop: # under the saver's `ORDER BY task_id, idx` sorting. _exit_delta_writes: list[tuple[int, str, str, Any]] | None = None - # Delta channels that saw an Overwrite since the last checkpoint. These - # channels must snapshot after live update applies overwrite semantics so - # sparse replay starts from the same post-overwrite value. - _delta_channels_with_overwrite: set[str] + # Delta channels that must snapshot at the next checkpoint, whatever their + # cadence counters say: + # * an Overwrite arrived since the last checkpoint, so sparse replay has to + # start from the post-overwrite value; + # * the checkpoint this run starts from has pending writes to them; see + # `delta_channels_with_pending_writes`. + _delta_channels_forced_snapshot: set[str] + # Set by `_first` for a resume: the writes it loaded with the checkpoint, + # which `after_tick` checks against the ones reapply handed back. + _resume_loaded_writes: Sequence[PendingWrite] = () + # Tasks `_reapply_writes_to_succeeded_nodes` handed loaded writes back to. + _reapplied_task_ids: set[str] # The checkpoint_config that points at the parent loaded at `__enter__` # (or the synthetic-empty checkpoint, on first run). We capture it @@ -581,7 +591,7 @@ class PregelLoop: # save the new task self.tasks[pushed.id] = pushed # match any pending writes to the new task - if not self.is_replaying: + if self._reapplies_pending_writes: self._reapply_writes_to_succeeded_nodes({pushed.id: pushed}) # return the new task, to be started if not run before return pushed @@ -659,7 +669,7 @@ class PregelLoop: return False # if there are pending writes from a previous loop, apply them - if not self.is_replaying and self.checkpoint_pending_writes: + if self._reapplies_pending_writes and self.checkpoint_pending_writes: self._reapply_writes_to_succeeded_nodes(self.tasks) self._resume_error_handlers_if_applicable() @@ -683,11 +693,26 @@ class PregelLoop: def after_tick(self) -> None: # finish superstep writes = [w for t in self.tasks.values() for w in t.writes] - self._delta_channels_with_overwrite.update( + self._delta_channels_forced_snapshot.update( ch for ch, v in writes if isinstance(self.specs.get(ch), DeltaChannel) and _get_overwrite(v)[0] ) + if self._resume_loaded_writes: + # A loaded write reapply didn't hand back belongs to a task this run + # drops or reruns: a `Send` that `Command(goto=...)` replaced, or an + # error handler that runs again. + self._delta_channels_forced_snapshot.update( + delta_channels_with_pending_writes( + self.specs, + [ + w + for w in self._resume_loaded_writes + if w[0] not in self._reapplied_task_ids + ], + ) + ) + self._resume_loaded_writes = () # all tasks have finished self.updated_channels = apply_writes( self.checkpoint, @@ -733,20 +758,24 @@ class PregelLoop: # private + @property + def _reapplies_pending_writes(self) -> bool: + """Whether the writes loaded with the checkpoint go back to the tasks + that made them, instead of those tasks rerunning.""" + return not self.is_replaying + def _reapply_writes_to_succeeded_nodes( self, tasks: Mapping[str, PregelExecutableTask] ) -> None: - """Restore successful channel writes from checkpoint to in-memory tasks. + """Restore the output of finished tasks from checkpoint to in-memory tasks. - Skips control signals (ERROR, ERROR_SOURCE_NODE, INTERRUPT, RESUME) - so that failed/interrupted tasks remain with empty writes and will be - re-executed (or routed to error handlers) by the runner. + Unfinished (failed or interrupted) tasks keep empty writes, so the + runner re-executes them or routes them to error handlers. """ - for tid, k, v in self.checkpoint_pending_writes: - if k in (ERROR, ERROR_SOURCE_NODE, INTERRUPT, RESUME): - continue + for tid, status in read_task_statuses(self.checkpoint_pending_writes).items(): if task := tasks.get(tid): - task.writes.append((k, v)) + task.writes.extend(status.output) + self._reapplied_task_ids.add(tid) def _resume_error_handlers_if_applicable(self) -> None: """On resume, schedule error handlers for tasks that failed in a prior run. @@ -816,35 +845,13 @@ class PregelLoop: self.tasks[handler_task.id] = handler_task def _pending_interrupts(self) -> set[str]: - """Return the set of interrupt ids that are pending without corresponding resume values.""" - # mapping of task ids to interrupt ids - pending_interrupts: dict[str, str] = {} - - # set of resume task ids - pending_resumes: set[str] = set() - - for task_id, write_type, value in self.checkpoint_pending_writes: - if write_type == INTERRUPT: - # interrupts is always a list, but there should only be one element - pending_interrupts[task_id] = value[0].id - elif write_type == RESUME: - pending_resumes.add(task_id) - - resumed_interrupt_ids = { - pending_interrupts[task_id] - for task_id in pending_resumes - if task_id in pending_interrupts + """Return the ids of interrupts that are still waiting for an answer.""" + return { + interrupt.id + for status in read_task_statuses(self.checkpoint_pending_writes).values() + for interrupt in status.pending_interrupts } - # Keep only interrupts whose interrupt_id is not resumed - hanging_interrupts: set[str] = { - interrupt_id - for interrupt_id in pending_interrupts.values() - if interrupt_id not in resumed_interrupt_ids - } - - return hanging_interrupts - def _first( self, *, input_keys: str | Sequence[str], updated_channels: set[str] | None ) -> set[str] | None: @@ -898,6 +905,23 @@ class PregelLoop: self.checkpoint_pending_writes = [ w for w in self.checkpoint_pending_writes if w[1] != RESUME ] + # A resume that reapplies the head's pending writes only learns which + # of them go back to their tasks once those are scheduled, so + # `after_tick` seals the rest. Kept apart from the writes this run adds. + reapplies = is_resuming and self._reapplies_pending_writes + self._resume_loaded_writes = ( + [w for w in self.checkpoint_pending_writes if w[0] != NULL_TASK_ID] + if reapplies + else () + ) + self._reapplied_task_ids = set() + self._delta_channels_forced_snapshot = ( + set() + if reapplies + else delta_channels_with_pending_writes( + self.specs, self.checkpoint_pending_writes + ) + ) # map command to writes if input_is_command: @@ -991,7 +1015,7 @@ class PregelLoop: manager=None, updated_channels=updated_channels, ) - self._delta_channels_with_overwrite.update( + self._delta_channels_forced_snapshot.update( c for c, v in input_writes if isinstance(self.specs.get(c), DeltaChannel) and _get_overwrite(v)[0] @@ -1135,8 +1159,10 @@ class PregelLoop: ) # create new checkpoint channels_to_snapshot = ( - delta_channels_to_snapshot(self.channels, new_counters) - | self._delta_channels_with_overwrite + delta_channels_to_snapshot( + self.channels, new_counters, self.checkpoint["channel_versions"] + ) + | self._delta_channels_forced_snapshot if do_checkpoint else set() ) @@ -1150,11 +1176,12 @@ class PregelLoop: if do_checkpoint else None, channels_to_snapshot=channels_to_snapshot, + stored_versions=self.checkpoint_previous_versions, ) for k in channels_to_snapshot: new_counters[k] = (0, 0) if do_checkpoint: - self._delta_channels_with_overwrite.difference_update(channels_to_snapshot) + self._delta_channels_forced_snapshot.difference_update(channels_to_snapshot) non_zero = {k: v for k, v in new_counters.items() if v != (0, 0)} if non_zero: self.checkpoint_metadata["counters_since_delta_snapshot"] = non_zero @@ -1238,8 +1265,10 @@ class PregelLoop: self.checkpoint_metadata.get("counters_since_delta_snapshot") or {} ) channels_to_snapshot = ( - delta_channels_to_snapshot(self.channels, counters) - | self._delta_channels_with_overwrite + delta_channels_to_snapshot( + self.channels, counters, self.checkpoint["channel_versions"] + ) + | self._delta_channels_forced_snapshot ) pending = [ @@ -1600,7 +1629,7 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager): if handler_task is None: return None self.tasks[handler_task.id] = handler_task - if not self.is_replaying: + if self._reapplies_pending_writes: self._reapply_writes_to_succeeded_nodes({handler_task.id: handler_task}) for task in self.match_cached_writes(): self.output_writes(task.id, task.writes, cached=True) @@ -1684,7 +1713,6 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager): ) self._delta_write_futs = [] self._error_handler_write_futs = [] - self._delta_channels_with_overwrite = set() self._exit_delta_writes = ( [] if self.durability == "exit" and self.checkpointer is not None else None ) @@ -1855,7 +1883,7 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager): if handler_task is None: return None self.tasks[handler_task.id] = handler_task - if not self.is_replaying: + if self._reapplies_pending_writes: self._reapply_writes_to_succeeded_nodes({handler_task.id: handler_task}) for task in await self.amatch_cached_writes(): self.output_writes(task.id, task.writes, cached=True) @@ -1942,7 +1970,6 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager): ) self._delta_write_futs = [] self._error_handler_write_futs = [] - self._delta_channels_with_overwrite = set() self._exit_delta_writes = ( [] if self.durability == "exit" and self.checkpointer is not None else None ) diff --git a/libs/langgraph/langgraph/pregel/_runner.py b/libs/langgraph/langgraph/pregel/_runner.py index 4d53b9f9d..5e283716f 100644 --- a/libs/langgraph/langgraph/pregel/_runner.py +++ b/libs/langgraph/langgraph/pregel/_runner.py @@ -45,6 +45,7 @@ from langgraph.errors import GraphBubbleUp, GraphInterrupt from langgraph.pregel._algo import Call from langgraph.pregel._executor import Submit from langgraph.pregel._retry import arun_with_retry, run_with_retry +from langgraph.pregel._task_status import CONTROL_WRITES from langgraph.types import ( CachePolicy, PregelExecutableTask, @@ -606,8 +607,9 @@ class PregelRunner: task.config is None or TAG_HIDDEN not in task.config.get("tags", []) ): self.node_finished(task.name) - if not task.writes: - # add no writes marker + if all(chan in CONTROL_WRITES for chan, _ in task.writes): + # record that the task finished, even if it produced no output + # (see `langgraph.pregel._task_status`) task.writes.append((NO_WRITES, None)) # save task writes to checkpointer self.put_writes()(task.id, task.writes) # type: ignore[misc] diff --git a/libs/langgraph/langgraph/pregel/_task_status.py b/libs/langgraph/langgraph/pregel/_task_status.py new file mode 100644 index 000000000..44b79ce8e --- /dev/null +++ b/libs/langgraph/langgraph/pregel/_task_status.py @@ -0,0 +1,129 @@ +"""Read the status of each task from the writes recorded for a superstep. + +While a superstep is open, the checkpointer keeps a log of writes for each +task in that step. Entries are added as tasks run and are only discarded when +the whole superstep finishes and a new checkpoint is saved. When a task runs +again, for example after being resumed, its earlier entries stay in the log. + +This module is the single place that turns that log into task status. Code that +needs to know whether a task finished, which interrupts it raised, which of them +are still waiting for an answer, or which output it produced must use +`read_task_statuses` instead of inspecting the writes directly. + +The log uses two kinds of writes: + +- Control writes describe what happened to a task: `INTERRUPT` (the task asked + a question), `RESUME` (answers the task has received), `ERROR`, and + `ERROR_SOURCE_NODE`. `INTERRUPT`, `RESUME` and `ERROR` each have a fixed slot + per task (`WRITES_IDX_MAP`), so a newer write of the same kind can replace an + older one. +- Every other write is output: channel writes, `RETURN` for functional tasks, + and the `NO_WRITES` marker. + +The rules are: + +1. When a task that ran finishes successfully, `PregelRunner.commit` records at + least one output write, adding `NO_WRITES` if the task produced no other + output. +2. A task that pauses at an interrupt records only control writes. +3. A task is therefore treated as finished if and only if it has an output + write. +4. Because `INTERRUPT` is stored in a fixed slot, its recorded value is the most + recent question the task asked. That question is waiting for an answer only + while the task is unfinished. + +A `RESUME` write never means a task is finished: it can hold the answer to an +earlier question while the task waits on a later one. + +What these rules cannot see: + +- A task whose result came from the cache does not go through + `PregelRunner.commit`, so nothing is recorded for it. It reads as not + finished. +- A task that fails can record partial output writes along with its error. It + reads as finished, which is how the executor has always treated it. +- Writes recorded before rule 1 existed may describe a finished task with no + output using only control writes. Those tasks read as unfinished. The + executor treated them the same way before and runs them again. Their last + interrupt now counts as pending, so they appear in `next` and a resume + without an interrupt id raises if another interrupt is also pending. +""" + +from __future__ import annotations + +from collections.abc import Iterable, Sequence +from dataclasses import dataclass +from typing import Any + +from langgraph.checkpoint.base import PendingWrite + +from langgraph._internal._constants import ( + ERROR, + ERROR_SOURCE_NODE, + INTERRUPT, + NULL_TASK_ID, + RESUME, +) +from langgraph.types import Interrupt + +__all__ = ("CONTROL_WRITES", "TaskStatus", "read_task_statuses") + +CONTROL_WRITES = frozenset((ERROR, ERROR_SOURCE_NODE, INTERRUPT, RESUME)) +"""Channels that describe what happened to a task rather than what it produced.""" + + +@dataclass(frozen=True, slots=True) +class TaskStatus: + """The status of one task, read from the writes recorded for its superstep.""" + + output: tuple[tuple[str, Any], ...] = () + """Output writes in recorded order. Empty if the task has not finished.""" + + interrupts: tuple[Interrupt, ...] = () + """The most recent interrupts the task raised, whether or not they were answered.""" + + error: BaseException | None = None + """The recorded error, if any.""" + + @property + def finished(self) -> bool: + """Whether the task ran to completion.""" + return bool(self.output) + + @property + def pending_interrupts(self) -> tuple[Interrupt, ...]: + """Interrupts waiting for an answer. Always empty for a finished task.""" + return () if self.finished else self.interrupts + + +def read_task_statuses( + pending_writes: Iterable[PendingWrite], +) -> dict[str, TaskStatus]: + """Return the status of every task that has recorded writes, keyed by task id. + + Writes from `NULL_TASK_ID` are input to the superstep, not task activity, so + they are not included. + """ + output: dict[str, list[tuple[str, Any]]] = {} + interrupts: dict[str, list[Interrupt]] = {} + errors: dict[str, BaseException] = {} + for task_id, channel, value in pending_writes: + if task_id == NULL_TASK_ID: + continue + output.setdefault(task_id, []) + if channel == INTERRUPT: + interrupts.setdefault(task_id, []).extend( + value if isinstance(value, Sequence) else [value] + ) + elif channel == ERROR: + errors.setdefault(task_id, value) + elif channel not in CONTROL_WRITES: + output[task_id].append((channel, value)) + return { + task_id: TaskStatus( + output=tuple(task_output), + interrupts=tuple(interrupts.get(task_id, ())), + error=errors.get(task_id), + ) + for task_id, task_output in output.items() + } diff --git a/libs/langgraph/langgraph/pregel/debug.py b/libs/langgraph/langgraph/pregel/debug.py index b3ef5a874..46f92eb5b 100644 --- a/libs/langgraph/langgraph/pregel/debug.py +++ b/libs/langgraph/langgraph/pregel/debug.py @@ -26,6 +26,7 @@ from langgraph._internal._typing import MISSING from langgraph.channels.base import BaseChannel from langgraph.constants import TAG_HIDDEN from langgraph.pregel._io import read_channels +from langgraph.pregel._task_status import TaskStatus, read_task_statuses from langgraph.types import ( CheckpointPayload, PregelExecutableTask, @@ -37,6 +38,8 @@ from langgraph.types import ( TASK_NAMESPACE = UUID("6ba7b831-9dad-11d1-80b4-00c04fd430c8") +_NOT_STARTED = TaskStatus() + def map_debug_tasks(tasks: Iterable[PregelExecutableTask]) -> Iterator[TaskPayload]: """Produce "task" events for stream_mode=debug.""" @@ -211,35 +214,21 @@ def tasks_w_writes( pending_writes: list[PendingWrite] | None, states: dict[str, RunnableConfig | StateSnapshot] | None, output_keys: str | Sequence[str], + *, + live: bool = False, ) -> tuple[PregelTask, ...]: - """Apply writes / subgraph states to tasks to be returned in a StateSnapshot.""" - pending_writes = pending_writes or [] + """Apply writes / subgraph states to tasks to be returned in a StateSnapshot. + + With `live=True`, tasks report only the interrupts still waiting for an + answer, as of the most recent writes. Otherwise tasks report the interrupts + they raised in the step, including answered ones, as a record of the step. + """ + statuses = read_task_statuses(pending_writes or []) out: list[PregelTask] = [] for task in tasks: - rtn = next( - ( - val - for tid, chan, val in pending_writes - if tid == task.id and chan == RETURN - ), - MISSING, - ) - task_error = next( - (exc for tid, n, exc in pending_writes if tid == task.id and n == ERROR), - None, - ) - task_interrupts = tuple( - v - for tid, n, vv in pending_writes - if tid == task.id and n == INTERRUPT - for v in (vv if isinstance(vv, Sequence) else [vv]) - ) - - task_writes = [ - (chan, val) - for tid, chan, val in pending_writes - if tid == task.id and chan not in (ERROR, INTERRUPT, RETURN) - ] + status = statuses.get(task.id, _NOT_STARTED) + rtn = next((val for chan, val in status.output if chan == RETURN), MISSING) + task_writes = [(chan, val) for chan, val in status.output if chan != RETURN] if rtn is not MISSING: task_result = rtn @@ -261,19 +250,15 @@ def tasks_w_writes( mapped_writes = map_task_result_writes(filtered_writes) task_result = mapped_writes if filtered_writes else {} - has_writes = rtn is not MISSING or any( - w[0] == task.id and w[1] not in (ERROR, INTERRUPT) for w in pending_writes - ) - out.append( PregelTask( task.id, task.name, task.path, - task_error, - task_interrupts, + status.error, + status.pending_interrupts if live else status.interrupts, states.get(task.id) if states else None, - task_result if has_writes else None, + task_result if status.finished else None, ) ) return tuple(out) diff --git a/libs/langgraph/langgraph/pregel/main.py b/libs/langgraph/langgraph/pregel/main.py index f4ca48024..ffb828cbc 100644 --- a/libs/langgraph/langgraph/pregel/main.py +++ b/libs/langgraph/langgraph/pregel/main.py @@ -46,6 +46,7 @@ from langchain_core.runnables.schema import StreamEvent from langgraph.cache.base import BaseCache from langgraph.checkpoint.base import ( BaseCheckpointSaver, + ChannelVersions, Checkpoint, CheckpointTuple, ) @@ -79,7 +80,6 @@ from langgraph._internal._constants import ( CONFIG_KEY_STREAM_MESSAGES_V2, CONFIG_KEY_TASK_ID, CONFIG_KEY_THREAD_ID, - ERROR, INPUT, INTERRUPT, NS_END, @@ -133,8 +133,10 @@ from langgraph.pregel._checkpoint import ( copy_checkpoint, create_checkpoint, create_checkpoint_plan_for_update_state_api, + delta_channels_with_pending_writes, empty_checkpoint, get_updated_channels_from_tasks, + versions_seen_without_bumps, ) from langgraph.pregel._draw import draw_graph from langgraph.pregel._io import map_input, read_channels @@ -149,6 +151,7 @@ from langgraph.pregel._messages import ( from langgraph.pregel._read import DEFAULT_BOUND, PregelNode from langgraph.pregel._retry import RetryPolicy from langgraph.pregel._runner import PregelRunner +from langgraph.pregel._task_status import read_task_statuses from langgraph.pregel._tools import StreamToolCallHandler from langgraph.pregel._utils import ( get_new_channel_versions, @@ -835,6 +838,64 @@ class Pregel( if auto_validate: self.validate() + def _resolve_checkpointer( + self, config: RunnableConfig + ) -> BaseCheckpointSaver | None: + """The saver runs and state methods use: none for `checkpointer=False`, + else the one a parent lends a subgraph through the config, else this + graph's own.""" + if self.checkpointer is False: + return None + conf = config.get(CONF, {}) + if CONFIG_KEY_CHECKPOINTER in conf: + checkpointer = conf[CONFIG_KEY_CHECKPOINTER] + elif self.checkpointer is True: + raise RuntimeError("checkpointer=True cannot be used for root graphs.") + else: + checkpointer = self.checkpointer + if isinstance(checkpointer, BaseCheckpointSaver): + checkpointer = self._apply_checkpointer_allowlist(checkpointer) + return checkpointer + + def _state_checkpointer(self, config: RunnableConfig) -> BaseCheckpointSaver: + checkpointer = self._resolve_checkpointer(ensure_config(config)) + if not isinstance(checkpointer, BaseCheckpointSaver): + raise ValueError("No checkpointer set") + return checkpointer + + def _own_checkpoint_config(self, config: RunnableConfig) -> RunnableConfig: + """A `checkpointer=True` subgraph keeps one history per thread, stored + under its namespace with the task ids removed.""" + if self.checkpointer is not True: + return config + ns = config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "") + # Unlike `recast_checkpoint_ns`, keep the numeric parts: a task that + # calls the same subgraph again stores that call's history under one. + return patch_configurable( + config, + { + CONFIG_KEY_CHECKPOINT_NS: NS_SEP.join( + part.split(NS_END)[0] for part in ns.split(NS_SEP) + ) + }, + ) + + def _subgraph_for_namespace( + self, config: RunnableConfig, checkpointer: BaseCheckpointSaver + ) -> tuple[PregelProtocol, RunnableConfig] | None: + """The subgraph a state method's namespaced config addresses, and the + config to call it with, lending it `checkpointer`. `None` when the + config is for this graph.""" + checkpoint_ns = config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "") + if not checkpoint_ns or CONFIG_KEY_CHECKPOINTER in config[CONF]: + return None + recast = recast_checkpoint_ns(checkpoint_ns) + for _, pregel in self.get_subgraphs(namespace=recast, recurse=True): + return pregel, patch_configurable( + config, {CONFIG_KEY_CHECKPOINTER: checkpointer} + ) + raise ValueError(f"Subgraph {recast} not found") + def _apply_checkpointer_allowlist( self, checkpointer: BaseCheckpointSaver | None ) -> BaseCheckpointSaver | None: @@ -1146,9 +1207,19 @@ class Pregel( self, config: RunnableConfig, saved: CheckpointTuple | None, - recurse: BaseCheckpointSaver | None = None, - apply_pending_writes: bool = False, + *, + saver: BaseCheckpointSaver, + recurse: bool = False, + live: bool = False, ) -> StateSnapshot: + """Build a `StateSnapshot` from a saved checkpoint and its pending writes. + + With `live=True` the snapshot shows current status: values include the + output of tasks that already finished, `next` lists only tasks that still + need to run, and `interrupts` lists only questions still waiting for an + answer. Otherwise the snapshot is a record of the step: values as of the + start of the step, every task in the step, and the interrupts they raised. + """ if not saved: return StateSnapshot( values={}, @@ -1169,9 +1240,7 @@ class Pregel( channels, managed = channels_from_checkpoint( self.channels, saved.checkpoint, - saver=self.checkpointer - if isinstance(self.checkpointer, BaseCheckpointSaver) - else None, + saver=saver, config=saved.config, ) # tasks for this checkpoint @@ -1186,11 +1255,7 @@ class Pregel( stop, for_execution=True, store=self.store, - checkpointer=( - self.checkpointer - if isinstance(self.checkpointer, BaseCheckpointSaver) - else None - ), + checkpointer=saver, manager=None, ) # get the subgraphs @@ -1217,7 +1282,7 @@ class Pregel( # get the state of the subgraph config = { CONF: { - CONFIG_KEY_CHECKPOINTER: recurse, + CONFIG_KEY_CHECKPOINTER: saver, "thread_id": saved.config[CONF]["thread_id"], CONFIG_KEY_CHECKPOINT_NS: task_ns, } @@ -1236,13 +1301,10 @@ class Pregel( None, self.trigger_to_nodes, ) - if apply_pending_writes and saved.pending_writes: - for tid, k, v in saved.pending_writes: - if k in (ERROR, INTERRUPT): - continue - if tid not in next_tasks: - continue - next_tasks[tid].writes.append((k, v)) + if live and saved.pending_writes: + for tid, status in read_task_statuses(saved.pending_writes).items(): + if tid in next_tasks: + next_tasks[tid].writes.extend(status.output) if tasks := [t for t in next_tasks.values() if t.writes]: apply_writes( saved.checkpoint, channels, tasks, None, self.trigger_to_nodes @@ -1252,6 +1314,7 @@ class Pregel( saved.pending_writes, task_states, self.stream_channels_asis, + live=live, ) # assemble the state snapshot return StateSnapshot( @@ -1269,9 +1332,19 @@ class Pregel( self, config: RunnableConfig, saved: CheckpointTuple | None, - recurse: BaseCheckpointSaver | None = None, - apply_pending_writes: bool = False, + *, + saver: BaseCheckpointSaver, + recurse: bool = False, + live: bool = False, ) -> StateSnapshot: + """Build a `StateSnapshot` from a saved checkpoint and its pending writes. + + With `live=True` the snapshot shows current status: values include the + output of tasks that already finished, `next` lists only tasks that still + need to run, and `interrupts` lists only questions still waiting for an + answer. Otherwise the snapshot is a record of the step: values as of the + start of the step, every task in the step, and the interrupts they raised. + """ if not saved: return StateSnapshot( values={}, @@ -1292,9 +1365,7 @@ class Pregel( channels, managed = await achannels_from_checkpoint( self.channels, saved.checkpoint, - saver=self.checkpointer - if isinstance(self.checkpointer, BaseCheckpointSaver) - else None, + saver=saver, config=saved.config, ) # tasks for this checkpoint @@ -1309,11 +1380,7 @@ class Pregel( stop, for_execution=True, store=self.store, - checkpointer=( - self.checkpointer - if isinstance(self.checkpointer, BaseCheckpointSaver) - else None - ), + checkpointer=saver, manager=None, ) # get the subgraphs @@ -1340,7 +1407,7 @@ class Pregel( # get the state of the subgraph config = { CONF: { - CONFIG_KEY_CHECKPOINTER: recurse, + CONFIG_KEY_CHECKPOINTER: saver, "thread_id": saved.config[CONF]["thread_id"], CONFIG_KEY_CHECKPOINT_NS: task_ns, } @@ -1359,13 +1426,10 @@ class Pregel( None, self.trigger_to_nodes, ) - if apply_pending_writes and saved.pending_writes: - for tid, k, v in saved.pending_writes: - if k in (ERROR, INTERRUPT): - continue - if tid not in next_tasks: - continue - next_tasks[tid].writes.append((k, v)) + if live and saved.pending_writes: + for tid, status in read_task_statuses(saved.pending_writes).items(): + if tid in next_tasks: + next_tasks[tid].writes.extend(status.output) if tasks := [t for t in next_tasks.values() if t.writes]: apply_writes( saved.checkpoint, channels, tasks, None, self.trigger_to_nodes @@ -1376,6 +1440,7 @@ class Pregel( saved.pending_writes, task_states, self.stream_channels_asis, + live=live, ) # assemble the state snapshot return StateSnapshot( @@ -1393,34 +1458,14 @@ class Pregel( self, config: RunnableConfig, *, subgraphs: bool = False ) -> StateSnapshot: """Get the current state of the graph.""" - checkpointer: BaseCheckpointSaver | None = ensure_config(config)[CONF].get( - CONFIG_KEY_CHECKPOINTER, self.checkpointer - ) - if isinstance(checkpointer, BaseCheckpointSaver): - checkpointer = self._apply_checkpointer_allowlist(checkpointer) - if not checkpointer: - raise ValueError("No checkpointer set") + checkpointer = self._state_checkpointer(config) - if ( - checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "") - ) and CONFIG_KEY_CHECKPOINTER not in config[CONF]: - # remove task_ids from checkpoint_ns - recast = recast_checkpoint_ns(checkpoint_ns) - # find the subgraph with the matching name - for _, pregel in self.get_subgraphs(namespace=recast, recurse=True): - return pregel.get_state( - patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}), - subgraphs=subgraphs, - ) - else: - raise ValueError(f"Subgraph {recast} not found") + if subgraph := self._subgraph_for_namespace(config, checkpointer): + pregel, subgraph_config = subgraph + return pregel.get_state(subgraph_config, subgraphs=subgraphs) config = merge_configs(self.config, config) if self.config else config - if self.checkpointer is True: - ns = cast(str, config[CONF][CONFIG_KEY_CHECKPOINT_NS]) - config = merge_configs( - config, {CONF: {CONFIG_KEY_CHECKPOINT_NS: recast_checkpoint_ns(ns)}} - ) + config = self._own_checkpoint_config(config) thread_id = config[CONF][CONFIG_KEY_THREAD_ID] if not isinstance(thread_id, str): config[CONF][CONFIG_KEY_THREAD_ID] = str(thread_id) @@ -1429,42 +1474,23 @@ class Pregel( return self._prepare_state_snapshot( config, saved, - recurse=checkpointer if subgraphs else None, - apply_pending_writes=CONFIG_KEY_CHECKPOINT_ID not in config[CONF], + saver=checkpointer, + recurse=subgraphs, + live=CONFIG_KEY_CHECKPOINT_ID not in config[CONF], ) async def aget_state( self, config: RunnableConfig, *, subgraphs: bool = False ) -> StateSnapshot: """Get the current state of the graph.""" - checkpointer: BaseCheckpointSaver | None = ensure_config(config)[CONF].get( - CONFIG_KEY_CHECKPOINTER, self.checkpointer - ) - if isinstance(checkpointer, BaseCheckpointSaver): - checkpointer = self._apply_checkpointer_allowlist(checkpointer) - if not checkpointer: - raise ValueError("No checkpointer set") + checkpointer = self._state_checkpointer(config) - if ( - checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "") - ) and CONFIG_KEY_CHECKPOINTER not in config[CONF]: - # remove task_ids from checkpoint_ns - recast = recast_checkpoint_ns(checkpoint_ns) - # find the subgraph with the matching name - async for _, pregel in self.aget_subgraphs(namespace=recast, recurse=True): - return await pregel.aget_state( - patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}), - subgraphs=subgraphs, - ) - else: - raise ValueError(f"Subgraph {recast} not found") + if subgraph := self._subgraph_for_namespace(config, checkpointer): + pregel, subgraph_config = subgraph + return await pregel.aget_state(subgraph_config, subgraphs=subgraphs) config = merge_configs(self.config, config) if self.config else config - if self.checkpointer