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Author SHA1 Message Date
Will Fu-Hinthorn 685a755baf chore: use bounded queue for checkpointing 2026-04-09 17:33:50 -07:00
Will Fu-HinthornandClaude Opus 4.6 bde0c47cd9 fix: handle non-deterministic ordering in test_imp_nested
Nested tasks run concurrently so output order is non-deterministic.
Sort intermediate results before comparison, matching the pattern
already used by test_imp_task.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-08 18:04:55 -07:00
Will Fu-Hinthorn 7b034c2d25 chore: update conformance lint 2026-04-08 16:02:42 -07:00
56 changed files with 916 additions and 7019 deletions
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@@ -100,4 +100,3 @@ dmypy.json
.turbo
.editorconfig
.scratch
.worktrees/
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@@ -1,405 +0,0 @@
# DiffChannel: Incremental Checkpoint Storage for Append-Style Reducers
**Date:** 2026-04-17
**Status:** Approved for implementation
**Scope:** `libs/checkpoint`, `libs/langgraph`, `libs/checkpoint-postgres`
---
## Motivation
LangGraph checkpoints today store the **full accumulated value** of every channel on every step. For a `messages` channel backed by `add_messages`, this means each checkpoint blob contains the entire conversation history. Storage cost grows O(N²) in the number of turns: step 1 stores 1 message, step 100 stores 100 messages, step 1000 stores 1000 messages. For long-running agentic conversations with high-token messages this is untenable.
The fix is to store only the **delta** (new writes) per step, reconstructing the full accumulated value at load time by replaying the chain. This is an opt-in mechanism — existing graphs are unaffected.
---
## Non-Goals
- **Compaction / materialized snapshots**: deferred. Load cost stays O(N) blob fetches but those fetches are batched into a single query — acceptable for now.
- **SQLite saver support**: SQLite stores all channel values inline in one row (no per-channel blob table). Deferred to a follow-up.
- **Automatic migration** of existing `BinaryOperatorAggregate` channels: users opt in explicitly. Old checkpoints load correctly via the backwards-compatibility path in `from_checkpoint`.
---
## Architecture Overview
```
User state definition
└── Annotated[list[AnyMessage], DiffChannel(add_messages)]
Write path (per superstep)
DiffChannel.update() — apply operator, accumulate writes in _pending
DiffChannel.checkpoint() — return DiffDelta(delta=_pending, prev_version=_base_version)
serde.dumps_typed() — serialize DiffDelta as ("diff", msgpack_bytes)
saver.put() — store blob at (thread_id, ns, "messages", version_N)
DiffChannel.after_checkpoint(version_N) — advance _base_version, clear _pending
Read path (on graph load or time-travel)
saver.get_tuple() — fetch current-version blob per channel
saver._load_blobs() — detect "diff" type → follow chain to reconstruct DiffChainValue
DiffChannel.from_checkpoint(DiffChainValue) — replay deltas with operator → full list
DiffChannel.after_checkpoint(version_N) — set _base_version for next write
```
The pregel layer (`_checkpoint.py`, `_loop.py`) is unchanged except for two small additions to call the new `after_checkpoint` hook. The saver public interface (`BaseCheckpointSaver`) gains no new methods. All chain-following logic lives inside each saver's private `_load_blobs`.
---
## New Protocol Types
**Location:** `libs/checkpoint/langgraph/checkpoint/base/__init__.py`
Two dataclasses form the contract between `DiffChannel` and savers:
```python
@dataclass
class DiffDelta:
"""Returned by DiffChannel.checkpoint(). Written to the blob store."""
delta: list[Any] # raw writes passed to update() this step
prev_version: str | None # version of the previous diff blob; None = chain root
```
```python
@dataclass
class DiffChainValue:
"""Passed to DiffChannel.from_checkpoint(). Assembled by _load_blobs()."""
base: list[Any] | None # starting accumulated value (None = empty start)
deltas: list[list[Any]] # write-sets ordered oldest → newest
```
`DiffDelta` lives in the checkpoint base package (not the channel module) so savers can import it without creating a circular dependency. `DiffChainValue` is there for the same reason.
---
## `BaseChannel.after_checkpoint()` Hook
**Location:** `libs/langgraph/langgraph/channels/base.py`
```python
def after_checkpoint(self, version: Any) -> None:
"""Called after checkpoint() (with the new version) and after from_checkpoint()
(with the current version). No-op by default; DiffChannel overrides."""
pass
```
This is a **non-abstract, no-op default** — fully backwards compatible. All existing channels inherit it silently. It is NOT in the abstract interface.
---
## `DiffChannel[V]`
**Location:** `libs/langgraph/langgraph/channels/diff.py` (new file)
### Internal state
| Attribute | Type | Description |
|---|---|---|
| `value` | `list[V]` | Full accumulated value (the reconstructed list) |
| `operator` | `Callable` | The binary reducer (e.g. `add_messages`) |
| `_pending` | `list[Any]` | Raw writes accumulated since last `after_checkpoint` call |
| `_base_version` | `str \| None` | Version this channel was last checkpointed at (= `prev_version` for next delta) |
| `_overwritten` | `bool` | True if an `Overwrite` was applied since last `after_checkpoint`; makes next blob a chain root |
### `update(values)`
Mirrors `BinaryOperatorAggregate.update()` with two additions:
1. For each non-Overwrite value: apply `self.operator(self.value, value)` as before; **also append the raw incoming value to `self._pending`**.
2. For an `Overwrite(v)` value: set `self.value = v`; set `self._pending = list(v)` (full value becomes the new delta); set `self._overwritten = True`.
The key: `_pending` stores the **incoming writes** (what was passed to `update()`), not the diff of `self.value`. This is important because `add_messages` handles removal and update-by-ID — replaying the writes with `operator` during reconstruction applies that logic correctly.
### `checkpoint()`
```python
def checkpoint(self) -> DiffDelta:
return DiffDelta(
delta=self._pending[:],
prev_version=None if self._overwritten else self._base_version,
)
```
- Normal step: `prev_version = self._base_version` → chain link
- After Overwrite: `prev_version = None` → chain root (reconstruction stops here and uses `delta` as the full base value)
Returns `DiffDelta`, never the raw accumulated list. The serde handles serialization.
### `from_checkpoint(checkpoint)`
```python
def from_checkpoint(self, checkpoint) -> Self:
new = DiffChannel(self.typ, self.operator)
new.key = self.key
if checkpoint is MISSING:
new.value = []
elif isinstance(checkpoint, DiffChainValue):
accumulated = checkpoint.base or []
for step_writes in checkpoint.deltas:
# Mirror update() exactly: apply each write individually so operator
# semantics (e.g. add_messages ID-based removal) are respected.
for write in step_writes:
accumulated = new.operator(accumulated, write)
new.value = accumulated
elif isinstance(checkpoint, DiffDelta):
# Unsupported saver: _load_blobs returned a raw DiffDelta instead of
# assembling a DiffChainValue. Raise rather than silently losing history.
raise ValueError(
"DiffChannel received a raw DiffDelta from the checkpoint saver. "
"Your saver does not support incremental channel storage. "
"Use InMemorySaver or PostgresSaver."
)
else:
# Backwards compat: plain list from old BinaryOperatorAggregate checkpoint.
new.value = checkpoint
new._pending = []
new._base_version = None # set by the subsequent after_checkpoint() call
return new
```
The operator is available on `self` (the channel spec) so reconstruction is correct for any reducer — the saver never needs to know about `add_messages`.
`_pending` stores **individual writes** (each `value` from `update()`'s `values` sequence), so each `step_writes` list in `DiffChainValue.deltas` is replayed write-by-write — identical to the `update()` loop.
### `after_checkpoint(version)`
```python
def after_checkpoint(self, version: Any) -> None:
if version != self._base_version:
self._base_version = version
self._pending = []
self._overwritten = False
```
No-op when `version == self._base_version` (channel wasn't updated this step — blob was not written). Clears `_pending` and advances `_base_version` when the channel was actually checkpointed.
### Opt-in API
```python
from langgraph.channels.diff import DiffChannel
class State(TypedDict):
messages: Annotated[list[AnyMessage], DiffChannel(add_messages)]
```
`StateGraph` already handles `BaseChannel` instances as annotation metadata — `DiffChannel` inherits this without any changes to `StateGraph`.
---
## Serde Extension
**Location:** `libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py`
Add one branch to `dumps_typed` (before the `else` msgpack fallback), using the existing module-level `_msgpack_enc` so message ext-types (Pydantic v2, etc.) are handled correctly:
```python
elif isinstance(obj, DiffDelta):
return "diff", _msgpack_enc({"d": obj.delta, "p": obj.prev_version})
```
Add one branch to `loads_typed` so savers can decode diff blobs without importing `ormsgpack` directly:
```python
elif type_ == "diff":
return ormsgpack.unpackb(
data_, ext_hook=self._unpack_ext_hook, option=ormsgpack.OPT_NON_STR_KEYS
)
# returns {"d": [writes...], "p": prev_version_str_or_none}
```
Savers call `serde.loads_typed(("diff", raw_bytes))` to decode a diff blob into `{"d": ..., "p": ...}`, then check `type_tag == "diff"` to trigger chain traversal. The serde layer is the only place that knows about `ormsgpack`.
---
## Saver Changes
### InMemorySaver
**`put()``libs/checkpoint/langgraph/checkpoint/memory/__init__.py`**
No change needed. The existing `self.serde.dumps_typed(values[k])` call already handles `DiffDelta` via the new serde branch above, storing it as `("diff", bytes)`.
**`_load_blobs()` — same file**
After checking `vv[0] != "empty"`, add a branch for `"diff"` before calling `serde.loads_typed`:
```python
def _load_blobs(self, thread_id, checkpoint_ns, versions):
channel_values = {}
diff_channels = {} # channel_name -> current_version for diff channels
for k, v in versions.items():
kk = (thread_id, checkpoint_ns, k, v)
if kk not in self.blobs:
continue
type_tag, blob_bytes = self.blobs[kk]
if type_tag == "diff":
diff_channels[k] = v # handle below
elif type_tag != "empty":
channel_values[k] = self.serde.loads_typed((type_tag, blob_bytes))
for k, current_version in diff_channels.items():
# Follow chain: newest → oldest, then reverse
chain_deltas = []
base = None
version = current_version
while version is not None:
kk = (thread_id, checkpoint_ns, k, version)
if kk not in self.blobs:
break
type_tag, blob_bytes = self.blobs[kk]
if type_tag == "diff":
# Use serde so we don't need to import ormsgpack directly
payload = self.serde.loads_typed((type_tag, blob_bytes))
chain_deltas.append(payload["d"])
version = payload["p"] # prev_version; None = root
else:
# Old non-diff blob encountered: treat as base accumulated value
base = self.serde.loads_typed((type_tag, blob_bytes))
break
chain_deltas.reverse()
channel_values[k] = DiffChainValue(base=base, deltas=chain_deltas)
return channel_values
```
Each blob lookup is O(1) on the dict. Total: N dict lookups for a chain of depth N. Memory usage is identical to loading a single full-list blob (same total bytes, split across N entries).
### PostgresSaver
**`_load_blobs()``libs/checkpoint-postgres/langgraph/checkpoint/postgres/base.py`**
The existing `SELECT_SQL` fetches one blob per channel via a JOIN. After running that query, detect any `"diff"` channels in the result and issue one additional range query:
```python
def _load_blobs(self, blob_values):
if not blob_values:
return {}
result = {}
diff_channels = {} # channel_name -> current_version (as str)
for k, t, v in blob_values:
channel = k.decode()
type_tag = t.decode()
if type_tag == "diff":
# Decode via serde — no direct ormsgpack import needed
payload = self.serde.loads_typed((type_tag, v))
diff_channels[channel] = payload # store for chain fetch
elif type_tag != "empty":
result[channel] = self.serde.loads_typed((type_tag, v))
if diff_channels:
result.update(self._load_diff_chains(diff_channels))
return result
```
`_load_diff_chains` issues one SQL query per diff channel (typically just `messages`):
```sql
SELECT version, type, blob
FROM checkpoint_blobs
WHERE thread_id = %s
AND checkpoint_ns = %s
AND channel = %s
AND version <= %s
ORDER BY version ASC
```
In Python, iterate rows in ascending version order: if `type = "diff"`, accumulate the delta; if any other type is encountered, treat it as the base accumulated value and stop. Return `DiffChainValue(base=..., deltas=[...])`.
This results in **at most 2 queries total** for a graph with one `DiffChannel` — existing behaviour for all other channels is unchanged.
**`put()` / `_dump_blobs()`**
No change needed. `_dump_blobs` calls `self.serde.dumps_typed(v)` for each channel value in `new_versions`. When `v` is a `DiffDelta`, the serde produces `("diff", bytes)` which is stored as `type = "diff"` in `checkpoint_blobs`. The `ON CONFLICT DO NOTHING` semantics are preserved.
### SQLite
Deferred. `SqliteSaver` stores the entire checkpoint as a single serialized row — it has no per-channel blob table. Supporting `DiffChannel` on SQLite would require adding a new blobs table, which is a separate migration tracked separately.
---
## Pregel Layer Changes
### `channels_from_checkpoint` — `libs/langgraph/langgraph/pregel/_checkpoint.py`
After constructing each channel from its checkpoint value, call `after_checkpoint` so the channel records its current version:
```python
channels = {}
for k, v in channel_specs.items():
ch = v.from_checkpoint(checkpoint["channel_values"].get(k, MISSING))
ch.after_checkpoint(checkpoint["channel_versions"].get(k))
channels[k] = ch
return channels, managed_specs
```
Existing channels get the no-op `after_checkpoint`. `DiffChannel` uses it to set `_base_version`.
### `PregelLoop._put_checkpoint` — `libs/langgraph/langgraph/pregel/_loop.py`
After `create_checkpoint(self.checkpoint, self.channels, self.step, ...)` returns and `do_checkpoint is True` and `self.channels is not None`, iterate channels and notify:
```python
if do_checkpoint and self.channels:
for k, ch in self.channels.items():
ch.after_checkpoint(self.checkpoint["channel_versions"].get(k))
```
This is called after `create_checkpoint` updates `self.checkpoint["channel_versions"]`, so `get(k)` returns the new version for updated channels and the old version for unchanged ones. `DiffChannel.after_checkpoint` only clears `_pending` when `version != _base_version`, so unchanged channels are no-ops.
---
## Backwards Compatibility
| Scenario | Behaviour |
|---|---|
| Existing graph using `add_messages` (BinaryOperatorAggregate) | Unaffected — no code changes, no data migration |
| New graph with `DiffChannel`, loading old checkpoint blobs | `from_checkpoint` receives a plain `list` → used directly as accumulated value |
| `DiffChannel` with `InMemorySaver` or `PostgresSaver` | Fully supported |
| `DiffChannel` with `SqliteSaver` | `from_checkpoint` receives a raw `DiffDelta` (SqliteSaver stores channel_values inline), raises `ValueError` with a clear message pointing to supported savers |
| Time-travel / fork to past checkpoint | Chain traversal uses the version at that checkpoint → reconstruction is correct |
| `update_state` | Treated as a normal step: writes are deltas chained to history |
| `Overwrite` value | Resets chain: next blob has `prev_version=None`; reconstruction starts fresh |
---
## Testing Strategy
1. **Unit tests for `DiffChannel`** (`libs/langgraph/tests/`):
- `update``checkpoint``after_checkpoint``checkpoint` lifecycle (2 steps, verify delta isolation)
- `from_checkpoint(DiffChainValue)` correctly replays multi-step chains using the operator
- `from_checkpoint(plain_list)` backwards-compat path
- `Overwrite` creates a root blob (`prev_version=None`) and reconstruction ignores prior chain
- `after_checkpoint` no-ops when version is unchanged
2. **Integration tests with `InMemorySaver`** (`libs/langgraph/tests/`):
- 10-step conversation: verify final loaded state equals full accumulated messages
- Time-travel: fork to step 5, verify only messages 15 are present
- Mixed graph: some channels `BinaryOperatorAggregate`, one `DiffChannel` — both reconstruct correctly
3. **Serde tests** (`libs/checkpoint/tests/`):
- `DiffDelta` round-trips through `dumps_typed` / saver storage
- Old `"msgpack"` blob for a channel → `DiffChannel.from_checkpoint` handles it
4. **Postgres integration tests** (`libs/checkpoint-postgres/tests/`):
- Range query reconstructs correct full list after N steps
- Time-travel to checkpoint M reconstructs correct list of M messages
---
## Files Changed
| File | Change |
|---|---|
| `libs/checkpoint/langgraph/checkpoint/base/__init__.py` | Add `DiffDelta`, `DiffChainValue` dataclasses |
| `libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py` | Add `"diff"` branch in `dumps_typed` |
| `libs/checkpoint/langgraph/checkpoint/memory/__init__.py` | Chain traversal in `_load_blobs` |
| `libs/langgraph/langgraph/channels/base.py` | Add no-op `after_checkpoint` method |
| `libs/langgraph/langgraph/channels/diff.py` | **New file**`DiffChannel` implementation |
| `libs/langgraph/langgraph/channels/__init__.py` | Export `DiffChannel` |
| `libs/langgraph/langgraph/pregel/_checkpoint.py` | Call `after_checkpoint` in `channels_from_checkpoint` |
| `libs/langgraph/langgraph/pregel/_loop.py` | Call `after_checkpoint` after `create_checkpoint` |
| `libs/checkpoint-postgres/langgraph/checkpoint/postgres/base.py` | Range-query chain reconstruction in `_load_blobs` |
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-5
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@@ -6,11 +6,6 @@ Implementation of LangGraph CheckpointSaver that uses Postgres.
By default `langgraph-checkpoint-postgres` installs `psycopg` (Psycopg 3) without any extras. However, you can choose a specific installation that best suits your needs [here](https://www.psycopg.org/psycopg3/docs/basic/install.html) (for example, `psycopg[binary]`).
## Security
> [!IMPORTANT]
> Set `LANGGRAPH_STRICT_MSGPACK=true` or pass an explicit `allowed_msgpack_modules` list when creating your checkpointer. This restricts checkpoint deserialization to known-safe types, preventing code execution if the database is compromised. See the [langgraph-checkpoint README](https://github.com/langchain-ai/langgraph/tree/main/libs/checkpoint#serde) for details.
## Usage
> [!IMPORTANT]
@@ -430,43 +430,6 @@ class PostgresSaver(BasePostgresSaver):
with conn.cursor(binary=True, row_factory=dict_row) as cur:
yield cur
def get_channel_blob(
self,
thread_id: str,
checkpoint_ns: str,
checkpoint_id: str,
channel: str,
) -> Any:
"""Look up a channel blob by checkpoint ID + channel via checkpoint_blobs."""
with self._cursor() as cur:
cur.execute(
"""
SELECT cb.type, cb.blob
FROM checkpoint_blobs cb
WHERE cb.thread_id = %s
AND cb.checkpoint_ns = %s
AND cb.channel = %s
AND cb.version = (
SELECT checkpoint->'channel_versions'->>%s
FROM checkpoints
WHERE thread_id = %s AND checkpoint_ns = %s AND checkpoint_id = %s
)
""",
(
thread_id,
checkpoint_ns,
channel,
channel,
thread_id,
checkpoint_ns,
checkpoint_id,
),
)
row = cur.fetchone()
if row is None:
return NotImplemented
return self.serde.loads_typed((row["type"], row["blob"]))
def _load_checkpoint_tuple(self, value: DictRow) -> CheckpointTuple:
"""
Convert a database row into a CheckpointTuple object.
@@ -479,13 +442,6 @@ class PostgresSaver(BasePostgresSaver):
including its configuration, metadata, parent checkpoint (if any),
and pending writes.
"""
with self._cursor() as cur:
channel_values = self._load_blobs(
value["channel_values"],
thread_id=value["thread_id"],
checkpoint_ns=value["checkpoint_ns"],
cur=cur,
)
return CheckpointTuple(
{
"configurable": {
@@ -498,7 +454,7 @@ class PostgresSaver(BasePostgresSaver):
**value["checkpoint"],
"channel_values": {
**(value["checkpoint"].get("channel_values") or {}),
**channel_values,
**self._load_blobs(value["channel_values"]),
},
},
value["metadata"],
@@ -391,43 +391,6 @@ class AsyncPostgresSaver(BasePostgresSaver):
async with conn.cursor(binary=True, row_factory=dict_row) as cur:
yield cur
async def aget_channel_blob(
self,
thread_id: str,
checkpoint_ns: str,
checkpoint_id: str,
channel: str,
) -> Any:
"""Async look up of a channel blob by checkpoint ID + channel name."""
async with self._cursor() as cur:
await cur.execute(
"""
SELECT cb.type, cb.blob
FROM checkpoint_blobs cb
WHERE cb.thread_id = %s
AND cb.checkpoint_ns = %s
AND cb.channel = %s
AND cb.version = (
SELECT checkpoint->'channel_versions'->>%s
FROM checkpoints
WHERE thread_id = %s AND checkpoint_ns = %s AND checkpoint_id = %s
)
""",
(
thread_id,
checkpoint_ns,
channel,
channel,
thread_id,
checkpoint_ns,
checkpoint_id,
),
)
row = await cur.fetchone()
if row is None:
return NotImplemented
return self.serde.loads_typed((row["type"], row["blob"]))
async def _load_checkpoint_tuple(self, value: DictRow) -> CheckpointTuple:
"""
Convert a database row into a CheckpointTuple object.
@@ -440,19 +403,11 @@ class AsyncPostgresSaver(BasePostgresSaver):
including its configuration, metadata, parent checkpoint (if any),
and pending writes.
"""
thread_id = value["thread_id"]
checkpoint_ns = value["checkpoint_ns"]
blob_values = value["channel_values"]
channel_values: dict[str, Any] = {}
if blob_values:
channel_values = self._load_blobs(blob_values)
return CheckpointTuple(
{
"configurable": {
"thread_id": thread_id,
"checkpoint_ns": checkpoint_ns,
"thread_id": value["thread_id"],
"checkpoint_ns": value["checkpoint_ns"],
"checkpoint_id": value["checkpoint_id"],
}
},
@@ -460,15 +415,15 @@ class AsyncPostgresSaver(BasePostgresSaver):
**value["checkpoint"],
"channel_values": {
**(value["checkpoint"].get("channel_values") or {}),
**channel_values,
**self._load_blobs(value["channel_values"]),
},
},
value["metadata"],
(
{
"configurable": {
"thread_id": thread_id,
"checkpoint_ns": checkpoint_ns,
"thread_id": value["thread_id"],
"checkpoint_ns": value["checkpoint_ns"],
"checkpoint_id": value["parent_checkpoint_id"],
}
}
@@ -185,22 +185,15 @@ class BasePostgresSaver(BaseCheckpointSaver[str]):
)
def _load_blobs(
self,
blob_values: list[tuple[bytes, bytes, bytes]],
*,
thread_id: str = "",
checkpoint_ns: str = "",
cur: Any = None,
self, blob_values: list[tuple[bytes, bytes, bytes]]
) -> dict[str, Any]:
if not blob_values:
return {}
result: dict[str, Any] = {}
for k, t, v in blob_values:
channel = k.decode()
type_tag = t.decode()
if type_tag != "empty":
result[channel] = self.serde.loads_typed((type_tag, v))
return result
return {
k.decode(): self.serde.loads_typed((t.decode(), v))
for k, t, v in blob_values
if t.decode() != "empty"
}
def _dump_blobs(
self,
@@ -371,47 +371,3 @@ async def test_get_checkpoint_no_channel_values(
checkpoint = await saver.aget_tuple(config)
assert checkpoint.checkpoint["channel_values"] == {}
@pytest.mark.parametrize("saver_name", ["base", "pool", "pipe"])
async def test_delta_channel_chain_reconstruction(saver_name: str) -> None:
"""AsyncPostgresSaver reconstructs DeltaChannel chain via point-lookup traversal."""