is True: - ns = cast(str, config[CONF][CONFIG_KEY_CHECKPOINT_NS]) - config = merge_configs( - config, {CONF: {CONFIG_KEY_CHECKPOINT_NS: recast_checkpoint_ns(ns)}} - ) + config = self._own_checkpoint_config(config) thread_id = config[CONF][CONFIG_KEY_THREAD_ID] if not isinstance(thread_id, str): config[CONF][CONFIG_KEY_THREAD_ID] = str(thread_id) @@ -1473,8 +1499,9 @@ class Pregel( return await self._aprepare_state_snapshot( config, saved, - recurse=checkpointer if subgraphs else None, - apply_pending_writes=CONFIG_KEY_CHECKPOINT_ID not in config[CONF], + saver=checkpointer, + recurse=subgraphs, + live=CONFIG_KEY_CHECKPOINT_ID not in config[CONF], ) def get_state_history( @@ -1487,47 +1514,34 @@ class Pregel( ) -> Iterator[StateSnapshot]: """Get the history of the state of the graph.""" config = ensure_config(config) - checkpointer: BaseCheckpointSaver | None = config[CONF].get( - CONFIG_KEY_CHECKPOINTER, self.checkpointer - ) - if isinstance(checkpointer, BaseCheckpointSaver): - checkpointer = self._apply_checkpointer_allowlist(checkpointer) - if not checkpointer: - raise ValueError("No checkpointer set") + checkpointer = self._state_checkpointer(config) - if ( - checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "") - ) and CONFIG_KEY_CHECKPOINTER not in config[CONF]: - # remove task_ids from checkpoint_ns - recast = recast_checkpoint_ns(checkpoint_ns) - # find the subgraph with the matching name - for _, pregel in self.get_subgraphs(namespace=recast, recurse=True): - yield from pregel.get_state_history( - patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}), - filter=filter, - before=before, - limit=limit, - ) - return - else: - raise ValueError(f"Subgraph {recast} not found") + if subgraph := self._subgraph_for_namespace(config, checkpointer): + pregel, subgraph_config = subgraph + yield from pregel.get_state_history( + subgraph_config, filter=filter, before=before, limit=limit + ) + return config = merge_configs( self.config, config, { CONF: { - CONFIG_KEY_CHECKPOINT_NS: checkpoint_ns, + CONFIG_KEY_CHECKPOINT_NS: config[CONF].get( + CONFIG_KEY_CHECKPOINT_NS, "" + ), CONFIG_KEY_THREAD_ID: str(config[CONF][CONFIG_KEY_THREAD_ID]), } }, ) + config = self._own_checkpoint_config(config) # eagerly consume list() to avoid holding up the db cursor for checkpoint_tuple in list( checkpointer.list(config, before=before, limit=limit, filter=filter) ): yield self._prepare_state_snapshot( - checkpoint_tuple.config, checkpoint_tuple + checkpoint_tuple.config, checkpoint_tuple, saver=checkpointer ) async def aget_state_history( @@ -1540,42 +1554,29 @@ class Pregel( ) -> AsyncIterator[StateSnapshot]: """Asynchronously get the history of the state of the graph.""" config = ensure_config(config) - checkpointer: BaseCheckpointSaver | None = ensure_config(config)[CONF].get( - CONFIG_KEY_CHECKPOINTER, self.checkpointer - ) - if isinstance(checkpointer, BaseCheckpointSaver): - checkpointer = self._apply_checkpointer_allowlist(checkpointer) - if not checkpointer: - raise ValueError("No checkpointer set") + checkpointer = self._state_checkpointer(config) - if ( - checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "") - ) and CONFIG_KEY_CHECKPOINTER not in config[CONF]: - # remove task_ids from checkpoint_ns - recast = recast_checkpoint_ns(checkpoint_ns) - # find the subgraph with the matching name - async for _, pregel in self.aget_subgraphs(namespace=recast, recurse=True): - async for state in pregel.aget_state_history( - patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}), - filter=filter, - before=before, - limit=limit, - ): - yield state - return - else: - raise ValueError(f"Subgraph {recast} not found") + if subgraph := self._subgraph_for_namespace(config, checkpointer): + pregel, subgraph_config = subgraph + async for state in pregel.aget_state_history( + subgraph_config, filter=filter, before=before, limit=limit + ): + yield state + return config = merge_configs( self.config, config, { CONF: { - CONFIG_KEY_CHECKPOINT_NS: checkpoint_ns, + CONFIG_KEY_CHECKPOINT_NS: config[CONF].get( + CONFIG_KEY_CHECKPOINT_NS, "" + ), CONFIG_KEY_THREAD_ID: str(config[CONF][CONFIG_KEY_THREAD_ID]), } }, ) + config = self._own_checkpoint_config(config) # eagerly consume list() to avoid holding up the db cursor for checkpoint_tuple in [ c @@ -1584,9 +1585,30 @@ class Pregel( ) ]: yield await self._aprepare_state_snapshot( - checkpoint_tuple.config, checkpoint_tuple + checkpoint_tuple.config, checkpoint_tuple, saver=checkpointer ) + def _infer_as_node(self, versions_seen: dict[str, ChannelVersions]) -> str | None: + if len(self.nodes) == 1: + return next(iter(self.nodes)) + seen = versions_seen_without_bumps(versions_seen) + if not any(v for vv in seen.values() for v in vv.values()): + if ( + isinstance(self.input_channels, str) + and self.input_channels in self.nodes + ): + return self.input_channels + return None + last_seen_by_node = sorted( + (v, n) for n, s in seen.items() if n in self.nodes for v in s.values() + ) + # if two nodes updated the state at the same time, it's ambiguous + if len(last_seen_by_node) == 1 or ( + last_seen_by_node and last_seen_by_node[-1][0] != last_seen_by_node[-2][0] + ): + return last_seen_by_node[-1][1] + return None + def bulk_update_state( self, config: RunnableConfig, @@ -1608,13 +1630,7 @@ class Pregel( RunnableConfig: The updated config. """ - checkpointer: BaseCheckpointSaver | None = ensure_config(config)[CONF].get( - CONFIG_KEY_CHECKPOINTER, self.checkpointer - ) - if isinstance(checkpointer, BaseCheckpointSaver): - checkpointer = self._apply_checkpointer_allowlist(checkpointer) - if not checkpointer: - raise ValueError("No checkpointer set") + checkpointer = self._state_checkpointer(config) if len(supersteps) == 0: raise ValueError("No supersteps provided") @@ -1622,27 +1638,29 @@ class Pregel( if any(len(u) == 0 for u in supersteps): raise ValueError("No updates provided") - # delegate to subgraph - if ( - checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "") - ) and CONFIG_KEY_CHECKPOINTER not in config[CONF]: - # remove task_ids from checkpoint_ns - recast = recast_checkpoint_ns(checkpoint_ns) - # find the subgraph with the matching name - for _, pregel in self.get_subgraphs(namespace=recast, recurse=True): - return pregel.bulk_update_state( - patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}), - supersteps, - ) - else: - raise ValueError(f"Subgraph {recast} not found") + if subgraph := self._subgraph_for_namespace(config, checkpointer): + pregel, subgraph_config = subgraph + return pregel.bulk_update_state(subgraph_config, supersteps) def perform_superstep( - input_config: RunnableConfig, updates: Sequence[StateUpdate] + input_config: RunnableConfig, + updates: Sequence[StateUpdate], + is_first: bool = False, ) -> RunnableConfig: # get last checkpoint - config = ensure_config(self.config, input_config) + config = self._own_checkpoint_config( + ensure_config(self.config, input_config) + ) saved = checkpointer.get_tuple(config) + # Later supersteps, including the one after a `__copy__` (stored + # under the base's parent), never walk through the base's writes. + fork_pending = ( + delta_channels_with_pending_writes( + self.channels, saved.pending_writes if saved else None + ) + if is_first + else set() + ) if saved is not None: self._migrate_checkpoint(saved.checkpoint) checkpoint = ( @@ -1666,10 +1684,7 @@ class Pregel( channels, managed = channels_from_checkpoint( self.channels, checkpoint, - saver=self.checkpointer - if saved is not None - and isinstance(self.checkpointer, BaseCheckpointSaver) - else None, + saver=checkpointer, config=saved.config if saved is not None else None, ) values, as_node = updates[0][:2] @@ -1710,13 +1725,12 @@ class Pregel( checkpointer.get_next_version, self.trigger_to_nodes, ) - # apply writes from tasks that already ran - for tid, k, v in saved.pending_writes or []: - if k in (ERROR, INTERRUPT): - continue - if tid not in next_tasks: - continue - next_tasks[tid].writes.append((k, v)) + # apply writes from tasks that already finished + for tid, status in read_task_statuses( + saved.pending_writes or [] + ).items(): + if tid in next_tasks: + next_tasks[tid].writes.extend(status.output) # clear all current tasks apply_writes( checkpoint, @@ -1726,9 +1740,17 @@ class Pregel( self.trigger_to_nodes, ) # save checkpoint + next_checkpoint = create_checkpoint( + checkpoint, + channels, + step, + get_next_version=checkpointer.get_next_version, + channels_to_snapshot=fork_pending, + stored_versions=checkpoint_previous_versions, + ) next_config = checkpointer.put( checkpoint_config, - create_checkpoint(checkpoint, channels, step), + next_checkpoint, { "source": "update", "step": step + 1, @@ -1736,7 +1758,7 @@ class Pregel( }, get_new_channel_versions( checkpoint_previous_versions, - checkpoint["channel_versions"], + next_checkpoint["channel_versions"], ), ) return patch_checkpoint_map( @@ -1765,9 +1787,17 @@ class Pregel( if saved and saved.metadata.get("step") is not None else -1 ) + next_checkpoint = create_checkpoint( + checkpoint, + channels, + next_step, + get_next_version=checkpointer.get_next_version, + channels_to_snapshot=fork_pending, + stored_versions=checkpoint_previous_versions, + ) next_config = checkpointer.put( checkpoint_config, - create_checkpoint(checkpoint, channels, next_step), + next_checkpoint, { "source": "input", "step": next_step, @@ -1777,7 +1807,7 @@ class Pregel( }, get_new_channel_versions( checkpoint_previous_versions, - checkpoint["channel_versions"], + next_checkpoint["channel_versions"], ), ) @@ -1906,31 +1936,8 @@ class Pregel( if len(updates) == 1: values, as_node, task_id = updates[0] # find last node that updated the state, if not provided - if as_node is None and len(self.nodes) == 1: - as_node = tuple(self.nodes)[0] - elif as_node is None and not any( - v - for vv in checkpoint["versions_seen"].values() - for v in vv.values() - ): - if ( - isinstance(self.input_channels, str) - and self.input_channels in self.nodes - ): - as_node = self.input_channels - elif as_node is None: - last_seen_by_node = sorted( - (v, n) - for n, seen in checkpoint["versions_seen"].items() - if n in self.nodes - for v in seen.values() - ) - # if two nodes updated the state at the same time, it's ambiguous - if last_seen_by_node: - if len(last_seen_by_node) == 1: - as_node = last_seen_by_node[0][1] - elif last_seen_by_node[-1][0] != last_seen_by_node[-2][0]: - as_node = last_seen_by_node[-1][1] + if as_node is None: + as_node = self._infer_as_node(checkpoint["versions_seen"]) if as_node is None: raise InvalidUpdateError("Ambiguous update, specify as_node") if as_node not in self.nodes: @@ -2020,17 +2027,19 @@ class Pregel( parents=saved.metadata.get("parents", {}) if saved else {}, saved_metadata=saved.metadata if saved else None, is_fresh_thread=saved is None, + fork_channels=fork_pending, + channel_versions=checkpoint["channel_versions"], ) ) checkpoint = create_checkpoint( checkpoint, channels, step + 1, - updated_channels=updated_channels if channels_to_snapshot else None, get_next_version=checkpointer.get_next_version if channels_to_snapshot else None, channels_to_snapshot=channels_to_snapshot, + stored_versions=checkpoint_previous_versions, ) next_config = checkpointer.put( checkpoint_config, @@ -2049,8 +2058,8 @@ class Pregel( current_config = patch_configurable( config, {CONFIG_KEY_THREAD_ID: str(config[CONF][CONFIG_KEY_THREAD_ID])} ) - for superstep in supersteps: - current_config = perform_superstep(current_config, superstep) + for i, superstep in enumerate(supersteps): + current_config = perform_superstep(current_config, superstep, i == 0) return current_config async def abulk_update_state( @@ -2074,13 +2083,7 @@ class Pregel( RunnableConfig: The updated config. """ - checkpointer: BaseCheckpointSaver | None = ensure_config(config)[CONF].get( - CONFIG_KEY_CHECKPOINTER, self.checkpointer - ) - if isinstance(checkpointer, BaseCheckpointSaver): - checkpointer = self._apply_checkpointer_allowlist(checkpointer) - if not checkpointer: - raise ValueError("No checkpointer set") + checkpointer = self._state_checkpointer(config) if len(supersteps) == 0: raise ValueError("No supersteps provided") @@ -2088,27 +2091,29 @@ class Pregel( if any(len(u) == 0 for u in supersteps): raise ValueError("No updates provided") - # delegate to subgraph - if ( - checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "") - ) and CONFIG_KEY_CHECKPOINTER not in config[CONF]: - # remove task_ids from checkpoint_ns - recast = recast_checkpoint_ns(checkpoint_ns) - # find the subgraph with the matching name - async for _, pregel in self.aget_subgraphs(namespace=recast, recurse=True): - return await pregel.abulk_update_state( - patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}), - supersteps, - ) - else: - raise ValueError(f"Subgraph {recast} not found") + if subgraph := self._subgraph_for_namespace(config, checkpointer): + pregel, subgraph_config = subgraph + return await pregel.abulk_update_state(subgraph_config, supersteps) async def aperform_superstep( - input_config: RunnableConfig, updates: Sequence[StateUpdate] + input_config: RunnableConfig, + updates: Sequence[StateUpdate], + is_first: bool = False, ) -> RunnableConfig: # get last checkpoint - config = ensure_config(self.config, input_config) + config = self._own_checkpoint_config( + ensure_config(self.config, input_config) + ) saved = await checkpointer.aget_tuple(config) + # Later supersteps, including the one after a `__copy__` (stored + # under the base's parent), never walk through the base's writes. + fork_pending = ( + delta_channels_with_pending_writes( + self.channels, saved.pending_writes if saved else None + ) + if is_first + else set() + ) if saved is not None: self._migrate_checkpoint(saved.checkpoint) checkpoint = ( @@ -2132,10 +2137,7 @@ class Pregel( channels, managed = await achannels_from_checkpoint( self.channels, checkpoint, - saver=self.checkpointer - if saved is not None - and isinstance(self.checkpointer, BaseCheckpointSaver) - else None, + saver=checkpointer, config=saved.config if saved is not None else None, ) values, as_node = updates[0][:2] @@ -2174,13 +2176,12 @@ class Pregel( checkpointer.get_next_version, self.trigger_to_nodes, ) - # apply writes from tasks that already ran - for tid, k, v in saved.pending_writes or []: - if k in (ERROR, INTERRUPT): - continue - if tid not in next_tasks: - continue - next_tasks[tid].writes.append((k, v)) + # apply writes from tasks that already finished + for tid, status in read_task_statuses( + saved.pending_writes or [] + ).items(): + if tid in next_tasks: + next_tasks[tid].writes.extend(status.output) # clear all current tasks apply_writes( checkpoint, @@ -2190,16 +2191,25 @@ class Pregel( self.trigger_to_nodes, ) # save checkpoint + next_checkpoint = create_checkpoint( + checkpoint, + channels, + step, + get_next_version=checkpointer.get_next_version, + channels_to_snapshot=fork_pending, + stored_versions=checkpoint_previous_versions, + ) next_config = await