pytest.importorskip(
"langgraph.channels.delta", reason="langgraph core not installed"
)
from typing import Annotated
from langchain_core.messages import AIMessage, HumanMessage
from langgraph.channels.delta import DeltaChannel
from langgraph.graph import START, StateGraph
from langgraph.graph.message import add_messages
from typing_extensions import TypedDict
class State(TypedDict):
messages: Annotated[list, DeltaChannel(add_messages)]
def respond(state: State) -> dict:
n = len(state["messages"])
return {"messages": [AIMessage(content=f"reply-{n}", id=f"ai-{n}")]}
builder = StateGraph(State)
builder.add_node("respond", respond)
builder.add_edge(START, "respond")
async with _saver(saver_name) as saver:
graph = builder.compile(checkpointer=saver)
config = {"configurable": {"thread_id": "diff-channel-test-1"}}
await graph.ainvoke({"messages": [HumanMessage(content="hi", id="h1")]}, config)
await graph.ainvoke(
{"messages": [HumanMessage(content="there", id="h2")]}, config
)
state = await graph.aget_state(config)
msgs = state.values["messages"]
assert len(msgs) == 4, f"expected 4, got {len(msgs)}: {msgs}"
assert msgs[0].content == "hi"
assert msgs[1].content == "reply-1"
assert msgs[2].content == "there"
assert msgs[3].content == "reply-3"
+10 -129
View File
@@ -240,7 +240,7 @@ wheels = [
[[package]]
name = "langchain-core"
version = "1.2.28"
version = "1.2.22"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "jsonpatch" },
@@ -252,14 +252,14 @@ dependencies = [
{ name = "typing-extensions" },
{ name = "uuid-utils" },
]
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[[package]]
name = "langgraph-checkpoint"
version = "4.0.2"
version = "4.0.1"
source = { editable = "../checkpoint" }
dependencies = [
{ name = "langchain-core" },
@@ -382,7 +382,7 @@ test = [
[[package]]
name = "langsmith"
version = "0.7.31"
version = "0.6.4"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "httpx" },
@@ -392,12 +392,11 @@ dependencies = [
{ name = "requests" },
{ name = "requests-toolbelt" },
{ name = "uuid-utils" },
{ name = "xxhash" },
{ name = "zstandard" },
]
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@@ -951,7 +950,7 @@ wheels = [
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version = "9.0.3"
version = "9.0.2"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "colorama", marker = "sys_platform == 'win32'" },
@@ -962,9 +961,9 @@ dependencies = [
{ name = "pygments" },
{ name = "tomli", marker = "python_full_version < '3.11'" },
]
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[[package]]
name = "zstandard"
version = "0.25.0"
-5
View File
@@ -2,11 +2,6 @@
Implementation of LangGraph CheckpointSaver that uses SQLite DB (both sync and async, via `aiosqlite`)
## Security
> [!IMPORTANT]
> Set `LANGGRAPH_STRICT_MSGPACK=true` or pass an explicit `allowed_msgpack_modules` list when creating your checkpointer. This restricts checkpoint deserialization to known-safe types, preventing code execution if the database is compromised. See the [langgraph-checkpoint README](https://github.com/langchain-ai/langgraph/tree/main/libs/checkpoint#serde) for details.
## Usage
```python
+10 -129
View File
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]
[[package]]
name = "zstandard"
version = "0.25.0"
-3
View File
@@ -26,9 +26,6 @@ You must pass these when invoking the graph as part of the configurable part of
`langgraph_checkpoint` also defines protocol for serialization/deserialization (serde) and provides an default implementation (`langgraph.checkpoint.serde.jsonplus.JsonPlusSerializer`) that handles a wide variety of types, including LangChain and LangGraph primitives, datetimes, enums and more.
> [!IMPORTANT]
> **Checkpoint deserialization security:** By default the serializer allows any Python type found in checkpoint data. New applications should set the environment variable `LANGGRAPH_STRICT_MSGPACK=true` or pass an explicit `allowed_msgpack_modules` list to `JsonPlusSerializer` to restrict deserialization to known-safe types.
### Pending writes
When a graph node fails mid-execution at a given superstep, LangGraph stores pending checkpoint writes from any other nodes that completed successfully at that superstep, so that whenever we resume graph execution from that superstep we don't re-run the successful nodes.
@@ -1,7 +1,6 @@
from __future__ import annotations
import copy
import dataclasses
import logging
from collections.abc import AsyncIterator, Collection, Iterator, Mapping, Sequence
from typing import ( # noqa: UP035
@@ -29,26 +28,6 @@ from langgraph.checkpoint.serde.types import (
V = TypeVar("V", int, float, str)
PendingWrite = tuple[str, str, Any]
@dataclasses.dataclass
class DeltaValue:
"""Returned by DeltaChannel.checkpoint(). Represents one step's writes."""
delta: list[Any]
prev_checkpoint_id: (
str | None
) # ID of checkpoint containing previous blob; None = chain root
@dataclasses.dataclass
class DeltaChainValue:
"""Passed to DeltaChannel.from_checkpoint(). Assembled by the pregel layer."""
base: list[Any] | None # starting accumulated value; None = start from empty
deltas: list[list[Any]] # per-step write-sets, ordered oldest → newest
logger = logging.getLogger(__name__)
@@ -478,42 +457,6 @@ class BaseCheckpointSaver(Generic[V]):
"""
raise NotImplementedError
def get_channel_blob(
self,
thread_id: str,
checkpoint_ns: str,
checkpoint_id: str,
channel: str,
) -> Any:
"""Look up a single channel blob by checkpoint ID + channel name.
Returns NotImplemented if this saver does not support efficient
per-channel-version blob lookup. The pregel layer will fall back to
get_tuple() traversal in that case.
Savers with a dedicated blob store (InMemorySaver, PostgresSaver)
should override this for O(1) performance.
"""
return NotImplemented
async def aget_channel_blob(
self,
thread_id: str,
checkpoint_ns: str,
checkpoint_id: str,
channel: str,
) -> Any:
"""Look up a single channel blob by checkpoint ID + channel name (async).
Returns NotImplemented if this saver does not support efficient
per-channel-version blob lookup. The pregel layer will fall back to
aget_tuple() traversal in that case.
Savers with a dedicated blob store (InMemorySaver, PostgresSaver)
should override this for O(1) performance.
"""
return NotImplemented
def get_next_version(self, current: V | None, channel: None) -> V:
"""Generate the next version ID for a channel.
@@ -126,46 +126,12 @@ class InMemorySaver(
channel_values: dict[str, Any] = {}
for k, v in versions.items():
kk = (thread_id, checkpoint_ns, k, v)
if kk not in self.blobs:
continue
vv = self.blobs[kk]
if vv[0] != "empty":
channel_values[k] = self.serde.loads_typed(vv)
if kk in self.blobs:
vv = self.blobs[kk]
if vv[0] != "empty":
channel_values[k] = self.serde.loads_typed(vv)
return channel_values
def get_channel_blob(
self,
thread_id: str,
checkpoint_ns: str,
checkpoint_id: str,
channel: str,
) -> Any:
"""Fast-path blob lookup: checkpoint → channel version → blob."""
ns_storage = self.storage.get(thread_id, {}).get(checkpoint_ns, {})
entry = ns_storage.get(checkpoint_id)
if entry is None:
return NotImplemented
checkpoint = self.serde.loads_typed(entry[0])
version = checkpoint["channel_versions"].get(channel)
if version is None:
return NotImplemented
kk = (thread_id, checkpoint_ns, channel, version)
if kk not in self.blobs:
return NotImplemented
vv = self.blobs[kk]
if vv[0] == "empty":
return NotImplemented
return self.serde.loads_typed(vv)
async def aget_channel_blob(
self,
thread_id: str,
checkpoint_ns: str,
checkpoint_id: str,
channel: str,
) -> Any:
return self.get_channel_blob(thread_id, checkpoint_ns, checkpoint_id, channel)
def get_tuple(self, config: RunnableConfig) -> CheckpointTuple | None:
"""Get a checkpoint tuple from the in-memory storage.
@@ -1,10 +1,3 @@
"""Msgpack deserialization safety controls.
Set ``LANGGRAPH_STRICT_MSGPACK=true`` to restrict checkpoint deserialization
to the types listed in ``SAFE_MSGPACK_TYPES``. Without this, any Python
callable stored in checkpoint data will be imported and executed on load.
"""
import os
from collections.abc import Iterable
from typing import cast
@@ -80,8 +73,6 @@ SAFE_MSGPACK_TYPES: frozenset[tuple[str, ...]] = frozenset(
("langgraph.types", "Overwrite"),
("langgraph.store.base", "Item"),
("langgraph.store.base", "GetOp"),
# DeltaChannel checkpoint value type
("langgraph.checkpoint.base", "DeltaValue"),
}
)
@@ -47,12 +47,6 @@ EMPTY_BYTES = b""
logger = logging.getLogger(__name__)
def _is_delta_value(obj: Any) -> bool:
from langgraph.checkpoint.base import DeltaValue # lazy import avoids circular dep
return isinstance(obj, DeltaValue)
class JsonPlusSerializer(SerializerProtocol):
"""Serializer that uses ormsgpack, with optional fallbacks.
@@ -62,10 +56,6 @@ class JsonPlusSerializer(SerializerProtocol):
class and called within the Pregel loop. It should not be used on untrusted
python objects. If an attacker can write directly to your checkpoint database,
they may be able to trigger code execution when data is deserialized.
Set the environment variable ``LANGGRAPH_STRICT_MSGPACK=true`` to restrict
deserialization to a built-in allowlist of safe types. You can also pass
an explicit ``allowed_msgpack_modules`` to the constructor.
"""
def __init__(
@@ -80,11 +70,8 @@ class JsonPlusSerializer(SerializerProtocol):
) -> None:
if allowed_msgpack_modules is _lg_msgpack._SENTINEL:
if _lg_msgpack.STRICT_MSGPACK_ENABLED:
# Strict: only SAFE_MSGPACK_TYPES are allowed.
allowed_msgpack_modules = None
else:
# Permissive (default): all types allowed with a warning.
# Set LANGGRAPH_STRICT_MSGPACK=true to lock this down.
allowed_msgpack_modules = True
self.pickle_fallback = pickle_fallback
self._allowed_json_modules: set[tuple[str, ...]] | Literal[True] | None = (
@@ -245,8 +232,6 @@ class JsonPlusSerializer(SerializerProtocol):
return "bytes", obj
elif isinstance(obj, bytearray):
return "bytearray", obj
elif _is_delta_value(obj):
return "delta", _msgpack_enc({"d": obj.delta, "c": obj.prev_checkpoint_id})
else:
try:
return "msgpack", _msgpack_enc(obj)
@@ -269,13 +254,6 @@ class JsonPlusSerializer(SerializerProtocol):
return ormsgpack.unpackb(
data_, ext_hook=self._unpack_ext_hook, option=ormsgpack.OPT_NON_STR_KEYS
)
elif type_ == "delta":
from langgraph.checkpoint.base import DeltaValue # lazy import
raw = ormsgpack.unpackb(
data_, ext_hook=self._unpack_ext_hook, option=ormsgpack.OPT_NON_STR_KEYS
)
return DeltaValue(delta=raw["d"], prev_checkpoint_id=raw.get("c"))
elif self.pickle_fallback and type_ == "pickle":
return pickle.loads(data_)
else:
@@ -552,8 +530,7 @@ def _create_msgpack_ext_hook(
logger.warning(
"Deserializing unregistered type %s.%s from checkpoint. "
"This will be blocked in a future version. "
"Set LANGGRAPH_STRICT_MSGPACK=true to block now, or add "
"to allowed_msgpack_modules to allow explicitly: [(%r, %r)]",
"Add to allowed_msgpack_modules to silence: [(%r, %r)]",
module,
name,
module,
+1 -1
View File
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
[project]
name = "langgraph-checkpoint"
version = "4.0.2"
version = "4.0.1"
description = "Library with base interfaces for LangGraph checkpoint savers."
authors = []
requires-python = ">=3.10"
-28
View File
@@ -983,31 +983,3 @@ def test_msgpack_nested_pydantic_serializes_as_dict(
# No blocking should occur - inner is serialized as dict, not ext
assert "blocked" not in caplog.text.lower()
assert result == obj
def test_delta_value_serde_round_trip() -> None:
from langgraph.checkpoint.base import DeltaValue
from langgraph.checkpoint.serde.jsonplus import JsonPlusSerializer
serde = JsonPlusSerializer()
original = DeltaValue(
delta=[{"type": "human", "content": "hi"}], prev_checkpoint_id="abc-123"
)
type_tag, blob = serde.dumps_typed(original)
assert type_tag == "delta"
loaded = serde.loads_typed((type_tag, blob))
assert isinstance(loaded, DeltaValue)
assert loaded.delta == original.delta
assert loaded.prev_checkpoint_id == "abc-123"
def test_delta_value_serde_chain_root() -> None:
from langgraph.checkpoint.base import DeltaValue
from langgraph.checkpoint.serde.jsonplus import JsonPlusSerializer
serde = JsonPlusSerializer()
original = DeltaValue(delta=[], prev_checkpoint_id=None)
type_tag, blob = serde.dumps_typed(original)
loaded = serde.loads_typed((type_tag, blob))
assert isinstance(loaded, DeltaValue)
assert loaded.prev_checkpoint_id is None
-33
View File
@@ -308,36 +308,3 @@ def test_memory_saver_with_allowlist_proxy_isolated() -> None:
assert direct is not None
expected = obj.model_dump() if hasattr(obj, "model_dump") else obj.dict()
assert direct.checkpoint["channel_values"]["foo"] == expected
class TestInMemorySaverDeltaChannel:
def test_get_channel_blob(self) -> None:
"""get_channel_blob returns the deserialized blob for a checkpoint+channel."""
from langgraph.checkpoint.base import DeltaValue, empty_checkpoint
saver = InMemorySaver()
serde = JsonPlusSerializer()
thread_id, ns, channel = "t1", "", "messages"
version = "00000000000000000000000000000001.0000000000000000"
delta = DeltaValue(delta=[{"content": "hi"}], prev_checkpoint_id=None)
saver.blobs[(thread_id, ns, channel, version)] = serde.dumps_typed(delta)
cp = empty_checkpoint()
cp["id"] = "cp1"
cp["channel_versions"][channel] = version
saver.storage[thread_id][ns] = {
"cp1": (serde.dumps_typed(cp), serde.dumps_typed({}), None)
}
result = saver.get_channel_blob(thread_id, ns, "cp1", channel)
assert isinstance(result, DeltaValue)
assert result.delta == [{"content": "hi"}]
assert result.prev_checkpoint_id is None
def test_get_channel_blob_missing(self) -> None:
"""get_channel_blob returns NotImplemented when checkpoint or channel not found."""
saver = InMemorySaver()
assert (
saver.get_channel_blob("t1", "", "no-such-cp", "messages") is NotImplemented
)
+10 -129
View File
@@ -267,7 +267,7 @@ wheels = [
[[package]]
name = "langchain-core"
version = "1.2.28"
version = "1.2.23"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "jsonpatch" },
@@ -279,14 +279,14 @@ dependencies = [
{ name = "typing-extensions" },
{ name = "uuid-utils" },
]
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[[package]]
name = "langgraph-checkpoint"
version = "4.0.2"
version = "4.0.1"
source = { editable = "." }
dependencies = [
{ name = "langchain-core" },
@@ -369,7 +369,7 @@ test = [
[[package]]
name = "langsmith"
version = "0.7.31"
version = "0.6.4"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "httpx" },
@@ -379,12 +379,11 @@ dependencies = [
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{ name = "requests-toolbelt" },
{ name = "uuid-utils" },
{ name = "xxhash" },
{ name = "zstandard" },
]
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@@ -1118,7 +1117,7 @@ wheels = [
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version = "9.0.2"
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@@ -1129,9 +1128,9 @@ dependencies = [
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]
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[[package]]
name = "zstandard"
version = "0.25.0"
+29 -8
View File
@@ -1086,6 +1086,11 @@
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integrity sha512-9aEbYZ3TbYMznPdcdr3SmIrLXwC/AKZXQeCf9Pgao5CKb8CyHuEX5jzWPTkvregvhRJHcpRO6BFoGW9ycaOkYw==
"@types/uuid@^10.0.0":
version "10.0.0"
resolved "https://registry.yarnpkg.com/@types/uuid/-/uuid-10.0.0.tgz#e9c07fe50da0f53dc24970cca94d619ff03f6f6d"
integrity sha512-7gqG38EyHgyP1S+7+xomFtL+ZNHcKv6DwNaCZmJmo1vgMugyF3TCnXVg4t1uk89mLNwnLtnY3TpOpCOyp1/xHQ==
"@types/yargs-parser@*":
version "21.0.3"
resolved "https://registry.yarnpkg.com/@types/yargs-parser/-/yargs-parser-21.0.3.tgz#815e30b786d2e8f0dcd85fd5bcf5e1a04d008f15"
@@ -1777,6 +1782,13 @@ concat-map@0.0.1:
resolved "https://registry.yarnpkg.com/concat-map/-/concat-map-0.0.1.tgz#d8a96bd77fd68df7793a73036a3ba0d5405d477b"
integrity sha512-/Srv4dswyQNBfohGpz9o6Yb3Gz3SrUDqBH5rTuhGR7ahtlbYKnVxw2bCFMRljaA7EXHaXZ8wsHdodFvbkhKmqg==
console-table-printer@^2.12.1:
version "2.15.0"
resolved "https://registry.yarnpkg.com/console-table-printer/-/console-table-printer-2.15.0.tgz#5c808204640b8f024d545bde8aabe5d344dfadc1"
integrity sha512-SrhBq4hYVjLCkBVOWaTzceJalvn5K1Zq5aQA6wXC/cYjI3frKWNPEMK3sZsJfNNQApvCQmgBcc13ZKmFj8qExw==
dependencies:
simple-wcswidth "^1.1.2"
convert-source-map@^2.0.0:
version "2.0.0"
resolved "https://registry.yarnpkg.com/convert-source-map/-/convert-source-map-2.0.0.tgz#4b560f649fc4e918dd0ab75cf4961e8bc882d82a"
@@ -3676,12 +3688,16 @@ keyv@^4.5.4:
json-buffer "3.0.1"
"langsmith@>=0.5.0 <1.0.0":
version "0.5.20"
resolved "https://registry.yarnpkg.com/langsmith/-/langsmith-0.5.20.tgz#4021847d2ccd5a86c5eb96060f9bb5f19f80eca5"
integrity sha512-ULhLM8RswvQDXufLtNtvclHrWCBx8Cb5UPI6lAZC+8Dq59iHsVPz/3Ac9khWNm1VIvChRsuykixD/WrmzuuA3Q==
version "0.5.4"
resolved "https://registry.yarnpkg.com/langsmith/-/langsmith-0.5.4.tgz#f75b82b08e30db72a7d1d595b341e9666bd525e5"
integrity sha512-qYkNIoKpf0ZYt+cYzrDV+XI3FCexApmZmp8EMs3eDTMv0OvrHMLoxJ9IpkeoXJSX24+GPk0/jXjKx2hWerpy9w==
dependencies:
p-queue "6.6.2"
uuid "10.0.0"
"@types/uuid" "^10.0.0"
chalk "^4.1.2"
console-table-printer "^2.12.1"
p-queue "^6.6.2"
semver "^7.6.3"
uuid "^10.0.0"
leven@^3.1.0:
version "3.1.0"
@@ -3991,7 +4007,7 @@ p-locate@^5.0.0:
dependencies:
p-limit "^3.0.2"
p-queue@6.6.2, p-queue@^6.6.2:
p-queue@^6.6.2:
version "6.6.2"
resolved "https://registry.yarnpkg.com/p-queue/-/p-queue-6.6.2.tgz#2068a9dcf8e67dd0ec3e7a2bcb76810faa85e426"
integrity sha512-RwFpb72c/BhQLEXIZ5K2e+AhgNVmIejGlTgiB9MzZ0e93GRvqZ7uSi0dvRF7/XIXDeNkra2fNHBxTyPDGySpjQ==
@@ -4287,7 +4303,7 @@ semver@^6.3.1:
resolved "https://registry.yarnpkg.com/semver/-/semver-6.3.1.tgz#556d2ef8689146e46dcea4bfdd095f3434dffcb4"
integrity sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==
semver@^7.5.3, semver@^7.5.4, semver@^7.7.2, semver@^7.7.3:
semver@^7.5.3, semver@^7.5.4, semver@^7.6.3, semver@^7.7.2, semver@^7.7.3:
version "7.7.4"
resolved "https://registry.yarnpkg.com/semver/-/semver-7.7.4.tgz#28464e36060e991fa7a11d0279d2d3f3b57a7e8a"
integrity sha512-vFKC2IEtQnVhpT78h1Yp8wzwrf8CM+MzKMHGJZfBtzhZNycRFnXsHk6E5TxIkkMsgNS7mdX3AGB7x2QM2di4lA==
@@ -4395,6 +4411,11 @@ signal-exit@^4.0.1:
resolved "https://registry.yarnpkg.com/signal-exit/-/signal-exit-4.1.0.tgz#952188c1cbd546070e2dd20d0f41c0ae0530cb04"
integrity sha512-bzyZ1e88w9O1iNJbKnOlvYTrWPDl46O1bG0D3XInv+9tkPrxrN8jUUTiFlDkkmKWgn1M6CfIA13SuGqOa9Korw==
simple-wcswidth@^1.1.2:
version "1.1.2"
resolved "https://registry.yarnpkg.com/simple-wcswidth/-/simple-wcswidth-1.1.2.tgz#66722f37629d5203f9b47c5477b1225b85d6525b"
integrity sha512-j7piyCjAeTDSjzTSQ7DokZtMNwNlEAyxqSZeCS+CXH7fJ4jx3FuJ/mTW3mE+6JLs4VJBbcll0Kjn+KXI5t21Iw==
slash@^3.0.0:
version "3.0.0"
resolved "https://registry.yarnpkg.com/slash/-/slash-3.0.0.tgz#6539be870c165adbd5240220dbe361f1bc4d4634"
@@ -4849,7 +4870,7 @@ uri-js@^4.2.2:
dependencies:
punycode "^2.1.0"
uuid@10.0.0, uuid@^10.0.0:
uuid@^10.0.0:
version "10.0.0"
resolved "https://registry.yarnpkg.com/uuid/-/uuid-10.0.0.tgz#5a95aa454e6e002725c79055fd42aaba30ca6294"
integrity sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==
+72 -7
View File
@@ -217,6 +217,11 @@
resolved "https://registry.yarnpkg.com/@types/json5/-/json5-0.0.29.tgz#ee28707ae94e11d2b827bcbe5270bcea7f3e71ee"
integrity sha512-dRLjCWHYg4oaA77cxO64oO+7JwCwnIzkZPdrrC71jQmQtlhM556pwKo5bUzqvZndkVbeFLIIi+9TC40JNF5hNQ==
"@types/uuid@^10.0.0":
version "10.0.0"
resolved "https://registry.yarnpkg.com/@types/uuid/-/uuid-10.0.0.tgz#e9c07fe50da0f53dc24970cca94d619ff03f6f6d"
integrity sha512-7gqG38EyHgyP1S+7+xomFtL+ZNHcKv6DwNaCZmJmo1vgMugyF3TCnXVg4t1uk89mLNwnLtnY3TpOpCOyp1/xHQ==
"@typescript-eslint/eslint-plugin@^8.58.0":
version "8.58.0"
resolved "https://registry.yarnpkg.com/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.58.0.tgz#ad40e492f1931f46da1bd888e52b9e56df9063aa"
@@ -338,6 +343,13 @@ ajv@^6.14.0:
json-schema-traverse "^0.4.1"
uri-js "^4.2.2"
ansi-styles@^4.1.0:
version "4.3.0"
resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-4.3.0.tgz#edd803628ae71c04c85ae7a0906edad34b648937"
integrity sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==
dependencies:
color-convert "^2.0.1"
ansi-styles@^5.0.0:
version "5.2.0"
resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-5.2.0.tgz#07449690ad45777d1924ac2abb2fc8895dba836b"
@@ -496,11 +508,38 @@ camelcase@6:
resolved "https://registry.yarnpkg.com/camelcase/-/camelcase-6.3.0.tgz#5685b95eb209ac9c0c177467778c9c84df58ba9a"
integrity sha512-Gmy6FhYlCY7uOElZUSbxo2UCDH8owEk996gkbrpsgGtrJLM3J7jGxl9Ic7Qwwj4ivOE5AWZWRMecDdF7hqGjFA==
chalk@^4.1.2:
version "4.1.2"
resolved "https://registry.yarnpkg.com/chalk/-/chalk-4.1.2.tgz#aac4e2b7734a740867aeb16bf02aad556a1e7a01"
integrity sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA==
dependencies:
ansi-styles "^4.1.0"
supports-color "^7.1.0"
color-convert@^2.0.1:
version "2.0.1"
resolved "https://registry.yarnpkg.com/color-convert/-/color-convert-2.0.1.tgz#72d3a68d598c9bdb3af2ad1e84f21d896abd4de3"
integrity sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==
dependencies:
color-name "~1.1.4"
color-name@~1.1.4:
version "1.1.4"
resolved "https://registry.yarnpkg.com/color-name/-/color-name-1.1.4.tgz#c2a09a87acbde69543de6f63fa3995c826c536a2"
integrity sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==
concat-map@0.0.1:
version "0.0.1"
resolved "https://registry.yarnpkg.com/concat-map/-/concat-map-0.0.1.tgz#d8a96bd77fd68df7793a73036a3ba0d5405d477b"
integrity sha512-/Srv4dswyQNBfohGpz9o6Yb3Gz3SrUDqBH5rTuhGR7ahtlbYKnVxw2bCFMRljaA7EXHaXZ8wsHdodFvbkhKmqg==
console-table-printer@^2.12.1:
version "2.14.6"
resolved "https://registry.yarnpkg.com/console-table-printer/-/console-table-printer-2.14.6.tgz#edfe0bf311fa2701922ed509443145ab51e06436"
integrity sha512-MCBl5HNVaFuuHW6FGbL/4fB7N/ormCy+tQ+sxTrF6QtSbSNETvPuOVbkJBhzDgYhvjWGrTma4eYJa37ZuoQsPw==
dependencies:
simple-wcswidth "^1.0.1"
cross-spawn@^7.0.6:
version "7.0.6"