checkpointer.aput( checkpoint_config, - create_checkpoint(checkpoint, channels, step), + next_checkpoint, { "source": "update", "step": step + 1, "parents": saved.metadata.get("parents", {}) if saved else {}, }, get_new_channel_versions( - checkpoint_previous_versions, checkpoint["channel_versions"] + checkpoint_previous_versions, + next_checkpoint["channel_versions"], ), ) return patch_checkpoint_map( @@ -2228,9 +2238,17 @@ class Pregel( if saved and saved.metadata.get("step") is not None else -1 ) + next_checkpoint = create_checkpoint( + checkpoint, + channels, + next_step, + get_next_version=checkpointer.get_next_version, + channels_to_snapshot=fork_pending, + stored_versions=checkpoint_previous_versions, + ) next_config = await checkpointer.aput( checkpoint_config, - create_checkpoint(checkpoint, channels, next_step), + next_checkpoint, { "source": "input", "step": next_step, @@ -2240,7 +2258,7 @@ class Pregel( }, get_new_channel_versions( checkpoint_previous_versions, - checkpoint["channel_versions"], + next_checkpoint["channel_versions"], ), ) @@ -2337,9 +2355,7 @@ class Pregel( [item for lst in user_group_by.values() for item in lst], ) - return patch_checkpoint_map( - next_config, saved.metadata if saved else None - ) + return patch_checkpoint_map(next_config, saved.metadata) # task ids can be provided in the StateUpdate, but if not, # we use the task id generated by prepare_next_tasks @@ -2370,27 +2386,8 @@ class Pregel( if len(updates) == 1: values, as_node, task_id = updates[0] # find last node that updated the state, if not provided - if as_node is None and len(self.nodes) == 1: - as_node = tuple(self.nodes)[0] - elif as_node is None and not saved: - if ( - isinstance(self.input_channels, str) - and self.input_channels in self.nodes - ): - as_node = self.input_channels - elif as_node is None: - last_seen_by_node = sorted( - (v, n) - for n, seen in checkpoint["versions_seen"].items() - if n in self.nodes - for v in seen.values() - ) - # if two nodes updated the state at the same time, it's ambiguous - if last_seen_by_node: - if len(last_seen_by_node) == 1: - as_node = last_seen_by_node[0][1] - elif last_seen_by_node[-1][0] != last_seen_by_node[-2][0]: - as_node = last_seen_by_node[-1][1] + if as_node is None: + as_node = self._infer_as_node(checkpoint["versions_seen"]) if as_node is None: raise InvalidUpdateError("Ambiguous update, specify as_node") if as_node not in self.nodes: @@ -2480,17 +2477,19 @@ class Pregel( parents=saved.metadata.get("parents", {}) if saved else {}, saved_metadata=saved.metadata if saved else None, is_fresh_thread=saved is None, + fork_channels=fork_pending, + channel_versions=checkpoint["channel_versions"], ) ) checkpoint = create_checkpoint( checkpoint, channels, step + 1, - updated_channels=updated_channels if channels_to_snapshot else None, get_next_version=checkpointer.get_next_version if channels_to_snapshot else None, channels_to_snapshot=channels_to_snapshot, + stored_versions=checkpoint_previous_versions, ) next_config = await checkpointer.aput( checkpoint_config, @@ -2508,8 +2507,8 @@ class Pregel( current_config = patch_configurable( config, {CONFIG_KEY_THREAD_ID: str(config[CONF][CONFIG_KEY_THREAD_ID])} ) - for superstep in supersteps: - current_config = await aperform_superstep(current_config, superstep) + for i, superstep in enumerate(supersteps): + current_config = await aperform_superstep(current_config, superstep, i == 0) return current_config def update_state( @@ -2576,16 +2575,7 @@ class Pregel( stream_modes.add(print_mode) else: stream_modes.update(print_mode) - if self.checkpointer is False: - checkpointer: BaseCheckpointSaver | None = None - elif CONFIG_KEY_CHECKPOINTER in config.get(CONF, {}): - checkpointer = config[CONF][CONFIG_KEY_CHECKPOINTER] - elif self.checkpointer is True: - raise RuntimeError("checkpointer=True cannot be used for root graphs.") - else: - checkpointer = self.checkpointer - if isinstance(checkpointer, BaseCheckpointSaver): - checkpointer = self._apply_checkpointer_allowlist(checkpointer) + checkpointer = self._resolve_checkpointer(config) if checkpointer and not config.get(CONF): raise ValueError( "Checkpointer requires one or more of the following 'configurable' " @@ -2804,9 +2794,7 @@ class Pregel( "`durability` has no effect when no checkpointer is present.", ) # set up subgraph checkpointing - if self.checkpointer is True: - ns = cast(str, config[CONF][CONFIG_KEY_CHECKPOINT_NS]) - config[CONF][CONFIG_KEY_CHECKPOINT_NS] = recast_checkpoint_ns(ns) + config = self._own_checkpoint_config(config) # set up messages stream mode if "messages" in stream_modes: ns_ = cast(str | None, config[CONF].get(CONFIG_KEY_CHECKPOINT_NS)) @@ -3231,9 +3219,7 @@ class Pregel( "`durability` has no effect when no checkpointer is present.", ) # set up subgraph checkpointing - if self.checkpointer is True: - ns = cast(str, config[CONF][CONFIG_KEY_CHECKPOINT_NS]) - config[CONF][CONFIG_KEY_CHECKPOINT_NS] = recast_checkpoint_ns(ns) + config = self._own_checkpoint_config(config) # set up messages stream mode if "messages" in stream_modes: # namespace can be None in a root level graph? diff --git a/libs/langgraph/langgraph/types.py b/libs/langgraph/langgraph/types.py index 5e2a1a897..54510c8fc 100644 --- a/libs/langgraph/langgraph/types.py +++ b/libs/langgraph/langgraph/types.py @@ -726,7 +726,13 @@ class StateSnapshot(NamedTuple): tasks: tuple[PregelTask, ...] """Tasks to execute in this step. If already attempted, may contain an error.""" interrupts: tuple[Interrupt, ...] - """Interrupts that occurred in this step that are pending resolution.""" + """Interrupts that occurred in this step. + + When reading the latest state (`get_state` without a `checkpoint_id`), this + contains only interrupts still waiting for an answer. When reading a specific + checkpoint or state history, it contains the most recent interrupt each task + raised in that step, including ones answered later in the same step. + """ class Send: diff --git a/libs/langgraph/tests/memory_assert.py b/libs/langgraph/tests/memory_assert.py index 3987d422b..136fcc34c 100644 --- a/libs/langgraph/tests/memory_assert.py +++ b/libs/langgraph/tests/memory_assert.py @@ -85,11 +85,13 @@ class MemorySaverAssertImmutable(InMemorySaver): ) == saved ), config["configurable"]["checkpoint_ns"] + next_config = super().put(config, checkpoint, metadata, new_versions) + # Read back, not the object handed in: a DeltaChannel a step did not + # write is refilled on read from the blob its inherited version points at. self.storage_for_copies[thread_id][checkpoint_ns][checkpoint["id"]] = ( - self.serde.dumps_typed(checkpoint) + self.serde.dumps_typed(super().get(next_config)) ) - # call super to write checkpoint - return super().put(config, checkpoint, metadata, new_versions) + return next_config class MemorySaverNoPending(InMemorySaver): diff --git a/libs/langgraph/tests/test_delta_channel_fork.py b/libs/langgraph/tests/test_delta_channel_fork.py new file mode 100644 index 000000000..5736dc22e --- /dev/null +++ b/libs/langgraph/tests/test_delta_channel_fork.py @@ -0,0 +1,731 @@ +"""Forking a thread must not replay the abandoned branch into the fork. + +Every graph carries a `DeltaChannel` and a plain reducer channel fed the same +values; the plain channel needs no replay, so it is the oracle. +""" + +import sys +import threading +from collections.abc import Sequence +from operator import add +from typing import Annotated, Any + +import pytest +from langchain_core.runnables import RunnableConfig +from langgraph.checkpoint.base import BaseCheckpointSaver +from langgraph.checkpoint.serde.types import _DeltaSnapshot +from typing_extensions import TypedDict + +from langgraph._internal._constants import INPUT +from langgraph.channels.delta import DeltaChannel +from langgraph.errors import NodeError +from langgraph.graph import END, START, StateGraph +from langgraph.types import ( + Command, + Durability, + Send, + StateSnapshot, + StateUpdate, + interrupt, +) + +pytestmark = pytest.mark.anyio +NEEDS_CONTEXTVARS = pytest.mark.skipif( + sys.version_info < (3, 11), + reason="Python 3.11+ is required for async contextvars support", +) + + +def _append(current: list | None, writes: Sequence[Any]) -> list: + out = list(current or []) + for write in writes: + out.extend(write if isinstance(write, list) else [write]) + return out + + +class _State(TypedDict): + log: Annotated[list, DeltaChannel(_append, snapshot_frequency=1000)] + plain: Annotated[list, add] + other: Annotated[list, add] + + +def _build(checkpointer: BaseCheckpointSaver, tag: str) -> Any: + def node(state: _State) -> dict: + return {"log": [f"{tag}-out"], "plain": [f"{tag}-out"]} + + builder = StateGraph(_State) + builder.add_node("n", node) + builder.set_entry_point("n") + builder.set_finish_point("n") + return builder.compile(checkpointer=checkpointer) + + +def _build_without_delta_writes(checkpointer: BaseCheckpointSaver, tag: str) -> Any: + def node(state: _State) -> dict: + return {"other": [f"{tag}-other"]} + + builder = StateGraph(_State) + builder.add_node("n", node) + builder.set_entry_point("n") + builder.set_finish_point("n") + return builder.compile(checkpointer=checkpointer) + + +def _thread(thread_id: str) -> RunnableConfig: + return {"configurable": {"thread_id": thread_id}} + + +def _at(config: RunnableConfig, snapshot: StateSnapshot) -> RunnableConfig: + return { + "configurable": { + **config["configurable"], + "checkpoint_ns": "", + "checkpoint_id": snapshot.config["configurable"]["checkpoint_id"], + } + } + + +def _both(marker: str) -> dict: + return {"log": [marker], "plain": [marker]} + + +def _snapshotted_checkpoints( + checkpointer: BaseCheckpointSaver, config: RunnableConfig +) -> list[str]: + return [ + tuple_.config["configurable"]["checkpoint_id"] + for tuple_ in checkpointer.list(config) + if isinstance(tuple_.checkpoint["channel_values"].get("log"), _DeltaSnapshot) + ] + + +def _assert_fork_is_clean(state: StateSnapshot, abandoned: str) -> None: + assert state.values["log"] == state.values["plain"], ( + f"delta channel diverged from the plain channel: " + f"{state.values['log']} != {state.values['plain']}" + ) + assert abandoned not in state.values["log"], ( + f"{abandoned!r} belongs to the branch the fork replaced, " + f"but was replayed into {state.values['log']}" + ) + + +def test_fork_by_invoke( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + _build(sync_checkpointer, "first").invoke( + _both("in-1"), config, durability=durability + ) + graph = _build(sync_checkpointer, "second") + graph.invoke(_both("in-2"), config, durability=durability) + abandoned_head = graph.get_state(config) + + base = next( + snapshot + for snapshot in graph.get_state_history(config) + if "in-2" not in snapshot.values["log"] + ) + _build(sync_checkpointer, "third").invoke( + _both("in-3"), _at(config, base), durability=durability + ) + + state = graph.get_state(config) + _assert_fork_is_clean(state, "in-2") + assert state.values["log"] == [*base.values["log"], "in-3", "third-out"] + + abandoned = graph.get_state(abandoned_head.config).values + assert abandoned["log"] == abandoned["plain"] == abandoned_head.values["log"] + + +async def test_afork_by_invoke( + async_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + await _build(async_checkpointer, "first").ainvoke( + _both("in-1"), config, durability=durability + ) + graph = _build(async_checkpointer, "second") + await graph.ainvoke(_both("in-2"), config, durability=durability) + abandoned_head = await graph.aget_state(config) + + base = await anext( + snapshot + async for snapshot in graph.aget_state_history(config) + if "in-2" not in snapshot.values["log"] + ) + await _build(async_checkpointer, "third").ainvoke( + _both("in-3"), _at(config, base), durability=durability + ) + + state = await graph.aget_state(config) + _assert_fork_is_clean(state, "in-2") + assert state.values["log"] == [*base.values["log"], "in-3", "third-out"] + + abandoned = (await graph.aget_state(abandoned_head.config)).values + assert abandoned["log"] == abandoned["plain"] == abandoned_head.values["log"] + + +def test_fork_off_checkpoint_before_first_input( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + graph = _build(sync_checkpointer, "first") + graph.invoke(_both("in-1"), config, durability=durability) + + root = list(graph.get_state_history(config))[-1] + assert root.values["log"] == [] + + _build(sync_checkpointer, "third").invoke( + _both("in-9"), _at(config, root), durability=durability + ) + + state = graph.get_state(config) + _assert_fork_is_clean(state, "in-1") + assert state.values["log"] == ["in-9", "third-out"] + + +async def test_afork_off_checkpoint_before_first_input( + async_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + graph = _build(async_checkpointer, "first") + await graph.ainvoke(_both("in-1"), config, durability=durability) + + root = [snapshot async for snapshot in graph.aget_state_history(config)][-1] + assert root.values["log"] == [] + + await _build(async_checkpointer, "third").ainvoke( + _both("in-9"), _at(config, root), durability=durability + ) + + state = await graph.aget_state(config) + _assert_fork_is_clean(state, "in-1") + assert state.values["log"] == ["in-9", "third-out"] + + +def test_fork_by_update_state(sync_checkpointer: BaseCheckpointSaver) -> None: + config = _thread("t") + _build(sync_checkpointer, "first").invoke(_both("in-1"), config) + graph = _build(sync_checkpointer, "second") + graph.invoke(_both("in-2"), config) + + base = next( + snapshot + for snapshot in graph.get_state_history(config) + if "in-2" not in snapshot.values["log"] + ) + forked = graph.update_state(_at(config, base), _both("patched")) + + state = graph.get_state(forked) + _assert_fork_is_clean(state, "in-2") + assert state.values["log"] == [*base.values["log"], "patched"] + + +async def test_afork_by_update_state( + async_checkpointer: BaseCheckpointSaver, +) -> None: + config = _thread("t") + await _build(async_checkpointer, "first").ainvoke(_both("in-1"), config) + graph = _build(async_checkpointer, "second") + await graph.ainvoke(_both("in-2"), config) + + base = await anext( + snapshot + async for snapshot in graph.aget_state_history(config) + if "in-2" not in snapshot.values["log"] + ) + forked = await graph.aupdate_state(_at(config, base), _both("patched")) + + state = await graph.aget_state(forked) + _assert_fork_is_clean(state, "in-2") + assert state.values["log"] == [*base.values["log"], "patched"] + + +def test_unaddressed_run_keeps_snapshot_cadence( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + graph = _build(sync_checkpointer, "first") + graph.invoke(_both("in-1"), config, durability=durability) + graph.invoke(_both("in-2"), config, durability=durability) + + assert not _snapshotted_checkpoints(sync_checkpointer, config) + + +def test_fork_before_first_value_when_fork_never_writes_the_channel( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + graph = _build(sync_checkpointer, "first") + graph.invoke(_both("in-1"), config, durability=durability) + + root = list(graph.get_state_history(config))[-1] + assert