resolved "https://registry.yarnpkg.com/cross-spawn/-/cross-spawn-7.0.6.tgz#8a58fe78f00dcd70c370451759dfbfaf03e8ee9f"
@@ -1020,6 +1059,11 @@ has-bigints@^1.0.2:
resolved "https://registry.yarnpkg.com/has-bigints/-/has-bigints-1.1.0.tgz#28607e965ac967e03cd2a2c70a2636a1edad49fe"
integrity sha512-R3pbpkcIqv2Pm3dUwgjclDRVmWpTJW2DcMzcIhEXEx1oh/CEMObMm3KLmRJOdvhM7o4uQBnwr8pzRK2sJWIqfg==
has-flag@^4.0.0:
version "4.0.0"
resolved "https://registry.yarnpkg.com/has-flag/-/has-flag-4.0.0.tgz#944771fd9c81c81265c4d6941860da06bb59479b"
integrity sha512-EykJT/Q1KjTWctppgIAgfSO0tKVuZUjhgMr17kqTumMl6Afv3EISleU7qZUzoXDFTAHTDC4NOoG/ZxU3EvlMPQ==
has-property-descriptors@^1.0.0, has-property-descriptors@^1.0.2:
version "1.0.2"
resolved "https://registry.yarnpkg.com/has-property-descriptors/-/has-property-descriptors-1.0.2.tgz#963ed7d071dc7bf5f084c5bfbe0d1b6222586854"
@@ -1328,12 +1372,16 @@ keyv@^4.5.4:
json-buffer "3.0.1"
"langsmith@>=0.5.0 <1.0.0":
version "0.5.20"
resolved "https://registry.yarnpkg.com/langsmith/-/langsmith-0.5.20.tgz#4021847d2ccd5a86c5eb96060f9bb5f19f80eca5"
integrity sha512-ULhLM8RswvQDXufLtNtvclHrWCBx8Cb5UPI6lAZC+8Dq59iHsVPz/3Ac9khWNm1VIvChRsuykixD/WrmzuuA3Q==
version "0.5.4"
resolved "https://registry.yarnpkg.com/langsmith/-/langsmith-0.5.4.tgz#f75b82b08e30db72a7d1d595b341e9666bd525e5"
integrity sha512-qYkNIoKpf0ZYt+cYzrDV+XI3FCexApmZmp8EMs3eDTMv0OvrHMLoxJ9IpkeoXJSX24+GPk0/jXjKx2hWerpy9w==
dependencies:
p-queue "6.6.2"
uuid "10.0.0"
"@types/uuid" "^10.0.0"
chalk "^4.1.2"
console-table-printer "^2.12.1"
p-queue "^6.6.2"
semver "^7.6.3"
uuid "^10.0.0"
levn@^0.4.1:
version "0.4.1"
@@ -1480,7 +1528,7 @@ p-locate@^5.0.0:
dependencies:
p-limit "^3.0.2"
p-queue@6.6.2, p-queue@^6.6.2:
p-queue@^6.6.2:
version "6.6.2"
resolved "https://registry.yarnpkg.com/p-queue/-/p-queue-6.6.2.tgz#2068a9dcf8e67dd0ec3e7a2bcb76810faa85e426"
integrity sha512-RwFpb72c/BhQLEXIZ5K2e+AhgNVmIejGlTgiB9MzZ0e93GRvqZ7uSi0dvRF7/XIXDeNkra2fNHBxTyPDGySpjQ==
@@ -1642,6 +1690,11 @@ semver@^6.3.1:
resolved "https://registry.yarnpkg.com/semver/-/semver-6.3.1.tgz#556d2ef8689146e46dcea4bfdd095f3434dffcb4"
integrity sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==
semver@^7.6.3:
version "7.7.2"
resolved "https://registry.yarnpkg.com/semver/-/semver-7.7.2.tgz#67d99fdcd35cec21e6f8b87a7fd515a33f982b58"
integrity sha512-RF0Fw+rO5AMf9MAyaRXI4AV0Ulj5lMHqVxxdSgiVbixSCXoEmmX/jk0CuJw4+3SqroYO9VoUh+HcuJivvtJemA==
semver@^7.7.3:
version "7.7.4"
resolved "https://registry.yarnpkg.com/semver/-/semver-7.7.4.tgz#28464e36060e991fa7a11d0279d2d3f3b57a7e8a"
@@ -1730,6 +1783,11 @@ side-channel@^1.1.0:
side-channel-map "^1.0.1"
side-channel-weakmap "^1.0.2"
simple-wcswidth@^1.0.1:
version "1.1.2"
resolved "https://registry.yarnpkg.com/simple-wcswidth/-/simple-wcswidth-1.1.2.tgz#66722f37629d5203f9b47c5477b1225b85d6525b"
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stop-iteration-iterator@^1.1.0:
version "1.1.0"
resolved "https://registry.yarnpkg.com/stop-iteration-iterator/-/stop-iteration-iterator-1.1.0.tgz#f481ff70a548f6124d0312c3aa14cbfa7aa542ad"
@@ -1780,6 +1838,13 @@ strip-json-comments@^3.1.1:
resolved "https://registry.yarnpkg.com/strip-json-comments/-/strip-json-comments-3.1.1.tgz#31f1281b3832630434831c310c01cccda8cbe006"
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supports-color@^7.1.0:
version "7.2.0"
resolved "https://registry.yarnpkg.com/supports-color/-/supports-color-7.2.0.tgz#1b7dcdcb32b8138801b3e478ba6a51caa89648da"
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dependencies:
has-flag "^4.0.0"
supports-preserve-symlinks-flag@^1.0.0:
version "1.0.0"
resolved "https://registry.yarnpkg.com/supports-preserve-symlinks-flag/-/supports-preserve-symlinks-flag-1.0.0.tgz#6eda4bd344a3c94aea376d4cc31bc77311039e09"
@@ -1901,7 +1966,7 @@ uri-js@^4.2.2:
dependencies:
punycode "^2.1.0"
uuid@10.0.0, uuid@^10.0.0:
uuid@^10.0.0:
version "10.0.0"
resolved "https://registry.yarnpkg.com/uuid/-/uuid-10.0.0.tgz#5a95aa454e6e002725c79055fd42aaba30ca6294"
integrity sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==
+1 -1
View File
@@ -1 +1 @@
__version__ = "0.4.22"
__version__ = "0.4.21"
+3 -10
View File
@@ -26,15 +26,8 @@ class LogData(TypedDict):
params: dict[str, Any]
def get_anonymized_params(
kwargs: dict[str, Any], *, cli_command: str
) -> dict[str, bool | str]:
params: dict[str, bool | str] = {}
if cli_command == "deploy" and (
analytics_source := os.getenv("LANGGRAPH_CLI_ANALYTICS_SOURCE")
):
params["source"] = analytics_source
def get_anonymized_params(kwargs: dict[str, Any]) -> dict[str, bool]:
params = {}
# anonymize params with values
if config := kwargs.get("config"):
@@ -95,7 +88,7 @@ def log_command(func):
"python_version": platform.python_version(),
"cli_version": __version__,
"cli_command": func.__name__,
"params": get_anonymized_params(kwargs, cli_command=func.__name__),
"params": get_anonymized_params(kwargs),
}
background_thread = threading.Thread(target=log_data, args=(data,))
+6 -6
View File
@@ -215,7 +215,7 @@ wheels = [
[[package]]
name = "langchain-core"
version = "1.2.28"
version = "1.2.27"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "jsonpatch" },
@@ -227,9 +227,9 @@ dependencies = [
{ name = "typing-extensions" },
{ name = "uuid-utils" },
]
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]
[[package]]
@@ -290,7 +290,7 @@ wheels = [
[[package]]
name = "langsmith"
version = "0.7.31"
version = "0.7.26"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "httpx" },
@@ -303,9 +303,9 @@ dependencies = [
{ name = "xxhash" },
{ name = "zstandard" },
]
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wheels = [
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[[package]]
+6 -6
View File
@@ -191,7 +191,7 @@ wheels = [
[[package]]
name = "langchain-core"
version = "1.2.28"
version = "1.2.27"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "jsonpatch" },
@@ -203,9 +203,9 @@ dependencies = [
{ name = "typing-extensions" },
{ name = "uuid-utils" },
]
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[[package]]
+12 -48
View File
@@ -1,7 +1,7 @@
from __future__ import annotations
from collections import ChainMap
from collections.abc import Sequence
from collections.abc import Mapping, Sequence
from os import getenv
from typing import Any, cast
@@ -217,16 +217,14 @@ def get_callback_manager_for_config(
callbacks.add_tags(all_tags)
if metadata := config.get("metadata"):
callbacks.add_metadata(metadata)
manager = callbacks
return callbacks
else:
# otherwise create a new manager
manager = CallbackManager.configure(
return CallbackManager.configure(
inheritable_callbacks=config.get("callbacks"),
inheritable_tags=all_tags,
inheritable_metadata=config.get("metadata"),
langsmith_inheritable_metadata=_get_tracing_metadata_defaults(config),
)
return manager
def get_async_callback_manager_for_config(
@@ -257,16 +255,14 @@ def get_async_callback_manager_for_config(
callbacks.add_tags(all_tags)
if metadata := config.get("metadata"):
callbacks.add_metadata(metadata)
manager = callbacks
return callbacks
else:
# otherwise create a new manager
manager = AsyncCallbackManager.configure(
return AsyncCallbackManager.configure(
inheritable_callbacks=config.get("callbacks"),
inheritable_tags=all_tags,
inheritable_metadata=config.get("metadata"),
langsmith_inheritable_metadata=_get_tracing_metadata_defaults(config),
)
return manager
def _is_not_empty(value: Any) -> bool:
@@ -312,54 +308,22 @@ def ensure_config(*configs: RunnableConfig | None) -> RunnableConfig:
for k, v in config.items():
if _is_not_empty(v) and k not in CONFIG_KEYS:
empty[CONF][k] = v
configurable = empty.get("configurable")
metadata = empty.get("metadata")
if configurable and metadata is not None:
for key in _PROPAGATE_TO_METADATA:
if key in metadata:
continue
value = configurable.get(key)
if value:
metadata[key] = value
_empty_metadata = empty["metadata"]
for key, value in empty[CONF].items():
if _exclude_as_metadata(key, value, _empty_metadata):
continue
_empty_metadata[key] = value
return empty
_OMIT = ("key", "token", "secret", "password", "auth")
def _exclude_as_metadata(key: str, value: Any) -> bool:
def _exclude_as_metadata(key: str, value: Any, metadata: Mapping[str, Any]) -> bool:
key_lower = key.casefold()
return (
key.startswith("__")
or not isinstance(value, (str, int, float, bool))
or key in metadata
or any(substr in key_lower for substr in _OMIT)
)
def _get_tracing_metadata_defaults(
config: RunnableConfig,
) -> dict[str, Any] | None:
"""Get tracer-only metadata defaults from configurable values."""
configurable = config.get("configurable")
if not configurable:
return None
metadata: dict[str, Any] = {}
for key, value in configurable.items():
if _exclude_as_metadata(key, value):
continue
metadata[key] = value
return metadata or None
_PROPAGATE_TO_METADATA = frozenset(
(
"thread_id",
"checkpoint_id",
"checkpoint_ns",
"task_id",
"run_id",
"assistant_id",
"graph_id",
)
)
-412
View File
@@ -1,412 +0,0 @@
"""Graph lifecycle callback interfaces and event payloads.
This module defines the public callback surface for observing LangGraph-specific
lifecycle transitions such as interrupt and resume.