root.values["log"] == [] + + _build_without_delta_writes(sync_checkpointer, "third").invoke( + {"other": ["in-9"]}, _at(config, root), durability=durability + ) + + state = graph.get_state(config) + _assert_fork_is_clean(state, "in-1") + assert state.values["log"] == [] + + +async def test_afork_before_first_value_when_fork_never_writes_the_channel( + async_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + graph = _build(async_checkpointer, "first") + await graph.ainvoke(_both("in-1"), config, durability=durability) + + root = [snapshot async for snapshot in graph.aget_state_history(config)][-1] + assert root.values["log"] == [] + + await _build_without_delta_writes(async_checkpointer, "third").ainvoke( + {"other": ["in-9"]}, _at(config, root), durability=durability + ) + + state = await graph.aget_state(config) + _assert_fork_is_clean(state, "in-1") + assert state.values["log"] == [] + + +def test_fork_before_first_value_by_bulk_update( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + config = _thread("t") + graph = _build(sync_checkpointer, "first") + graph.invoke(_both("in-1"), config) + + root = list(graph.get_state_history(config))[-1] + assert root.values["log"] == [] + + forked = graph.bulk_update_state( + _at(config, root), + [ + [StateUpdate({"other": ["s1"]}, "n")], + [StateUpdate(_both("s2"), "n")], + ], + ) + + state = graph.get_state(forked) + _assert_fork_is_clean(state, "in-1") + assert state.values["log"] == ["s2"] + + +@pytest.mark.parametrize("first_as_node", [INPUT, END, "__copy__"]) +def test_fork_by_bulk_update_whose_first_superstep_skips_the_plan( + sync_checkpointer: BaseCheckpointSaver, first_as_node: str +) -> None: + config = _thread("t") + _build(sync_checkpointer, "first").invoke(_both("in-1"), config) + graph = _build(sync_checkpointer, "second") + graph.invoke(_both("in-2"), config) + + base = next( + snapshot + for snapshot in graph.get_state_history(config) + if "in-2" not in snapshot.values["log"] + ) + first = ( + StateUpdate(_both("first-step"), first_as_node) + if first_as_node == INPUT + else StateUpdate(None, first_as_node) + ) + forked = graph.bulk_update_state( + _at(config, base), + [[first], [StateUpdate(_both("second-step"), "n")]], + ) + + state = graph.get_state(forked) + assert state.values["log"] == state.values["plain"], ( + f"delta channel diverged from the plain channel: " + f"{state.values['log']} != {state.values['plain']}" + ) + + +def test_bulk_update_after_a_copy_stores_no_snapshot( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + config = _thread("t") + _build(sync_checkpointer, "first").invoke(_both("in-1"), config) + graph = _build(sync_checkpointer, "second") + graph.invoke(_both("in-2"), config) + base = next( + s for s in graph.get_state_history(config) if "in-2" not in s.values["log"] + ) + + forked = graph.bulk_update_state( + _at(config, base), + [[StateUpdate(None, "__copy__")], [StateUpdate(_both("s2"), "n")]], + ) + + assert graph.get_state(forked).values["log"] == ["in-1", "first-out", "s2"] + assert not _snapshotted_checkpoints(sync_checkpointer, config) + + +def test_unaddressed_bulk_update_keeps_snapshot_cadence( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + config = _thread("t") + graph = _build(sync_checkpointer, "first") + graph.invoke(_both("in-1"), config) + + graph.bulk_update_state( + config, + [[StateUpdate(_both(f"u{i}"), "n")] for i in range(4)], + ) + + assert not _snapshotted_checkpoints(sync_checkpointer, config) + + +def _build_paused_before_b(checkpointer: BaseCheckpointSaver) -> Any: + builder = StateGraph(_State) + builder.add_node("a", lambda state: _both("a")) + builder.add_node("b", lambda state: _both("b")) + builder.add_edge(START, "a") + builder.add_edge("a", "b") + builder.add_edge("b", END) + return builder.compile(checkpointer=checkpointer, interrupt_before=["b"]) + + +def _build_parallel_interrupt(checkpointer: BaseCheckpointSaver) -> Any: + def ask(state: _State) -> dict: + interrupt("approve?") + return {"other": ["q"]} + + builder = StateGraph(_State) + builder.add_node("p", lambda state: _both("p")) + builder.add_node("q", ask) + builder.add_edge(START, "p") + builder.add_edge(START, "q") + return builder.compile(checkpointer=checkpointer) + + +def test_resume_at_interrupt_before_with_the_head_checkpoint_id_runs_the_node( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + graph = _build_paused_before_b(sync_checkpointer) + graph.invoke(_both("in"), config, durability=durability) + + graph.invoke(None, graph.get_state(config).config, durability=durability) + + state = graph.get_state(config) + assert state.next == (), f"resume paused again before {state.next}" + assert state.values["log"] == state.values["plain"] == ["in", "a", "b"] + + +async def test_aresume_at_interrupt_before_with_the_head_checkpoint_id_runs_the_node( + async_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + graph = _build_paused_before_b(async_checkpointer) + await graph.ainvoke(_both("in"), config, durability=durability) + + await graph.ainvoke( + None, (await graph.aget_state(config)).config, durability=durability + ) + + state = await graph.aget_state(config) + assert state.next == (), f"resume paused again before {state.next}" + assert state.values["log"] == state.values["plain"] == ["in", "a", "b"] + + +def test_replay_from_a_paused_checkpoint_runs_the_node_once( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + config = _thread("t") + graph = _build_paused_before_b(sync_checkpointer) + graph.invoke(_both("in"), config) + paused = graph.get_state(config).config + graph.invoke(None, config) + + graph.invoke(None, paused) + + state = graph.get_state(config) + assert state.next == (), f"replay paused again before {state.next}" + assert state.values["log"] == state.values["plain"] == ["in", "a", "b"] + + +@pytest.mark.parametrize("addressed", [False, True]) +def test_new_input_on_an_interrupted_head_does_not_replay_its_pending_writes( + sync_checkpointer: BaseCheckpointSaver, durability: Durability, addressed: bool +) -> None: + config = _thread("t") + graph = _build_parallel_interrupt(sync_checkpointer) + graph.invoke(_both("in-1"), config, durability=durability) + head = graph.get_state(config).config + + graph.invoke(_both("in-2"), head if addressed else config, durability=durability) + + state = graph.get_state(config) + assert state.values["log"] == state.values["plain"] == ["in-1", "in-2", "p"] + + +def _build_deferred_after_interrupt(checkpointer: BaseCheckpointSaver) -> Any: + builder = StateGraph(_State) + builder.add_node("a", lambda state: _both("a")) + builder.add_node("b", lambda state: _both("b"), defer=True) + builder.add_node("c", lambda state: {}) + builder.add_edge(START, "a") + builder.add_edge("a", "b") + builder.add_edge("a", "c") + return builder.compile(checkpointer=checkpointer, interrupt_after=["a"]) + + +@pytest.mark.parametrize( + "durability", + [ + "sync", + "async", + pytest.param( + "exit", + marks=pytest.mark.xfail( + reason="exit durability stores a resumed run's loaded writes twice", + strict=True, + ), + ), + ], +) +def test_resume_on_an_interrupted_head_consumes_its_writes_without_a_snapshot( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + graph = _build_parallel_interrupt(sync_checkpointer) + graph.invoke(_both("in-1"), config, durability=durability) + + graph.invoke(Command(resume="yes"), config, durability=durability) + + state = graph.get_state(config) + assert state.next == () + assert state.values["log"] == state.values["plain"] == ["in-1", "p"] + assert not _snapshotted_checkpoints(sync_checkpointer, config) + + +def test_resume_whose_node_writes_the_delta_channel_stores_no_snapshot( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + def ask(state: _State) -> dict: + return _both(interrupt("continue?")) + + graph = ( + StateGraph(_State) + .add_node("ask", ask) + .add_edge(START, "ask") + .compile(checkpointer=sync_checkpointer) + ) + config = _thread("t") + graph.invoke(_both("in"), config, durability=durability) + + graph.invoke(Command(resume="yes"), config, durability=durability) + + state = graph.get_state(config) + assert state.values["log"] == state.values["plain"] == ["in", "yes"] + assert not _snapshotted_checkpoints(sync_checkpointer, config) + + +def test_resume_after_interrupt_before_stores_no_snapshot( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + graph = _build(sync_checkpointer, "n") + graph.invoke(_both("in"), config, interrupt_before=["n"], durability=durability) + + graph.invoke(None, config, durability=durability) + + state = graph.get_state(config) + assert state.values["log"] == state.values["plain"] == ["in", "n-out"] + assert not _snapshotted_checkpoints(sync_checkpointer, config) + + +def _build_send_fan_out(checkpointer: BaseCheckpointSaver) -> Any: + def q(state: _State) -> dict: + interrupt("continue?") + return _both("q") + + builder = StateGraph(_State) + builder.add_node("p", lambda state: _both("p")) + builder.add_node("q", q) + builder.add_conditional_edges( + START, lambda state: [Send("p", state), Send("q", state)], ["p", "q"] + ) + return builder.compile(checkpointer=checkpointer) + + +def test_resume_that_replaces_the_pending_sends_drops_the_finished_task( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + graph = _build_send_fan_out(sync_checkpointer) + config = _thread("t") + graph.invoke(_both("in"), config, durability=durability) + + live = graph.invoke( + Command(resume="yes", goto=[Send("q", _both("unused"))]), + config, + durability=durability, + ) + + state = graph.get_state(config) + assert state.values["log"] == state.values["plain"] == live["log"], ( + f"'p' ran in the fan-out the resume replaced, but the reload reads " + f"{state.values['log']} against the live {live['log']}" + ) + + +@NEEDS_CONTEXTVARS +async def test_aresume_that_replaces_the_pending_sends_drops_the_finished_task( + async_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + graph = _build_send_fan_out(async_checkpointer) + config = _thread("t") + await graph.ainvoke(_both("in"), config, durability=durability) + + live = await graph.ainvoke( + Command(resume="yes", goto=[Send("q", _both("unused"))]), + config, + durability=durability, + ) + + state = await graph.aget_state(config) + assert state.values["log"] == state.values["plain"] == live["log"], ( + f"'p' ran in the fan-out the resume replaced, but the reload reads " + f"{state.values['log']} against the live {live['log']}" + ) + + +def test_replay_interrupted_in_its_first_step_still_seals_the_fork( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + graph = _build_send_fan_out(sync_checkpointer) + config = _thread("t") + graph.invoke(_both("in"), config, durability=durability) + + graph.invoke(None, graph.get_state(config).config, durability=durability) + + state = graph.get_state(config) + assert state.values["log"] == state.values["plain"] == ["in", "p"], ( + f"the replay reran p, so the fork must not also replay the first p, " + f"but it reads {state.values['log']}" + ) + + +@NEEDS_CONTEXTVARS +async def test_areplay_interrupted_in_its_first_step_still_seals_the_fork( + async_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + graph = _build_send_fan_out(async_checkpointer) + config = _thread("t") + await graph.ainvoke(_both("in"), config, durability=durability) + + await graph.ainvoke( + None, (await graph.aget_state(config)).config, durability=durability + ) + + state = await graph.aget_state(config) + assert state.values["log"] == state.values["plain"] == ["in", "p"], ( + f"the replay reran p, so the fork must not also replay the first p, " + f"but it reads {state.values['log']}" + ) + + +def test_resume_addressed_at_an_interrupted_head_reruns_its_tasks_once( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + config = _thread("t") + graph = _build_parallel_interrupt(sync_checkpointer) + graph.invoke(_both("in-1"), config, durability=durability) + + graph.invoke( + Command(resume="yes"), graph.get_state(config).config, durability=durability + ) + + state = graph.get_state(config) + assert state.next == () + assert state.values["log"] == state.values["plain"] == ["in-1", "p"] + + +def test_update_state_with_the_head_checkpoint_id_keeps_a_deferred_node( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + graph = _build_deferred_after_interrupt(sync_checkpointer) + config = _thread("t") + graph.invoke(_both("in"), config) + + graph.update_state(graph.get_state(config).config, _both("u"), as_node="c") + graph.invoke(None, config) + + state = graph.get_state(config) + assert state.next == (), f"deferred node never ran, still pending: {state.next}" + assert state.values["log"] == state.values["plain"] == ["in", "a", "u", "b"] + + +async def test_aupdate_state_with_the_head_checkpoint_id_keeps_a_deferred_node( + async_checkpointer: BaseCheckpointSaver, +) -> None: + graph = _build_deferred_after_interrupt(async_checkpointer) + config = _thread("t") + await graph.ainvoke(_both("in"), config) + + await graph.aupdate_state( + (await graph.aget_state(config)).config, _both("u"), as_node="c" + ) + await graph.ainvoke(None, config) + + state = await graph.aget_state(config) + assert state.next == (), f"deferred node never ran, still pending: {state.next}" + assert state.values["log"] == state.values["plain"] == ["in", "a", "u", "b"] + + +def test_turns_addressed_at_the_head_store_no_snapshot( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + config = _thread("t") + graph = _build(sync_checkpointer, "turn") + graph.invoke(_both("in-1"), config) + for turn in range(2, 5): + graph.invoke(_both(f"in-{turn}"), graph.get_state(config).config) + + assert not _snapshotted_checkpoints(sync_checkpointer, config) + assert ( + graph.get_state(config).values["log"] == graph.get_state(config).values["plain"] + ) + + +def test_resume_that_reruns_an_error_handler_drops_its_stored_writes( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + handled = threading.Event() + attempts = {"c": 0} + + def fails(state: _State) -> dict: + raise RuntimeError("f always fails") + + def handler(state: _State, error: NodeError) -> dict: + handled.set() + return _both("h") + + def flaky(state: _State) -> dict: + attempts["c"] += 1 + if attempts["c"] == 1: + assert handled.wait(5) + raise ValueError("c fails once") + return _both("c") + + graph = ( + StateGraph(_State) + .add_node("f", fails, error_handler=handler) + .add_node("c", flaky) + .add_edge(START, "f") + .add_edge(START, "c") + .compile(checkpointer=sync_checkpointer) + ) + config = _thread("t") + with pytest.raises(ValueError): + graph.invoke(_both("in"), config, durability=durability) + + live = graph.invoke(None, config, durability=durability) + + state = graph.get_state(config) + assert state.values["log"] == state.values["plain"] == live["log"] diff --git a/libs/langgraph/tests/test_delta_channel_subgraph.py b/libs/langgraph/tests/test_delta_channel_subgraph.py new file mode 100644 index 000000000..097e4355d --- /dev/null +++ b/libs/langgraph/tests/test_delta_channel_subgraph.py @@ -0,0 +1,496 @@ +import operator +from typing import Annotated, Any, Literal + +import pytest +from langchain_core.runnables import RunnableConfig +from langgraph.checkpoint.base import BaseCheckpointSaver +from langgraph.checkpoint.memory import InMemorySaver +from typing_extensions import TypedDict + +from langgraph._internal._constants import CONFIG_KEY_CHECKPOINTER +from langgraph.channels.delta import DeltaChannel +from langgraph.graph import END, START, StateGraph +from langgraph.pregel._checkpoint import ( + achannels_from_checkpoint, + channels_from_checkpoint, + empty_checkpoint, +) + +pytestmark = pytest.mark.anyio + + +def _extend(state: list | None, writes: list[Any]) -> list: + out = list(state or []) + for write in writes: + out.extend(write if isinstance(write, list) else [write]) + return out + + +def _state_schema(snapshot_frequency: int = 1000) -> type: + class State(TypedDict, total=False): + delta: Annotated[ + list, DeltaChannel(_extend, snapshot_frequency=snapshot_frequency) + ] + plain: Annotated[list, operator.add] + + return State + + +def _both(*items: str) -> dict: + return {"delta": list(items), "plain": list(items)} + + +def _child_builder(*, snapshot_frequency: int = 1000) -> StateGraph: + builder = StateGraph(_state_schema(snapshot_frequency)) + builder.add_node("a", lambda state: _both("a1")) + builder.add_node("b", lambda state: _both("b1", "b2")) + builder.add_edge(START, "a") + builder.add_edge("a", "b") + builder.add_edge("b", END) + return builder + + +def _wrap( + inner: StateGraph, + *, + checkpointer: bool | None = None, + interrupt_before: list[str] | None = None, +) -> StateGraph: + builder = StateGraph(inner.state_schema) + builder.add_node( + "child", + inner.compile(checkpointer=checkpointer, interrupt_before=interrupt_before), + ) + builder.add_edge(START, "child") + builder.add_edge("child", END) + return builder + + +def _nested_app( + checkpointer: BaseCheckpointSaver, + *, + depth: int = 1, + snapshot_frequency: int = 1000, + pause_before_b: bool = False, + subgraph_checkpointer: bool | None = None, +) -> Any: + graph = _child_builder(snapshot_frequency=snapshot_frequency) + for _ in range(depth): + graph = _wrap( + graph, + checkpointer=subgraph_checkpointer, + interrupt_before=["b"] if pause_before_b else None, + ) + return graph.compile(checkpointer=checkpointer) + + +def _scoped(config: dict, namespace: str) -> dict: + return {"configurable": {**config["configurable"], "checkpoint_ns": namespace}} + + +def _child_namespace(app: Any, config: dict, *, depth: int = 1) -> str: + namespace = "" + for level in range(depth): + scoped = _scoped(config, namespace) if namespace else config + namespace = next( + ( + task.state["configurable"]["checkpoint_ns"] + for snapshot in app.get_state_history(scoped) + for task in snapshot.tasks + if task.name == "child" and isinstance(task.state, dict) + ), + "", + ) + assert namespace, f"no `child` subgraph task at nesting level {level}" + return namespace + + +async def _achild_namespace(app: Any, config: dict) -> str: + async for snapshot in app.aget_state_history(config): + for task in snapshot.tasks: + if task.name == "child" and isinstance(task.state, dict): + return task.state["configurable"]["checkpoint_ns"] + raise AssertionError("no `child` subgraph task") + + +HISTORY = [_both("a1", "b1", "b2"), _both("a1"), _both(), _both()] + + +def test_subgraph_get_state(sync_checkpointer: BaseCheckpointSaver) -> None: + app = _nested_app(sync_checkpointer) + config = {"configurable": {"thread_id": "1"}} + app.invoke({}, config) + + child = _scoped(config, _child_namespace(app, config)) + + assert app.get_state(config).values == _both("a1", "b1", "b2") + assert app.get_state(child).values == _both("a1", "b1", "b2") + + +async def test_subgraph_aget_state(async_checkpointer: BaseCheckpointSaver) -> None: + app = _nested_app(async_checkpointer) + config = {"configurable": {"thread_id": "1"}} + await app.ainvoke({}, config) + + child = _scoped(config, await _achild_namespace(app, config)) + + assert (await app.aget_state(child)).values == _both("a1", "b1", "b2") + + +def test_subgraph_get_state_history(sync_checkpointer: BaseCheckpointSaver) -> None: + app = _nested_app(sync_checkpointer) + config = {"configurable": {"thread_id": "1"}} + app.invoke({}, config) + + child = _scoped(config, _child_namespace(app, config)) + + assert [s.values for s in app.get_state_history(child)] == HISTORY + + +async def test_subgraph_aget_state_history( + async_checkpointer: BaseCheckpointSaver, +) -> None: + app = _nested_app(async_checkpointer) + config = {"configurable": {"thread_id": "1"}} + await app.ainvoke({}, config) + + child = _scoped(config, await _achild_namespace(app, config)) + + assert [s.values async for s in app.aget_state_history(child)] == HISTORY + + +def test_doubly_nested_subgraph_get_state( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + app = _nested_app(sync_checkpointer, depth=2) + config = {"configurable": {"thread_id": "1"}} + app.invoke({}, config) + + child = _scoped(config, _child_namespace(app, config, depth=2)) + + assert app.get_state(child).values == _both("a1", "b1", "b2") + + +@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"]) +def test_interrupted_subgraph_task_state( + sync_checkpointer: BaseCheckpointSaver, + persistence: Literal["per-invocation", "per-thread"], +) -> None: + app = _nested_app( + sync_checkpointer, + pause_before_b=True, + subgraph_checkpointer=True if persistence == "per-thread" else None, + ) + config = {"configurable": {"thread_id": "1"}} + app.invoke({}, config) + + (task,) = app.get_state(config, subgraphs=True).tasks + + assert task.state.values == _both("a1") + + +@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"]) +async def test_interrupted_subgraph_task_state_async( + async_checkpointer: BaseCheckpointSaver, + persistence: Literal["per-invocation", "per-thread"], +) -> None: + app = _nested_app( + async_checkpointer, + pause_before_b=True, + subgraph_checkpointer=True if persistence == "per-thread" else None, + ) + config = {"configurable": {"thread_id": "1"}} + await app.ainvoke({}, config) + + (task,) = (await app.aget_state(config, subgraphs=True)).tasks + + assert task.state.values == _both("a1") + + +@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"]) +def test_interrupted_subgraph_history_from_its_task_config( + sync_checkpointer: BaseCheckpointSaver, + persistence: Literal["per-invocation", "per-thread"], +) -> None: + app = _nested_app( + sync_checkpointer, + pause_before_b=True, + subgraph_checkpointer=True if persistence == "per-thread" else None, + ) + config = {"configurable": {"thread_id": "1"}} + app.invoke({}, config) + (task,) = app.get_state(config).tasks + + history = list(app.get_state_history(task.state)) + + assert [snapshot.values for snapshot in history][:1] == [_both("a1")] + + +@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"]) +async def test_interrupted_subgraph_ahistory_from_its_task_config( + async_checkpointer: BaseCheckpointSaver, + persistence: Literal["per-invocation", "per-thread"], +) -> None: + app = _nested_app( + async_checkpointer, + pause_before_b=True, + subgraph_checkpointer=True if persistence == "per-thread" else None, + ) + config = {"configurable": {"thread_id": "1"}} + await app.ainvoke({}, config) + (task,) = (await app.aget_state(config)).tasks + + history = [snapshot async for snapshot in app.aget_state_history(task.state)] + + assert [snapshot.values for snapshot in history][:1] == [_both("a1")] + + +@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"]) +def test_interrupted_subgraph_update_state_from_its_task_config( + sync_checkpointer: BaseCheckpointSaver, + persistence: Literal["per-invocation", "per-thread"], +) -> None: + app = _nested_app( + sync_checkpointer, + pause_before_b=True, + subgraph_checkpointer=True if persistence == "per-thread" else None, + ) + config = {"configurable": {"thread_id": "1"}} + app.invoke({}, config) + (task,) = app.get_state(config).tasks + + app.update_state(task.state, _both("edit"), as_node="a") + + (task,) = app.get_state(config, subgraphs=True).tasks + assert task.state.values == _both("a1", "edit") + + +@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"]) +async def test_interrupted_subgraph_aupdate_state_from_its_task_config( + async_checkpointer: BaseCheckpointSaver, + persistence: Literal["per-invocation", "per-thread"], +) -> None: + app = _nested_app( + async_checkpointer, + pause_before_b=True, + subgraph_checkpointer=True if persistence == "per-thread" else None, + ) + config = {"configurable": {"thread_id": "1"}} + await app.ainvoke({}, config) + (task,) = (await app.aget_state(config)).tasks + + await app.aupdate_state(task.state, _both("edit"), as_node="a") + + (task,) = (await app.aget_state(config, subgraphs=True)).tasks + assert task.state.values == _both("a1", "edit") + + +def test_subgraph_update_state_keeps_history( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + app = _nested_app(sync_checkpointer, snapshot_frequency=2) + config = {"configurable": {"thread_id": "1"}} + app.invoke({}, config) + + child = _scoped(config, _child_namespace(app, config)) + app.update_state(child, _both("manual")) + + assert app.get_state(child).values == _both("a1", "b1", "b2", "manual") + + +async def test_subgraph_aupdate_state_keeps_history( + async_checkpointer: BaseCheckpointSaver, +) -> None: + app = _nested_app(async_checkpointer, snapshot_frequency=2) + config = {"configurable": {"thread_id": "1"}} + await app.ainvoke({}, config) + + child = _scoped(config, await _achild_namespace(app, config)) + await app.aupdate_state(child, _both("manual")) + + assert (await app.aget_state(child)).values == _both("a1", "b1", "b2", "manual") + + +def test_stateless_subgraph_persists_nothing( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + app = _nested_app(sync_checkpointer, subgraph_checkpointer=False) + config = {"configurable": {"thread_id": "1"}} + app.invoke({}, config) + + child_tasks = [ + task + for snapshot in app.get_state_history(config) + for task in snapshot.tasks + if task.name == "child" and isinstance(task.state, dict) + ] + + assert child_tasks == [] + assert app.get_state(config).values == _both("a1", "b1", "b2") + + +def test_completed_subgraph_exposes_no_task_state( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + app = _nested_app(sync_checkpointer) + config = {"configurable": {"thread_id": "1"}} + app.invoke({}, config) + + assert app.get_state(config, subgraphs=True).tasks == () + + +def _written_delta_checkpoint() -> Any: + checkpoint = empty_checkpoint() + checkpoint["channel_versions"]["delta"] = 1 + return checkpoint + + +def test_hydrating_written_delta_channel_without_saver_raises() -> None: + with pytest.raises(ValueError, match="no checkpointer"): + channels_from_checkpoint( + {"delta": DeltaChannel(_extend)}, _written_delta_checkpoint() + ) + + +async def test_ahydrating_written_delta_channel_without_saver_raises() -> None: + with pytest.raises(ValueError, match="no checkpointer"): + await achannels_from_checkpoint( + {"delta": DeltaChannel(_extend)}, _written_delta_checkpoint() + ) + + +def test_hydrating_written_delta_channel_without_config_raises() -> None: + with pytest.raises(ValueError, match="no checkpointer"): + channels_from_checkpoint( + {"delta": DeltaChannel(_extend)}, + _written_delta_checkpoint(), + saver=InMemorySaver(), + ) + + +def test_hydrating_unwritten_delta_channel_without_saver_is_empty() -> None: + channels, _ = channels_from_checkpoint( + {"delta": DeltaChannel(_extend)}, empty_checkpoint() + ) + assert channels["delta"].get() == [] + + +def test_root_checkpointer_true_graph_state_read_raises() -> None: + app = _child_builder().compile(checkpointer=True) + with pytest.raises(RuntimeError, match="checkpointer=True cannot be used"): + app.get_state({"configurable": {"thread_id": "1"}}) + + +def test_stateless_graph_update_state_ignores_lent_saver() -> None: + saver = InMemorySaver() + app = _child_builder().compile(checkpointer=False) + config = { + "configurable": { + "thread_id": "1", + "checkpoint_ns": "child:1", + CONFIG_KEY_CHECKPOINTER: saver, + } + } + with pytest.raises(ValueError, match="No checkpointer set"): + app.update_state(config, _both("x"), as_node="a") + assert list(saver.list(None)) == [] + + +def test_graph_without_a_checkpointer_reads_through_a_lent_saver( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + app = _child_builder().compile() + config = { + "configurable": {"thread_id": "1", CONFIG_KEY_CHECKPOINTER: sync_checkpointer} + } + app.invoke(_both("in"), config) + + assert app.get_state(config).values == _both("in", "a1", "b1", "b2") + app.update_state(config, _both("edit"), as_node="b") + assert app.get_state(config).values == _both("in", "a1", "b1", "b2", "edit") + assert next(iter(app.get_state_history(config))).values == _both( + "in", "a1", "b1", "b2", "edit" + ) + + +async def test_graph_without_a_checkpointer_areads_through_a_lent_saver( + async_checkpointer: BaseCheckpointSaver, +) -> None: + app = _child_builder().compile() + config = { + "configurable": {"thread_id": "1", CONFIG_KEY_CHECKPOINTER: async_checkpointer} + } + await app.ainvoke(_both("in"), config) + + assert (await app.aget_state(config)).values == _both("in", "a1", "b1", "b2") + await app.aupdate_state(config, _both("edit"), as_node="b") + assert (await app.aget_state(config)).values == _both( + "in", "a1", "b1", "b2", "edit" + ) + history = [s async for s in app.aget_state_history(config)] + assert history[0].values == _both("in", "a1", "b1", "b2", "edit") + + +def test_second_call_of_a_checkpointer_true_subgraph_reads_its_own_history( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + child = _child_builder().compile(checkpointer=True) + + def node(state: dict) -> dict: + child.invoke(_both("first")) + child.invoke(_both("second")) + return {} + + builder = StateGraph(_state_schema()) + builder.add_node("node", node) + builder.add_edge(START, "node") + builder.compile(checkpointer=sync_checkpointer).invoke( + _both(), {"configurable": {"thread_id": "1"}} + ) + + def read(namespace: str) -> dict: + return child.get_state( + { + "configurable": { + "thread_id": "1", + "checkpoint_ns": namespace, + CONFIG_KEY_CHECKPOINTER: sync_checkpointer, + } + } + ).values + + assert read("node") == _both("first", "a1", "b1", "b2") + assert read("node|1") == _both("second", "a1", "b1", "b2") + + +async def test_second_call_of_a_checkpointer_true_subgraph_areads_its_own_history( + async_checkpointer: BaseCheckpointSaver, +) -> None: + child = _child_builder().compile(checkpointer=True) + + async def node(state: dict, config: RunnableConfig) -> dict: + await child.ainvoke(_both("first"), config) + await child.ainvoke(_both("second"), config) + return {} + + builder = StateGraph(_state_schema()) + builder.add_node("node", node) + builder.add_edge(START, "node") + await builder.compile(checkpointer=async_checkpointer).ainvoke( + _both(), {"configurable": {"thread_id": "1"}} + ) + + async