"""
from __future__ import annotations
from collections.abc import Sequence
from dataclasses import dataclass
from typing import Any, Literal, TypeAlias, TypeVar
from uuid import UUID
from langchain_core.callbacks import BaseCallbackHandler, BaseCallbackManager
from langchain_core.callbacks.manager import ahandle_event, handle_event
from langchain_core.runnables import RunnableConfig
from langgraph.types import Interrupt
__all__ = (
"GraphCallbackHandler",
"GraphInterruptEvent",
"GraphLifecycleEvent",
"GraphLifecycleStatus",
"GraphResumeEvent",
"get_async_graph_callback_manager_for_config",
"get_sync_graph_callback_manager_for_config",
)
GraphLifecycleStatus: TypeAlias = Literal[
"input",
"pending",
"done",
"interrupt_before",
"interrupt_after",
"out_of_steps",
]
"""Allowed lifecycle statuses reported in graph lifecycle callback events."""
@dataclass(frozen=True)
class GraphInterruptEvent:
"""Graph lifecycle event emitted when execution pauses for interrupts."""
run_id: UUID | None
"""Run id for the current graph execution, if available."""
status: GraphLifecycleStatus
"""Loop status when the interrupt was captured."""
checkpoint_id: str
"""Checkpoint id associated with the interrupted execution."""
checkpoint_ns: tuple[str, ...]
"""Checkpoint namespace path for the current graph or subgraph."""
interrupts: tuple[Interrupt, ...]
"""Interrupt payloads that caused the graph to pause."""
@dataclass(frozen=True)
class GraphResumeEvent:
"""Graph lifecycle event emitted when execution resumes from a checkpoint."""
run_id: UUID | None
"""Run id for the current graph execution, if available."""
status: GraphLifecycleStatus
"""Loop status when the resume was captured."""
checkpoint_id: str
"""Checkpoint id the graph resumed from."""
checkpoint_ns: tuple[str, ...]
"""Checkpoint namespace path for the current graph or subgraph."""
GraphLifecycleEvent: TypeAlias = GraphInterruptEvent | GraphResumeEvent
"""Union of all public graph lifecycle callback event payloads.
Use this alias when a callback or helper can receive either interrupt or resume
lifecycle events.
"""
class GraphCallbackHandler(BaseCallbackHandler):
"""Base class for graph-level lifecycle callbacks.
Subclass this handler to observe graph lifecycle transitions that are
specific to LangGraph execution, rather than generic LangChain runnable
callbacks.
Instances can be passed through `config["callbacks"]` when invoking a
graph. Only handlers that inherit from `GraphCallbackHandler` receive these
lifecycle events.
"""
def on_interrupt(self, event: GraphInterruptEvent) -> Any:
"""Run when graph execution pauses due to one or more interrupts.
Args:
event: Interrupt lifecycle event payload.
"""
def on_resume(self, event: GraphResumeEvent) -> Any:
"""Run when graph execution resumes from a persisted checkpoint.
Args:
event: Resume lifecycle event payload.
"""
_MISSING = object()
def _filter_graph_handlers(
handlers: list[BaseCallbackHandler],
) -> list[GraphCallbackHandler]:
return [h for h in handlers if isinstance(h, GraphCallbackHandler)]
def _init_base_manager(
manager: BaseCallbackManager,
handlers: Sequence[GraphCallbackHandler] | None,
inheritable_handlers: Sequence[GraphCallbackHandler] | None,
parent_run_id: UUID | None,
*,
tags: list[str] | None,
inheritable_tags: list[str] | None,
metadata: dict[str, Any] | None,
inheritable_metadata: dict[str, Any] | None,
run_id: UUID | None,
) -> None:
base_handlers: list[BaseCallbackHandler] = []
base_inheritable_handlers: list[BaseCallbackHandler] = []
if handlers is not None:
base_handlers.extend(handlers)
if inheritable_handlers is not None:
base_inheritable_handlers.extend(inheritable_handlers)
BaseCallbackManager.__init__(
manager,
handlers=base_handlers,
inheritable_handlers=base_inheritable_handlers,
parent_run_id=parent_run_id,
tags=tags,
inheritable_tags=inheritable_tags,
metadata=metadata,
inheritable_metadata=inheritable_metadata,
)
manager.run_id = run_id # type: ignore[attr-defined]
def _configure_graph_callbacks(
cls: type[_GraphManagerT],
callbacks: object | None,
*,
run_id: UUID | None,
) -> _GraphManagerT:
if callbacks is None:
return cls(run_id=run_id)
if isinstance(callbacks, cls):
return callbacks.copy(run_id=run_id)
if isinstance(callbacks, (_GraphCallbackManager, _AsyncGraphCallbackManager)):
# Cross-type: extract handlers into the requested cls.
return cls(
handlers=_filter_graph_handlers(callbacks.handlers),
inheritable_handlers=_filter_graph_handlers(callbacks.inheritable_handlers),
parent_run_id=callbacks.parent_run_id,
tags=callbacks.tags.copy(),
inheritable_tags=callbacks.inheritable_tags.copy(),
metadata=callbacks.metadata.copy(),
inheritable_metadata=callbacks.inheritable_metadata.copy(),
run_id=run_id,
)
if isinstance(callbacks, BaseCallbackManager):
return cls(
handlers=_filter_graph_handlers(callbacks.handlers),
inheritable_handlers=_filter_graph_handlers(callbacks.inheritable_handlers),
parent_run_id=callbacks.parent_run_id,
tags=callbacks.tags.copy(),
inheritable_tags=callbacks.inheritable_tags.copy(),
metadata=callbacks.metadata.copy(),
inheritable_metadata=callbacks.inheritable_metadata.copy(),
run_id=run_id,
)
if isinstance(callbacks, GraphCallbackHandler):
return cls((callbacks,), run_id=run_id)
if isinstance(callbacks, (str, bytes)) or not isinstance(callbacks, Sequence):
raise TypeError("callbacks must be a handler, sequence, or manager")
return cls(_filter_graph_handlers(list(callbacks)), run_id=run_id)
def _copy_graph_manager(
manager: _GraphCallbackManager | _AsyncGraphCallbackManager,
cls: type[_GraphManagerT],
run_id: UUID | None | object,
) -> _GraphManagerT:
resolved_run_id: UUID | None
if run_id is _MISSING:
resolved_run_id = manager.run_id
else:
if run_id is not None and not isinstance(run_id, UUID):
raise TypeError("run_id must be a UUID or None")
resolved_run_id = run_id
return cls(
handlers=_filter_graph_handlers(manager.handlers),
inheritable_handlers=_filter_graph_handlers(manager.inheritable_handlers),
parent_run_id=manager.parent_run_id,
tags=manager.tags.copy(),
inheritable_tags=manager.inheritable_tags.copy(),
metadata=manager.metadata.copy(),
inheritable_metadata=manager.inheritable_metadata.copy(),
run_id=resolved_run_id,
)
class _GraphCallbackManager(BaseCallbackManager):
"""Sync dispatcher for graph lifecycle events."""
run_id: UUID | None
def __init__(
self,
handlers: Sequence[GraphCallbackHandler] | None = None,
inheritable_handlers: Sequence[GraphCallbackHandler] | None = None,
parent_run_id: UUID | None = None,
*,
tags: list[str] | None = None,
inheritable_tags: list[str] | None = None,
metadata: dict[str, Any] | None = None,
inheritable_metadata: dict[str, Any] | None = None,
run_id: UUID | None = None,
) -> None:
_init_base_manager(
self,
handlers,
inheritable_handlers,
parent_run_id,
tags=tags,
inheritable_tags=inheritable_tags,
metadata=metadata,
inheritable_metadata=inheritable_metadata,
run_id=run_id,
)
def add_handler(
self,
handler: BaseCallbackHandler,
inherit: bool = True, # noqa: FBT001,FBT002
) -> None:
if not isinstance(handler, GraphCallbackHandler):
raise TypeError("handlers must inherit GraphCallbackHandler")
super().add_handler(handler, inherit=inherit)
def copy(
self,
*,
run_id: UUID | None | object = _MISSING,
) -> _GraphCallbackManager:
return _copy_graph_manager(self, _GraphCallbackManager, run_id)
@classmethod
def configure(
cls,
callbacks: object | None = None,
*,
run_id: UUID | None = None,
) -> _GraphCallbackManager:
return _configure_graph_callbacks(cls, callbacks, run_id=run_id)
def on_interrupt(self, event: GraphInterruptEvent) -> None:
handle_event(
self.handlers,
"on_interrupt",
None,
event,
)
def on_resume(self, event: GraphResumeEvent) -> None:
handle_event(
self.handlers,
"on_resume",
None,
event,
)
class _AsyncGraphCallbackManager(BaseCallbackManager):
"""Async dispatcher for graph lifecycle events."""
run_id: UUID | None
@property
def is_async(self) -> bool:
"""Return whether the manager is async."""
return True
def __init__(
self,
handlers: Sequence[GraphCallbackHandler] | None = None,
inheritable_handlers: Sequence[GraphCallbackHandler] | None = None,
parent_run_id: UUID | None = None,
*,
tags: list[str] | None = None,
inheritable_tags: list[str] | None = None,
metadata: dict[str, Any] | None = None,
inheritable_metadata: dict[str, Any] | None = None,
run_id: UUID | None = None,
) -> None:
_init_base_manager(
self,
handlers,
inheritable_handlers,
parent_run_id,
tags=tags,
inheritable_tags=inheritable_tags,
metadata=metadata,
inheritable_metadata=inheritable_metadata,
run_id=run_id,
)
def add_handler(
self,
handler: BaseCallbackHandler,
inherit: bool = True, # noqa: FBT001,FBT002
) -> None:
if not isinstance(handler, GraphCallbackHandler):
raise TypeError("handlers must inherit GraphCallbackHandler")
super().add_handler(handler, inherit=inherit)
def copy(
self,
*,
run_id: UUID | None | object = _MISSING,
) -> _AsyncGraphCallbackManager:
return _copy_graph_manager(self, _AsyncGraphCallbackManager, run_id)
@classmethod
def configure(
cls,
callbacks: object | None = None,
*,
run_id: UUID | None = None,
) -> _AsyncGraphCallbackManager:
return _configure_graph_callbacks(cls, callbacks, run_id=run_id)
async def on_interrupt(self, event: GraphInterruptEvent) -> None:
await ahandle_event(
self.handlers,
"on_interrupt",
None,
event,
)
async def on_resume(self, event: GraphResumeEvent) -> None:
await ahandle_event(
self.handlers,
"on_resume",
None,
event,
)
_GraphManagerT = TypeVar(
"_GraphManagerT", _GraphCallbackManager, _AsyncGraphCallbackManager
)
GraphCallbacks: TypeAlias = (
_GraphCallbackManager
| _AsyncGraphCallbackManager
| BaseCallbackManager
| GraphCallbackHandler
| Sequence[BaseCallbackHandler]
| Sequence[GraphCallbackHandler]
| None
)
def get_sync_graph_callback_manager_for_config(
config: RunnableConfig,
*,
run_id: UUID | None = None,
) -> _GraphCallbackManager:
"""Build a sync graph lifecycle callback manager from a runnable config.
This helper filters `config["callbacks"]` down to handlers that inherit
from `GraphCallbackHandler` and binds the provided `run_id` onto the
returned manager.
"""
return _GraphCallbackManager.configure(
config.get("callbacks"),
run_id=run_id,
)
def get_async_graph_callback_manager_for_config(
config: RunnableConfig,
*,
run_id: UUID | None = None,
) -> _AsyncGraphCallbackManager:
"""Build an async graph lifecycle callback manager from a runnable config.
This helper filters `config["callbacks"]` down to handlers that inherit
from `GraphCallbackHandler` and binds the provided `run_id` onto the
returned manager.
"""
return _AsyncGraphCallbackManager.configure(
config.get("callbacks"),
run_id=run_id,
)
@@ -1,7 +1,6 @@
from langgraph.channels.any_value import AnyValue
from langgraph.channels.base import BaseChannel
from langgraph.channels.binop import BinaryOperatorAggregate
from langgraph.channels.delta import DeltaChannel
from langgraph.channels.ephemeral_value import EphemeralValue
from langgraph.channels.last_value import LastValue, LastValueAfterFinish
from langgraph.channels.named_barrier_value import (
@@ -21,7 +20,6 @@ __all__ = (
"UntrackedValue",
"EphemeralValue",
"BinaryOperatorAggregate",
"DeltaChannel",
"NamedBarrierValue",
"NamedBarrierValueAfterFinish",
# topics
@@ -119,12 +119,3 @@ class BaseChannel(Generic[Value, Update, Checkpoint], ABC):
Returns `True` if the channel was updated, `False` otherwise.