def read(namespace: str) -> dict: + snapshot = await child.aget_state( + { + "configurable": { + "thread_id": "1", + "checkpoint_ns": namespace, + CONFIG_KEY_CHECKPOINTER: async_checkpointer, + } + } + ) + return snapshot.values + + assert await read("node") == _both("first", "a1", "b1", "b2") + assert await read("node|1") == _both("second", "a1", "b1", "b2") diff --git a/libs/langgraph/tests/test_delta_channel_supersteps_bound.py b/libs/langgraph/tests/test_delta_channel_supersteps_bound.py index a2c3a2776..098fe78f4 100644 --- a/libs/langgraph/tests/test_delta_channel_supersteps_bound.py +++ b/libs/langgraph/tests/test_delta_channel_supersteps_bound.py @@ -94,6 +94,28 @@ async def test_forced_snapshot_single_run() -> None: assert "seed-a" in state.values["a"] +async def test_supersteps_bound_skips_a_channel_never_written() -> None: + with patch( + "langgraph.pregel._checkpoint.DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT", + 3, + ): + saver = InMemorySaver() + graph = _build_two_channel_graph(saver, n_loops=4) + config = {"configurable": {"thread_id": "never-written"}} + + graph.invoke({"a": ["seed-a"]}, config) + + minted = [ + t.config["configurable"]["checkpoint_id"] + for t in saver.list(config) + if "b" in t.checkpoint["channel_versions"] + ] + assert not minted, ( + f"b was never written, but {len(minted)} checkpoints minted it a version" + ) + assert graph.get_state(config).values["b"] == [] + + async def test_forced_snapshot_accumulates_across_runs() -> None: """Supersteps counter for an unwritten channel persists across separate invoke() calls. After enough runs, the channel is force-snapshotted.""" @@ -139,13 +161,17 @@ async def test_predicate_fires_on_supersteps_overflow() -> None: channels = {"x": ch_instance} counters: dict[str, tuple[int, int]] = {"x": (0, 5000)} - result = delta_channels_to_snapshot(channels, counters) + result = delta_channels_to_snapshot(channels, counters, {"x": 1}) assert "x" in result counters_below: dict[str, tuple[int, int]] = {"x": (0, 4999)} - result2 = delta_channels_to_snapshot(channels, counters_below) + result2 = delta_channels_to_snapshot(channels, counters_below, {"x": 1}) assert "x" not in result2 + assert not delta_channels_to_snapshot(channels, counters, {}), ( + "a channel with no version was never written, so it has nothing to snapshot" + ) + async def test_counter_reset_after_supersteps_snapshot() -> None: """After the supersteps bound triggers a snapshot, the counters for diff --git a/libs/langgraph/tests/test_delta_channel_update_state.py b/libs/langgraph/tests/test_delta_channel_update_state.py index da6db40f6..62475deeb 100644 --- a/libs/langgraph/tests/test_delta_channel_update_state.py +++ b/libs/langgraph/tests/test_delta_channel_update_state.py @@ -113,6 +113,37 @@ def test_fresh_update_state_head_snapshots_delta_channel() -> None: assert "counters_since_delta_snapshot" not in head.metadata +def test_fresh_update_state_stores_nothing_for_a_delta_channel_it_did_not_write() -> ( + None +): + saver = InMemorySaver() + State = TypedDict( # type: ignore[call-overload] # noqa: UP013 + "State", + { + "messages": Annotated[list, DeltaChannel(_messages_delta_reducer)], + "notes": Annotated[list, DeltaChannel(_messages_delta_reducer)], + }, + ) + graph = ( + StateGraph(State) + .add_node("model", lambda state: {}) + .add_edge(START, "model") + .compile(checkpointer=saver) + ) + config = {"configurable": {"thread_id": "fresh-unwritten"}} + + graph.update_state( + config, + {"messages": [HumanMessage(content="hello", id="m1")]}, + as_node="model", + ) + + head = saver.get_tuple(config) + assert head is not None + assert "notes" not in head.checkpoint["channel_versions"] + assert graph.get_state(config).values["notes"] == [] + + # --------------------------------------------------------------------------- # Non-fresh thread: update_state after invoke # --------------------------------------------------------------------------- @@ -338,3 +369,29 @@ def test_state_history_chain_after_fresh_update_state_delta_channel() -> None: assert update_snapshot.metadata["step"] == 0 assert update_snapshot.parent_config is None assert [m.content for m in update_snapshot.values["messages"]] == ["hello"] + + +def test_update_state_that_snapshots_keeps_a_deferred_node_pending() -> None: + channel = DeltaChannel(_messages_delta_reducer, snapshot_frequency=1) + + class State(TypedDict): + messages: Annotated[list, channel] + + builder = StateGraph(State) + builder.add_node("a", lambda state: {"messages": [HumanMessage("a", id="a")]}) + builder.add_node( + "b", lambda state: {"messages": [HumanMessage("b", id="b")]}, defer=True + ) + builder.add_node("c", lambda state: {}) + builder.add_edge(START, "a") + builder.add_edge("a", "b") + builder.add_edge("a", "c") + graph = builder.compile(checkpointer=InMemorySaver(), interrupt_after=["a"]) + config = {"configurable": {"thread_id": "t"}} + graph.invoke({"messages": [HumanMessage("s", id="s")]}, config) + + graph.update_state(config, {"messages": [HumanMessage("u", id="u")]}, as_node="c") + final = graph.invoke(None, config) + + assert [m.content for m in final["messages"]] == ["s", "a", "u", "b"] + assert graph.get_state(config).next == () diff --git a/libs/langgraph/tests/test_interrupt_state.py b/libs/langgraph/tests/test_interrupt_state.py new file mode 100644 index 000000000..882d254b4 --- /dev/null +++ b/libs/langgraph/tests/test_interrupt_state.py @@ -0,0 +1,534 @@ +"""State reads while some tasks of a superstep are finished and others are paused. + +When parallel tasks each call `interrupt()` and only some of them are resumed, +the superstep stays open. Its recorded writes then contain the old interrupt of +each finished task next to that task's output. These tests check that state +reads, which are rebuilt from the checkpointer, report only the interrupts that +still need an answer. +""" + +import operator +import sys +import uuid +from collections import Counter +from typing import Annotated, Any + +import pytest +from langgraph.checkpoint.base import BaseCheckpointSaver +from typing_extensions import TypedDict + +from langgraph._internal._constants import ( + ERROR, + INTERRUPT, + NO_WRITES, + NULL_TASK_ID, + RESUME, + RETURN, +) +from langgraph.func import entrypoint, task +from langgraph.graph import END, START, StateGraph +from langgraph.pregel._task_status import read_task_statuses +from langgraph.types import Command, Durability, Interrupt, Send, interrupt + +pytestmark = pytest.mark.anyio + +NEEDS_CONTEXTVARS = pytest.mark.skipif( + sys.version_info < (3, 11), + reason="Python 3.11+ is required for async contextvars support", +) + + +class State(TypedDict, total=False): + log: Annotated[list[str], operator.add] + count: int + + +def _config() -> dict[str, Any]: + return {"configurable": {"thread_id": str(uuid.uuid4())}} + + +def _build_parallel( + checkpointer: BaseCheckpointSaver, + calls: Counter[str], + *, + a_questions: int = 1, + a_returns: Any = "log", +): + """Build a graph where nodes `a` and `b` start in parallel and both ask questions. + + `a` asks `a_questions` questions in a row. `a_returns` controls what `a` + returns after its last answer. The default `"log"` returns the answers in + `log`. Any other value is returned as-is. + """ + + def a(state: State) -> Any: + calls["a"] += 1 + answers = [interrupt(f"A{i + 1}") for i in range(a_questions)] + if a_returns == "log": + return {"log": [f"a:{answer}" for answer in answers]} + return a_returns + + def b(state: State) -> State: + calls["b"] += 1 + return {"log": [f"b:{interrupt('B')}"]} + + builder = StateGraph(State) + builder.add_node("a", a) + builder.add_node("b", b) + builder.add_edge(START, "a") + builder.add_edge(START, "b") + builder.add_edge("a", END) + builder.add_edge("b", END) + return builder.compile(checkpointer=checkpointer) + + +def _interrupt_by_value(snapshot: Any, value: str) -> Interrupt: + return next(i for i in snapshot.interrupts if i.value == value) + + +def _task(snapshot: Any, name: str) -> Any: + return next(t for t in snapshot.tasks if t.name == name) + + +def _interrupt_values(interrupts: Any) -> list[str]: + return sorted(i.value for i in interrupts) + + +# --- Task A answered and finished, task B still paused --- + + +def test_finished_task_does_not_report_answered_interrupt( + sync_checkpointer: BaseCheckpointSaver, durability: Durability +) -> None: + calls: Counter[str] = Counter() + graph = _build_parallel(sync_checkpointer, calls) + config = _config() + + graph.invoke({"log": []}, config, durability=durability) + snapshot = graph.get_state(config) + assert _interrupt_values(snapshot.interrupts) == ["A1", "B"] + + graph.invoke( + Command(resume={_interrupt_by_value(snapshot, "A1").id: "yes"}), + config, + durability=durability, + ) + + snapshot = graph.get_state(config) + assert _interrupt_values(snapshot.interrupts) == ["B"] + assert snapshot.next == ("b",) + assert _task(snapshot, "a").interrupts == () + assert _task(snapshot, "a").result == {"log": ["a:yes"]} + assert _interrupt_values(_task(snapshot, "b").interrupts) == ["B"] + assert _task(snapshot, "b").result is None + + # Reading the same checkpoint by id gives the record of the step: every task + # in it, and every question asked, including the one A already answered. + record = graph.get_state(snapshot.config) + assert sorted(record.next) == ["a", "b"] + assert _interrupt_values(record.interrupts) == ["A1", "B"] + assert _interrupt_values(_task(record, "a").interrupts) == ["A1"] + assert _task(record, "a").result == {"log": ["a:yes"]} + + # B can still be answered, and the graph finishes normally. + result = graph.invoke( + Command(resume={_interrupt_by_value(snapshot, "B").id: "ok"}), + config, + durability=durability, + ) + assert sorted(result["log"]) == ["a:yes", "b:ok"] + assert calls == {"a": 2, "b": 3} + snapshot = graph.get_state(config) + assert snapshot.next == () + assert snapshot.interrupts == () + + # History still shows where each question was asked. + asked = [ + _interrupt_values(s.interrupts) + for s in graph.get_state_history(config) + if s.interrupts + ] + if durability != "exit": + assert asked == [["A1", "B"]] + + +@NEEDS_CONTEXTVARS +async def test_finished_task_does_not_report_answered_interrupt_async( + async_checkpointer: BaseCheckpointSaver, +) -> None: + calls: Counter[str] = Counter() + graph = _build_parallel(async_checkpointer, calls) + config = _config() + + await graph.ainvoke({"log": []}, config) + snapshot = await graph.aget_state(config) + await graph.ainvoke( + Command(resume={_interrupt_by_value(snapshot, "A1").id: "yes"}), config + ) + + snapshot = await graph.aget_state(config) + assert _interrupt_values(snapshot.interrupts) == ["B"] + assert snapshot.next == ("b",) + assert _task(snapshot, "a").interrupts == () + assert _task(snapshot, "a").result == {"log": ["a:yes"]} + assert _interrupt_values(_task(snapshot, "b").interrupts) == ["B"] + + record = await graph.aget_state(snapshot.config) + assert _interrupt_values(record.interrupts) == ["A1", "B"] + assert _interrupt_values(_task(record, "a").interrupts) == ["A1"] + + result = await graph.ainvoke( + Command(resume={_interrupt_by_value(snapshot, "B").id: "ok"}), config + ) + assert sorted(result["log"]) == ["a:yes", "b:ok"] + assert calls == {"a": 2, "b": 3} + + +# --- Task A answered its first question and asked a second one --- + + +def test_task_paused_at_second_question_stays_pending( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + calls: Counter[str] = Counter() + graph = _build_parallel(sync_checkpointer, calls, a_questions=2) + config = _config() + + graph.invoke({"log": []}, config) + snapshot = graph.get_state(config) + graph.invoke( + Command(resume={_interrupt_by_value(snapshot, "A1").id: "one"}), config + ) + + snapshot = graph.get_state(config) + assert _interrupt_values(snapshot.interrupts) == ["A2", "B"] + # A is not finished: it has a saved answer, but no output. + assert sorted(snapshot.next) == ["a", "b"] + assert _interrupt_values(_task(snapshot, "a").interrupts) == ["A2"] + assert _task(snapshot, "a").result is None + assert _interrupt_values(_task(snapshot, "b").interrupts) == ["B"] + + # Both remaining questions can be answered together. + result = graph.invoke( + Command( + resume={ + _interrupt_by_value(snapshot, "A2").id: "two", + _interrupt_by_value(snapshot, "B").id: "ok", + } + ), + config, + ) + assert sorted(result["log"]) == ["a:one", "a:two", "b:ok"] + snapshot = graph.get_state(config) + assert snapshot.next == () + assert snapshot.interrupts == () + + +@NEEDS_CONTEXTVARS +async def test_task_paused_at_second_question_stays_pending_async( + async_checkpointer: BaseCheckpointSaver, +) -> None: + calls: Counter[str] = Counter() + graph = _build_parallel(async_checkpointer, calls, a_questions=2) + config = _config() + + await graph.ainvoke({"log": []}, config) + snapshot = await graph.aget_state(config) + await graph.ainvoke( + Command(resume={_interrupt_by_value(snapshot, "A1").id: "one"}), config + ) + + snapshot = await graph.aget_state(config) + assert _interrupt_values(snapshot.interrupts) == ["A2", "B"] + assert sorted(snapshot.next) == ["a", "b"] + assert _interrupt_values(_task(snapshot, "a").interrupts) == ["A2"] + assert _task(snapshot, "a").result is None + + +def test_task_paused_at_second_question_then_other_task_finishes( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + calls: Counter[str] = Counter() + graph = _build_parallel(sync_checkpointer, calls, a_questions=2) + config = _config() + + graph.invoke({"log": []}, config) + snapshot = graph.get_state(config) + graph.invoke( + Command(resume={_interrupt_by_value(snapshot, "A1").id: "one"}), config + ) + snapshot = graph.get_state(config) + graph.invoke(Command(resume={_interrupt_by_value(snapshot, "B").id: "ok"}), config) + + snapshot = graph.get_state(config) + assert _interrupt_values(snapshot.interrupts) == ["A2"] + assert snapshot.next == ("a",) + assert _task(snapshot, "b").interrupts == () + assert _task(snapshot, "b").result == {"log": ["b:ok"]} + + result = graph.invoke( + Command(resume={_interrupt_by_value(snapshot, "A2").id: "two"}), config + ) + assert sorted(result["log"]) == ["a:one", "a:two", "b:ok"] + + +def test_resume_without_id_rejected_when_second_question_and_other_task_pending( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + calls: Counter[str] = Counter() + graph = _build_parallel(sync_checkpointer, calls, a_questions=2) + config = _config() + + graph.invoke({"log": []}, config) + snapshot = graph.get_state(config) + graph.invoke( + Command(resume={_interrupt_by_value(snapshot, "A1").id: "one"}), config + ) + + # A2 and B are both waiting, so a resume value without an id is ambiguous. + with pytest.raises(RuntimeError, match="multiple pending interrupts"): + graph.invoke(Command(resume="ambiguous"), config) + + +def test_resume_without_id_rejected_when_subgraph_has_parallel_interrupts( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + # A subgraph node whose child graph pauses in two parallel nodes