"""
return False
def after_checkpoint(self, version: Any, checkpoint_id: str | None = None) -> None:
"""Called after checkpoint() with the assigned version, and after
from_checkpoint() with the current channel version.
No-op by default. Override in channels that track their own version
for incremental checkpointing (e.g. DeltaChannel).
"""
pass
-206
View File
@@ -1,206 +0,0 @@
from __future__ import annotations
import collections.abc
from collections.abc import Callable, Sequence
from typing import Any, Generic
from langgraph.checkpoint.base import DeltaChainValue, DeltaValue
from typing_extensions import Self
from langgraph._internal._typing import MISSING
from langgraph.channels.base import BaseChannel, Value
from langgraph.channels.binop import _get_overwrite, _strip_extras
from langgraph.errors import EmptyChannelError
__all__ = ("DeltaChannel",)
class DeltaChannel(Generic[Value], BaseChannel[list[Value], Value, DeltaValue]):
"""A channel that stores only per-step write deltas in checkpoints.
Reconstructs the full accumulated list at load time by replaying the
chain of deltas through the operator. Use with append-style reducers
(e.g. `add_messages`) on long-running threads to reduce checkpoint
storage from O() to O(N).
Works with all checkpointers. Savers with a dedicated blob store
(InMemorySaver, PostgresSaver) use an O(1) fast-path per chain step;
all others (SQLite, MongoDB, etc.) fall back to get_tuple traversal.
Use `snapshot_every=N` to cap chain traversal depth at N steps. Every N
steps a full snapshot is written as the chain root; subsequent deltas
chain back to it, so `get_state` / reload never traverses more than N
checkpoints regardless of thread length. Recommended for savers without
a dedicated blob store.
Usage::
class State(TypedDict):
messages: Annotated[list[AnyMessage], DeltaChannel(add_messages)]
# Cap reconstruction depth (recommended for SQLite / MongoDB savers):
messages: Annotated[list[AnyMessage], DeltaChannel(add_messages, snapshot_every=50)]
"""
__slots__ = (
"value",
"operator",
"snapshot_every",
"_pending",
"_base_version",
"_last_checkpoint_id",
"_overwritten",
"_steps_since_snapshot",
)
def __init__(
self,
operator: Callable[[list[Value], Any], list[Value]],
typ: type = list,
*,
snapshot_every: int | None = None,
) -> None:
typ = _strip_extras(typ)
if typ in (
collections.abc.Sequence,
collections.abc.MutableSequence,
):
typ = list
super().__init__(typ)
self.operator = operator
self.snapshot_every = snapshot_every
try:
self.value: list[Value] = typ()
except Exception:
self.value = []
self._pending: list[Any] = []
self._base_version: str | None = None
self._last_checkpoint_id: str | None = None
self._overwritten: bool = False
self._steps_since_snapshot: int = 0
def __eq__(self, other: object) -> bool:
if not isinstance(other, DeltaChannel):
return False
if self.snapshot_every != other.snapshot_every:
return False
if (
self.operator.__name__ != "<lambda>"
and other.operator.__name__ != "<lambda>"
):
return self.operator is other.operator
return True
@property
def ValueType(self) -> Any:
return list[self.typ] # type: ignore[name-defined]
@property
def UpdateType(self) -> Any:
return self.typ | list[self.typ] # type: ignore[name-defined]
def copy(self) -> Self:
new = DeltaChannel(self.operator, self.typ, snapshot_every=self.snapshot_every)
new.key = self.key
new.value = self.value[:]
new._pending = self._pending[:]
new._base_version = self._base_version
new._last_checkpoint_id = self._last_checkpoint_id
new._overwritten = self._overwritten
new._steps_since_snapshot = self._steps_since_snapshot
return new
def from_checkpoint(self, checkpoint: Any) -> Self:
new = DeltaChannel(self.operator, self.typ, snapshot_every=self.snapshot_every)
new.key = self.key
if checkpoint is MISSING:
new.value = []
elif isinstance(checkpoint, DeltaChainValue):
accumulated: list[Value] = list(checkpoint.base) if checkpoint.base else []
for step_writes in checkpoint.deltas:
for write in step_writes:
accumulated = new.operator(accumulated, write)
new.value = accumulated
# Seed the counter from actual chain depth so rehydration fires at
# the right time regardless of how many prior invocations there were.
new._steps_since_snapshot = len(checkpoint.deltas)
elif isinstance(checkpoint, DeltaValue):
# Should never reach here — the pregel layer assembles DeltaValues
# into DeltaChainValue before calling from_checkpoint.
raise AssertionError(
"DeltaChannel.from_checkpoint received a raw DeltaValue. "
"This is a bug in the pregel layer — chain assembly should have "
"occurred before from_checkpoint was called."
)
else:
# Backwards compat: plain list from old BinaryOperatorAggregate checkpoint.
new.value = list(checkpoint)
new._pending = []
new._base_version = None # set by the subsequent after_checkpoint() call
new._overwritten = False
return new
def update(self, values: Sequence[Any]) -> bool:
if not values:
return False
seen_overwrite = False
for value in values:
is_overwrite, overwrite_value = _get_overwrite(value)
if is_overwrite:
if seen_overwrite:
from langgraph.errors import (
ErrorCode,
InvalidUpdateError,
create_error_message,
)
msg = create_error_message(
message="Can receive only one Overwrite value per super-step.",
error_code=ErrorCode.INVALID_CONCURRENT_GRAPH_UPDATE,
)
raise InvalidUpdateError(msg)
self.value = (
list(overwrite_value) if overwrite_value is not None else []
)
self._pending = list(self.value)
self._overwritten = True
seen_overwrite = True
elif not seen_overwrite:
self.value = self.operator(self.value, value)
self._pending.append(value)
return True
def get(self) -> list[Value]:
if self.value is MISSING:
raise EmptyChannelError()
return self.value
def is_available(self) -> bool:
return self.value is not MISSING
def checkpoint(self) -> Any:
if (
self.snapshot_every is not None
and self._steps_since_snapshot >= self.snapshot_every
):
# Emit a full snapshot to cap chain depth at snapshot_every.
# The saver stores this as a plain (non-diff) blob, so future
# deltas will chain back to it and traversal depth resets to 1.
return list(self.value)
return DeltaValue(
delta=self._pending[:],
prev_checkpoint_id=None if self._overwritten else self._last_checkpoint_id,
)
def after_checkpoint(self, version: Any, checkpoint_id: str | None = None) -> None:
if version != self._base_version:
if self._base_version is None:
pass # First call after from_checkpoint — anchor without counting a step.
elif self.snapshot_every is not None:
if self._steps_since_snapshot >= self.snapshot_every:
self._steps_since_snapshot = 0
else:
self._steps_since_snapshot += 1
self._base_version = version
self._last_checkpoint_id = checkpoint_id
self._pending = []
self._overwritten = False
+8 -180
View File
@@ -1,17 +1,9 @@
from __future__ import annotations
import logging
from collections.abc import Mapping
from datetime import datetime, timezone
from typing import Any
from langchain_core.runnables import RunnableConfig
from langgraph.checkpoint.base import (
BaseCheckpointSaver,
Checkpoint,
DeltaChainValue,
DeltaValue,
)
from langgraph.checkpoint.base import Checkpoint
from langgraph.checkpoint.base.id import uuid6
from langgraph._internal._typing import MISSING
@@ -20,171 +12,6 @@ from langgraph.managed.base import ManagedValueMapping, ManagedValueSpec
LATEST_VERSION = 4
logger = logging.getLogger(__name__)
_MISSING_SENTINEL = object()
def _assemble_delta_channels(
checkpoint: Checkpoint,
config: RunnableConfig,
checkpointer: BaseCheckpointSaver,
) -> dict[str, Any]:
"""Resolve any DeltaValue entries in checkpoint channel_values to DeltaChainValue.
Returns a dict of only the channels that needed assembly (others are untouched).
Tries get_channel_blob fast-path first; falls back to get_tuple traversal.
"""
thread_id = str(config["configurable"]["thread_id"])
checkpoint_ns = config["configurable"].get("checkpoint_ns", "")
current_checkpoint_id = checkpoint.get("id")
assembled: dict[str, Any] = {}
for channel, value in checkpoint["channel_values"].items():
if not isinstance(value, DeltaValue):
continue
chain_deltas: list[list[Any]] = []
base: list[Any] | None = None
cursor: DeltaValue = value
# Pre-seed with current checkpoint ID to guard against self-referential chains.
visited: set[str] = {current_checkpoint_id} if current_checkpoint_id else set()
while True:
chain_deltas.append(cursor.delta)
prev_id = cursor.prev_checkpoint_id
if prev_id is None:
break # chain root
if prev_id in visited:
logger.warning(
"DeltaChannel chain cycle at checkpoint %r for channel %r; breaking",
prev_id,
channel,
)
break
visited.add(prev_id)
# Fast path: saver has a dedicated blob store.
blob = checkpointer.get_channel_blob(
thread_id, checkpoint_ns, prev_id, channel
)
if blob is not NotImplemented:
if isinstance(blob, DeltaValue):
cursor = blob
continue
else:
base = blob # plain list = snapshot root
break
# Fallback: load the full checkpoint and extract channel value.
parent_config: RunnableConfig = {
"configurable": {
"thread_id": thread_id,
"checkpoint_ns": checkpoint_ns,
"checkpoint_id": prev_id,
}
}
parent_tuple = checkpointer.get_tuple(parent_config)
if parent_tuple is None:
logger.warning(
"DeltaChannel chain broken: checkpoint %r not found for channel %r",
prev_id,
channel,
)
break
prev_val = parent_tuple.checkpoint["channel_values"].get(
channel, _MISSING_SENTINEL
)
if prev_val is _MISSING_SENTINEL:
break
elif isinstance(prev_val, DeltaValue):
cursor = prev_val
else:
base = prev_val
break
chain_deltas.reverse()
assembled[channel] = DeltaChainValue(base=base, deltas=chain_deltas)
return assembled
async def _aassemble_delta_channels(
checkpoint: Checkpoint,
config: RunnableConfig,
checkpointer: BaseCheckpointSaver,
) -> dict[str, Any]:
"""Async version of _assemble_delta_channels."""