records + # both interrupts under one parent task. Both count as pending, so a resume + # value without an id is ambiguous. (Before, only the first was counted and + # the value went to whichever interrupt consumed it first.) + child_builder = StateGraph(State) + child_builder.add_node("a", lambda s: {"log": [f"a:{interrupt('A')}"]}) + child_builder.add_node("b", lambda s: {"log": [f"b:{interrupt('B')}"]}) + child_builder.add_edge(START, "a") + child_builder.add_edge(START, "b") + + builder = StateGraph(State) + builder.add_node("child", child_builder.compile()) + builder.add_edge(START, "child") + graph = builder.compile(checkpointer=sync_checkpointer) + config = _config() + + graph.invoke({"log": []}, config) + snapshot = graph.get_state(config) + assert _interrupt_values(snapshot.interrupts) == ["A", "B"] + + with pytest.raises(RuntimeError, match="multiple pending interrupts"): + graph.invoke(Command(resume="ambiguous"), config) + + result = graph.invoke( + Command( + resume={ + _interrupt_by_value(snapshot, "A").id: "x", + _interrupt_by_value(snapshot, "B").id: "y", + } + ), + config, + ) + assert sorted(result["log"]) == ["a:x", "b:y"] + + +# --- Task A finished with an empty or falsy result --- + + +@pytest.mark.parametrize( + "a_returns", + [None, {}, {"count": 0}, {"log": []}], + ids=["none", "empty_dict", "zero", "empty_list"], +) +def test_task_finished_with_falsy_result( + sync_checkpointer: BaseCheckpointSaver, a_returns: Any +) -> None: + calls: Counter[str] = Counter() + graph = _build_parallel(sync_checkpointer, calls, a_returns=a_returns) + config = _config() + + graph.invoke({"log": []}, config) + snapshot = graph.get_state(config) + graph.invoke( + Command(resume={_interrupt_by_value(snapshot, "A1").id: "yes"}), config + ) + + snapshot = graph.get_state(config) + assert _interrupt_values(snapshot.interrupts) == ["B"] + assert snapshot.next == ("b",) + assert _task(snapshot, "a").interrupts == () + + graph.invoke(Command(resume={_interrupt_by_value(snapshot, "B").id: "ok"}), config) + # A already finished, so resuming B must not run A again. + assert calls == {"a": 2, "b": 3} + snapshot = graph.get_state(config) + assert snapshot.next == () + assert snapshot.interrupts == () + + +@pytest.mark.parametrize("a_returns", [None, {"count": 0}], ids=["none", "zero"]) +@NEEDS_CONTEXTVARS +async def test_task_finished_with_falsy_result_async( + async_checkpointer: BaseCheckpointSaver, a_returns: Any +) -> None: + calls: Counter[str] = Counter() + graph = _build_parallel(async_checkpointer, calls, a_returns=a_returns) + config = _config() + + await graph.ainvoke({"log": []}, config) + snapshot = await graph.aget_state(config) + await graph.ainvoke( + Command(resume={_interrupt_by_value(snapshot, "A1").id: "yes"}), config + ) + + snapshot = await graph.aget_state(config) + assert _interrupt_values(snapshot.interrupts) == ["B"] + assert snapshot.next == ("b",) + assert _task(snapshot, "a").interrupts == () + + await graph.ainvoke( + Command(resume={_interrupt_by_value(snapshot, "B").id: "ok"}), config + ) + assert calls == {"a": 2, "b": 3} + + +# --- Subgraphs and the functional API --- + + +def test_parallel_subgraphs_report_only_pending_interrupts( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + class ChildState(TypedDict): + prompt: str + answers: Annotated[list[str], operator.add] + + def ask(state: ChildState) -> dict[str, Any]: + return {"answers": [interrupt(state["prompt"])]} + + child_builder = StateGraph(ChildState) + child_builder.add_node("ask", ask) + child_builder.add_edge(START, "ask") + child = child_builder.compile() + + class ParentState(TypedDict): + answers: Annotated[list[str], operator.add] + + builder = StateGraph(ParentState) + builder.add_node("child", child) + builder.add_conditional_edges( + START, + lambda _: [Send("child", {"prompt": p, "answers": []}) for p in ("a", "b")], + ["child"], + ) + graph = builder.compile(checkpointer=sync_checkpointer) + config = _config() + + graph.invoke({"answers": []}, config) + snapshot = graph.get_state(config) + assert _interrupt_values(snapshot.interrupts) == ["a", "b"] + graph.invoke(Command(resume={_interrupt_by_value(snapshot, "a").id: "x"}), config) + + snapshot = graph.get_state(config) + assert _interrupt_values(snapshot.interrupts) == ["b"] + assert snapshot.next == ("child",) + finished = next(t for t in snapshot.tasks if t.result is not None) + assert finished.interrupts == () + assert finished.result == {"answers": ["x"]} + + result = graph.invoke( + Command(resume={_interrupt_by_value(snapshot, "b").id: "y"}), config + ) + assert sorted(result["answers"]) == ["x", "y"] + + +def test_functional_task_finished_with_none_is_not_rerun( + sync_checkpointer: BaseCheckpointSaver, +) -> None: + calls: Counter[str] = Counter() + + @task + def ask_a() -> None: + calls["a"] += 1 + interrupt("A") + + @task + def ask_b() -> str: + calls["b"] += 1 + return interrupt("B") + + @entrypoint(checkpointer=sync_checkpointer) + def workflow(_: Any) -> list[Any]: + a, b = ask_a(), ask_b() + return [a.result(), b.result()] + + config = _config() + workflow.invoke(1, config) + snapshot = workflow.get_state(config) + workflow.invoke( + Command(resume={_interrupt_by_value(snapshot, "A").id: "x"}), config + ) + + snapshot = workflow.get_state(config) + assert _interrupt_values(snapshot.interrupts) == ["B"] + + result = workflow.invoke( + Command(resume={_interrupt_by_value(snapshot, "B").id: "y"}), config + ) + assert result == [None, "y"] + assert calls == {"a": 2, "b": 3} + + +# --- Reading task status from recorded writes --- + + +def test_read_task_statuses() -> None: + a1 = Interrupt(value="A1", id="a") + a2 = Interrupt(value="A2", id="a") + b = Interrupt(value="B", id="b") + error = ValueError("boom") + + statuses = read_task_statuses( + [ + # answered and finished: old interrupt stays recorded + ("finished", INTERRUPT, (a1,)), + ("finished", RESUME, ["yes"]), + ("finished", "log", ["a:yes"]), + # answered once, then paused at a second question + ("paused", INTERRUPT, (a2,)), + ("paused", RESUME, ["one"]), + # finished with no output + ("no_output", INTERRUPT, (b,)), + ("no_output", RESUME, ["ok"]), + ("no_output", NO_WRITES, None), + # functional task that returned None + ("returned_none", RETURN, None), + # failed + ("failed", ERROR, error), + # not a task + (NULL_TASK_ID, RESUME, "global"), + ] + ) + + assert set(statuses) == { + "finished", + "paused", + "no_output", + "returned_none", + "failed", + } + + assert statuses["finished"].finished + assert statuses["finished"].interrupts == (a1,) + assert statuses["finished"].pending_interrupts == () + assert statuses["finished"].output == (("log", ["a:yes"]),) + + assert not statuses["paused"].finished + assert statuses["paused"].interrupts == (a2,) + assert statuses["paused"].pending_interrupts == (a2,) + assert statuses["paused"].output == () + + assert statuses["no_output"].finished + assert statuses["no_output"].interrupts == (b,) + assert statuses["no_output"].pending_interrupts == () + + assert statuses["returned_none"].finished + assert statuses["returned_none"].output == ((RETURN, None),) + + assert not statuses["failed"].finished + assert statuses["failed"].error is error diff --git a/libs/langgraph/tests/test_messages_state.py b/libs/langgraph/tests/test_messages_state.py index f41552b16..a5775323f 100644 --- a/libs/langgraph/tests/test_messages_state.py +++ b/libs/langgraph/tests/test_messages_state.py @@ -152,6 +152,11 @@ def test_empty_inputs(): ] +def test_invalid_format(): + with pytest.raises(ValueError, match="Unrecognized format="): + add_messages([], [], format="invalid") + + def test_non_list_inputs(): left = HumanMessage(content="Hello", id="1") right = AIMessage(content="Hi there!", id="2") diff --git a/libs/langgraph/tests/test_pregel.py b/libs/langgraph/tests/test_pregel.py index 2e6661e04..bd76c5ea7 100644 --- a/libs/langgraph/tests/test_pregel.py +++ b/libs/langgraph/tests/test_pregel.py @@ -9410,6 +9410,192 @@ def test_fork_does_not_apply_pending_writes( assert result == {"value": 121} +def _extend(state: list, writes: list[list]) -> list: + return [*state, *(v for write in writes for v in write)] + + +class _IntVersionSaver(InMemorySaver): + """Integer versions tie exactly where `InMemorySaver`'s break at random.""" + + get_next_version = BaseCheckpointSaver.get_next_version + + +def _build_chain_after_a_delta_channel() -> Pregel: + return Pregel( + nodes={ + "a": NodeBuilder().subscribe_only("inp").do(lambda _: ["a"]).write_to("d"), + "b": NodeBuilder().subscribe_only("d").do(lambda _: "b").write_to("x"), + "c": NodeBuilder().subscribe_only("x").do(lambda _: "c").write_to("out"), + }, + channels={ + "inp": LastValue(str), + "d": DeltaChannel(_extend, snapshot_frequency=1), + "x": LastValue(str), + "out": LastValue(str), + }, + input_channels=["inp"], + output_channels=["out"], + checkpointer=_IntVersionSaver(), + ) + + +def test_update_state_after_an_exit_snapshot_infers_the_last_writer() -> None: + graph = _build_chain_after_a_delta_channel() + config = {"configurable": {"thread_id": "t"}} + graph.invoke({"inp": "go"}, config, durability="exit") + + graph.update_state(config, "u") + + values = graph.get_state(config).values + assert values["out"] == "u", ( + f"the update should apply as c, the last node to write, but state is {values}" + ) + + +async def test_aupdate_state_after_an_exit_snapshot_infers_the_last_writer() -> None: + graph = _build_chain_after_a_delta_channel() + config = {"configurable": {"thread_id": "t"}} + await graph.ainvoke({"inp": "go"}, config, durability="exit") + + await graph.aupdate_state(config, "u") + + values = (await graph.aget_state(config)).values + assert values["out"] == "u", ( + f"the update should apply as c, the last node to write, but state is {values}" + ) + + +def test_update_state_after_a_fork_seal_infers_the_subscriber_that_ran() -> None: + graph = Pregel( + nodes={ + "a": NodeBuilder() + .subscribe_only("inp") + .do(lambda _: ["a"]) + .write_to("d", go="go"), + "c": NodeBuilder().subscribe_only("go").do(lambda _: ["c"]).write_to("d"), + "b": NodeBuilder().subscribe_only("d").do(lambda _: "b").write_to("out"), + }, + channels={ + "inp": LastValue(str), + "go": EphemeralValue(str), + "d": DeltaChannel(_extend), + "out": LastValue(str), + }, + input_channels=["inp"], + output_channels=["out"], + checkpointer=_IntVersionSaver(), + ) + config = {"configurable": {"thread_id": "t"}} + graph.invoke({"inp": "go"}, config) + base = next(s for s in graph.get_state_history(config) if s.metadata["step"] == 0) + graph.invoke(None, graph.update_state(base.config, "u", as_node="b")) + + graph.update_state(config, "w") + + values = graph.get_state(config).values + assert values["out"] == "w", ( + f"the update should apply as b, the last node to run, but state is {values}" + ) + + +def test_update_state_after_a_fork_seal_infers_the_node_whose_read_it_advanced() -> ( + None +): + graph = Pregel( + nodes={ + "a": NodeBuilder().subscribe_only("inp").do(lambda _: ["a"]).write_to("d"), + "b": NodeBuilder().subscribe_only("d").do(lambda _: "b").write_to("out"), + }, + channels={ + "inp": LastValue(str), + "d": DeltaChannel(_extend), + "out": LastValue(str), + }, + input_channels=["inp"], + output_channels=["out"], + checkpointer=_IntVersionSaver(), + ) + config = {"configurable": {"thread_id": "t"}} + graph.invoke({"inp": "1"}, config) + graph.invoke({"inp": "2"}, config) + base = next(s for s in graph.get_state_history(config) if s.next == ("a",)) + fork = graph.update_state(base.config, "u", as_node="b") + + graph.update_state(fork, "w") + + values = graph.get_state(config).values + assert values["out"] == "w", ( + f"the update should apply as b, the last node to read, but state is {values}" + ) + + +def test_update_state_after_a_snapshotting_update_infers_the_last_writer() -> None: + graph = _build_chain_after_a_delta_channel() + config = {"configurable": {"thread_id": "t"}} + graph.update_state(config, ["u"], as_node="a") + graph.invoke(None, config, interrupt_after=["b"]) + + graph.update_state(config, "u") + + values = graph.get_state(config).values + assert values.get("x") == "u", ( + f"the update should apply as b, the last node to write, but state is {values}" + ) + + +async def test_aupdate_state_after_a_snapshotting_update_infers_the_last_writer() -> ( + None +): + graph = _build_chain_after_a_delta_channel() + config = {"configurable": {"thread_id": "t"}} + await graph.aupdate_state(config, ["u"], as_node="a") + await graph.ainvoke(None, config, interrupt_after=["b"]) + + await graph.aupdate_state(config, "u") + + values = (await graph.aget_state(config)).values + assert values.get("x") == "u", ( + f"the update should apply as b, the last node to write, but state is {values}" + ) + + +class _UpdatesOnlyState(TypedDict): + x: Annotated[list[str], operator.add] + + +def _graph_never_run() -> Any: + return ( + StateGraph(_UpdatesOnlyState) + .add_node("a", lambda _: {"x": ["a"]}) + .add_node("b", lambda _: {"x": ["b"]}) + .add_edge(START, "a") + .add_edge("a", "b") + .compile(checkpointer=InMemorySaver()) + ) + + +def test_update_state_on_a_thread_seeded_by_updates_applies_as_input() -> None: + graph = _graph_never_run() + config = {"configurable": {"thread_id": "t"}} + graph.update_state(config, {"x": ["u1"]}) + + graph.update_state(config, {"x": ["u2"]}) + + state = graph.get_state(config) + assert (state.values["x"], state.next) == (["u1", "u2"], ("a",)) + + +async def test_aupdate_state_on_a_thread_seeded_by_updates_applies_as_input() -> None: + graph = _graph_never_run() + config = {"configurable": {"thread_id": "t"}} + await graph.aupdate_state(config, {"x": ["u1"]}) + + await graph.aupdate_state(config, {"x": ["u2"]}) + + state = await graph.aget_state(config) + assert (state.values["x"], state.next) == (["u1", "u2"], ("a",)) + + async def test_delta_channel_end_to_end_inmemory() -> None: """Full graph run: DeltaChannel accumulates correctly across multiple turns.""" diff --git a/libs/langgraph/tests/test_retry.py b/libs/langgraph/tests/test_retry.py index aa48b0812..e7f1a8148 100644 --- a/libs/langgraph/tests/test_retry.py +++ b/libs/langgraph/tests/test_retry.py @@ -2755,6 +2755,7 @@ def test_error_handler_resumes_after_crash_multiple_nodes(): call_count = {"a": 0, "b": 0, "handler_a": 0, "handler_b": 0} handler_a_started = threading.Event() + handler_b_started = threading.Event() def node_a(state: State) -> State: call_count["a"] += 1 @@ -2775,6 +2776,7 @@ def test_error_handler_resumes_after_crash_multiple_nodes(): assert "a failed" in str(error.error) handler_a_started.set() if handler_should_fail[0]: + assert handler_b_started.wait(timeout=5), "handler_b never started" raise RuntimeError("handler_a crash") return {"results": [f"recovered_a:{error.node}"]} @@ -2782,6 +2784,7 @@ def test_error_handler_resumes_after_crash_multiple_nodes(): call_count["handler_b"] += 1 assert error.node == "b" assert "b failed" in str(error.error) + handler_b_started.set() 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