thread_id = str(config["configurable"]["thread_id"])
checkpoint_ns = config["configurable"].get("checkpoint_ns", "")
current_checkpoint_id = checkpoint.get("id")
assembled: dict[str, Any] = {}
for channel, value in checkpoint["channel_values"].items():
if not isinstance(value, DeltaValue):
continue
chain_deltas: list[list[Any]] = []
base: list[Any] | None = None
cursor: DeltaValue = value
visited: set[str] = {current_checkpoint_id} if current_checkpoint_id else set()
while True:
chain_deltas.append(cursor.delta)
prev_id = cursor.prev_checkpoint_id
if prev_id is None:
break
if prev_id in visited:
logger.warning(
"DeltaChannel chain cycle at checkpoint %r for channel %r; breaking",
prev_id,
channel,
)
break
visited.add(prev_id)
blob = await checkpointer.aget_channel_blob(
thread_id, checkpoint_ns, prev_id, channel
)
if blob is not NotImplemented:
if isinstance(blob, DeltaValue):
cursor = blob
continue
else:
base = blob
break
parent_config: RunnableConfig = {
"configurable": {
"thread_id": thread_id,
"checkpoint_ns": checkpoint_ns,
"checkpoint_id": prev_id,
}
}
parent_tuple = await checkpointer.aget_tuple(parent_config)
if parent_tuple is None:
logger.warning(
"DeltaChannel chain broken: checkpoint %r not found for channel %r",
prev_id,
channel,
)
break
prev_val = parent_tuple.checkpoint["channel_values"].get(
channel, _MISSING_SENTINEL
)
if prev_val is _MISSING_SENTINEL:
break
elif isinstance(prev_val, DeltaValue):
cursor = prev_val
else:
base = prev_val
break
chain_deltas.reverse()
assembled[channel] = DeltaChainValue(base=base, deltas=chain_deltas)
return assembled
def empty_checkpoint() -> Checkpoint:
return Checkpoint(
@@ -240,12 +67,13 @@ def channels_from_checkpoint(
channel_specs[k] = v
else:
managed_specs[k] = v
channels: dict[str, BaseChannel] = {}
for k, v in channel_specs.items():
ch = v.from_checkpoint(checkpoint["channel_values"].get(k, MISSING))
ch.after_checkpoint(checkpoint["channel_versions"].get(k), checkpoint.get("id"))
channels[k] = ch
return channels, managed_specs
return (
{
k: v.from_checkpoint(checkpoint["channel_values"].get(k, MISSING))
for k, v in channel_specs.items()
},
managed_specs,
)
def copy_checkpoint(checkpoint: Checkpoint) -> Checkpoint:
@@ -0,0 +1,215 @@
from __future__ import annotations
import asyncio
import os
import queue
import threading
from collections.abc import Callable
from contextlib import AbstractAsyncContextManager, AbstractContextManager
from dataclasses import dataclass
from types import TracebackType
from typing import Any
from langchain_core.runnables import RunnableConfig
from langgraph.checkpoint.base import (
ChannelVersions,
Checkpoint,
CheckpointMetadata,
)
QUEUE_PUT_TIMEOUT = 0.05
CHECKPOINT_BACKLOG_ENV_VAR = "LANGGRAPH_CHECKPOINT_BACKLOG"
DEFAULT_CHECKPOINT_BACKLOG = 10
@dataclass(frozen=True)
class CheckpointRequest:
config: RunnableConfig
checkpoint: Checkpoint
metadata: CheckpointMetadata
new_versions: ChannelVersions
def _raise(error: BaseException) -> None:
raise error
def resolve_checkpoint_backlog() -> int:
if raw := os.getenv(CHECKPOINT_BACKLOG_ENV_VAR):
try:
backlog = int(raw)
except ValueError:
return DEFAULT_CHECKPOINT_BACKLOG
if backlog > 0:
return backlog
return DEFAULT_CHECKPOINT_BACKLOG
class SyncCheckpointWriter(AbstractContextManager):
def __init__(
self,
put: Callable[
[RunnableConfig, Checkpoint, CheckpointMetadata, ChannelVersions], Any
],
*,
max_pending: int | None = None,
) -> None:
self.put = put
max_pending = (
resolve_checkpoint_backlog() if max_pending is None else max_pending
)
self.queue: queue.Queue[CheckpointRequest | None] = queue.Queue(max_pending)
self.error: BaseException | None = None
self.closed = False
self.thread = threading.Thread(
target=self._run,
name="langgraph-checkpoint-writer",
daemon=True,
)
def __enter__(self) -> SyncCheckpointWriter:
self.thread.start()
return self
def submit(self, request: CheckpointRequest) -> None:
self._ensure_open()
while True:
self._raise_if_broken()
try:
self.queue.put(request, timeout=QUEUE_PUT_TIMEOUT)
except queue.Full:
continue
else:
self._raise_if_broken()
return
def _run(self) -> None:
while True:
item = self.queue.get()
if item is None:
return
try:
self.put(
item.config,
item.checkpoint,
item.metadata,
item.new_versions,
)
except BaseException as exc:
self.error = exc
return
def _ensure_open(self) -> None:
if self.closed:
raise RuntimeError("Checkpoint writer is closed")
def _raise_if_broken(self) -> None:
if self.error is not None:
_raise(self.error)
def __exit__(
self,
exc_type: type[BaseException] | None,
exc_value: BaseException | None,
traceback: TracebackType | None,
) -> bool | None:
self.closed = True
while self.thread.is_alive():
if self.error is not None:
break
try:
self.queue.put(None, timeout=QUEUE_PUT_TIMEOUT)
except queue.Full:
continue
else:
break
self.thread.join()
if exc_type is None and self.error is not None:
_raise(self.error)
return None
class AsyncCheckpointWriter(AbstractAsyncContextManager):
def __init__(
self,
put: Callable[
[RunnableConfig, Checkpoint, CheckpointMetadata, ChannelVersions], Any
],
*,
max_pending: int | None = None,
) -> None:
self.put = put
max_pending = (
resolve_checkpoint_backlog() if max_pending is None else max_pending
)
self.queue: asyncio.Queue[CheckpointRequest | None] = asyncio.Queue(max_pending)
self.error: BaseException | None = None
self.closed = False
self.task: asyncio.Task[None] | None = None
async def __aenter__(self) -> AsyncCheckpointWriter:
self.task = asyncio.create_task(self._run(), name="langgraph-checkpoint-writer")
return self
async def submit(self, request: CheckpointRequest) -> None:
self._ensure_open()
while True:
self._raise_if_broken()
try:
await asyncio.wait_for(
self.queue.put(request),
timeout=QUEUE_PUT_TIMEOUT,
)
except asyncio.TimeoutError:
continue
else:
self._raise_if_broken()
return
async def _run(self) -> None:
while True:
item = await self.queue.get()
if item is None:
return
try:
await self.put(
item.config,
item.checkpoint,
item.metadata,
item.new_versions,
)
except BaseException as exc:
self.error = exc
return
def _ensure_open(self) -> None:
if self.closed:
raise RuntimeError("Checkpoint writer is closed")
def _raise_if_broken(self) -> None:
if self.error is not None:
_raise(self.error)
async def __aexit__(
self,
exc_type: type[BaseException] | None,
exc_value: BaseException | None,
traceback: TracebackType | None,
) -> None:
self.closed = True
while self.task is not None and not self.task.done():
if self.error is not None:
break
try:
await asyncio.wait_for(
self.queue.put(None),
timeout=QUEUE_PUT_TIMEOUT,
)
except asyncio.TimeoutError:
continue
else:
break
if self.task is not None:
await self.task
if exc_type is None and self.error is not None:
_raise(self.error)
+117 -210
View File
@@ -2,7 +2,6 @@ from __future__ import annotations
import asyncio
import binascii
import concurrent.futures
from collections import defaultdict, deque
from collections.abc import Callable, Iterator, Mapping, Sequence
from contextlib import (
@@ -27,7 +26,6 @@ from langgraph.cache.base import BaseCache
from langgraph.checkpoint.base import (
WRITES_IDX_MAP,
BaseCheckpointSaver,
ChannelVersions,
Checkpoint,
CheckpointMetadata,
CheckpointTuple,
@@ -62,11 +60,6 @@ from langgraph._internal._constants import (
from langgraph._internal._replay import ReplayState
from langgraph._internal._scratchpad import PregelScratchpad
from langgraph._internal._typing import EMPTY_SEQ, MISSING
from langgraph.callbacks import (
GraphInterruptEvent,
GraphLifecycleEvent,
GraphResumeEvent,
)
from langgraph.channels.base import BaseChannel
from langgraph.channels.untracked_value import UntrackedValue
from langgraph.constants import TAG_HIDDEN
@@ -92,13 +85,16 @@ from langgraph.pregel._algo import (
task_path_str,
)
from langgraph.pregel._checkpoint import (
_aassemble_delta_channels,
_assemble_delta_channels,
channels_from_checkpoint,
copy_checkpoint,
create_checkpoint,
empty_checkpoint,
)
from langgraph.pregel._checkpoint_writer import (
AsyncCheckpointWriter,
CheckpointRequest,
SyncCheckpointWriter,
)
from langgraph.pregel._executor import (
AsyncBackgroundExecutor,
BackgroundExecutor,
@@ -124,7 +120,6 @@ from langgraph.types import (
CachePolicy,
Command,
Durability,
Interrupt,
PregelExecutableTask,
RetryPolicy,
Send,
@@ -174,19 +169,6 @@ class PregelLoop:
checkpointer_get_next_version: GetNextVersion
checkpointer_put_writes: Callable[[RunnableConfig, WritesT, str], Any] | None
checkpointer_put_writes_accepts_task_path: bool
_checkpointer_put_after_previous: (
Callable[
[
concurrent.futures.Future | None,
RunnableConfig,
Checkpoint,
str,
ChannelVersions,
],
Any,
]
| None
)
_migrate_checkpoint: Callable[[Checkpoint], None] | None
submit: Submit
channels: Mapping[str, BaseChannel]
@@ -211,8 +193,6 @@ class PregelLoop:
tasks: dict[str, PregelExecutableTask]
output: None | dict[str, Any] | Any = None
updated_channels: set[str] | None = None
_graph_lifecycle_events: deque[GraphLifecycleEvent]
_has_graph_lifecycle_callbacks: bool
# public
@@ -238,7 +218,6 @@ class PregelLoop:
migrate_checkpoint: Callable[[Checkpoint], None] | None = None,
retry_policy: Sequence[RetryPolicy] = (),
cache_policy: CachePolicy | None = None,
has_graph_lifecycle_callbacks: bool = False,
) -> None:
self.stream = stream
self.config = config
@@ -263,8 +242,6 @@ class PregelLoop:
self.retry_policy = retry_policy
self.cache_policy = cache_policy
self.durability = durability
self._has_graph_lifecycle_callbacks = has_graph_lifecycle_callbacks
self._graph_lifecycle_events = deque()
if self.stream is not None and CONFIG_KEY_STREAM in config[CONF]:
self.stream = DuplexStream(self.stream, config[CONF][CONFIG_KEY_STREAM])
scratchpad: PregelScratchpad | None = config[CONF].get(CONFIG_KEY_SCRATCHPAD)
@@ -316,40 +293,6 @@ class PregelLoop:
)
self.prev_checkpoint_config = None
def _push_graph_lifecycle_event(
self,
kind: Literal["resume", "interrupt"],
*,
interrupts: tuple[Interrupt, ...] = (),
) -> None:
if kind == "resume":
self._graph_lifecycle_events.append(
GraphResumeEvent(
run_id=None,
status=self.status,
checkpoint_id=self.checkpoint["id"],
checkpoint_ns=self.checkpoint_ns,
)
)
elif kind == "interrupt":
self._graph_lifecycle_events.append(
GraphInterruptEvent(
run_id=None,
status=self.status,
checkpoint_id=self.checkpoint["id"],
checkpoint_ns=self.checkpoint_ns,
interrupts=interrupts,
)
)
else:
msg = f"Unknown graph lifecycle event type: {kind}"
raise AssertionError(msg)
def _pop_lifecycle_event(self) -> GraphLifecycleEvent | None:
if not self._graph_lifecycle_events:
return None
return self._graph_lifecycle_events.popleft()
def put_writes(self, task_id: str, writes: WritesT) -> None:
"""Put writes for a task, to be read by the next tick."""
if not writes:
@@ -538,7 +481,7 @@ class PregelLoop:
)
# produce debug output
if self._checkpointer_put_after_previous is not None:
if self.checkpointer is not None:
self._emit(
"checkpoints",
map_debug_checkpoint,
@@ -584,7 +527,7 @@ class PregelLoop:
return True
def after_tick(self) -> None:
def _after_tick(self) -> CheckpointRequest | None:
# finish superstep
writes = [w for t in self.tasks.values() for w in t.writes]
# all tasks have finished
@@ -609,14 +552,14 @@ class PregelLoop:
# only replay (re-execute) done tasks on the first tick
self.is_replaying = False
# save checkpoint
self._put_checkpoint({"source": "loop"})
# after execution, check if we should interrupt
return self._prepare_checkpoint({"source": "loop"})
def _finish_after_tick(self) -> None:
if self.interrupt_after and should_interrupt(
self.checkpoint, self.interrupt_after, self.tasks.values()
):
self.status = "interrupt_after"
raise GraphInterrupt()
# unset resuming flag
self.config[CONF].pop(CONFIG_KEY_RESUMING, None)
def match_cached_writes(self) -> Sequence[PregelExecutableTask]:
@@ -666,7 +609,7 @@ class PregelLoop:
def _first(
self, *, input_keys: str | Sequence[str], updated_channels: set[str] | None
) -> set[str] | None:
) -> tuple[set[str] | None, CheckpointRequest | None]:
# Resuming from a previous checkpoint requires two things:
# 1. A prior checkpoint exists (channel_versions is non-empty)
# 2. The input signals continuation (not a fresh run with new input)
@@ -694,7 +637,7 @@ class PregelLoop:
# writes so that interrupt() calls re-fire instead of returning
# stale values. But if we're actively resuming, keep them —
# multi-interrupt scenarios need previously resolved values preserved.
is_time_traveling = self.is_replaying and (
if self.is_replaying and (
# Time-travel to a subgraph checkpoint: the parent sets
# RESUMING=True (it can't distinguish time-travel from resume),
# so we check if this subgraph's own ns is in checkpoint_map.
@@ -712,8 +655,7 @@ class PregelLoop:
# (subgraph input is a Send arg, not a Command)
or configurable.get(CONFIG_KEY_RESUMING, False)
)
)
if is_time_traveling:
):
self.checkpoint_pending_writes = [
w for w in self.checkpoint_pending_writes if w[1] != RESUME
]
@@ -761,6 +703,7 @@ class PregelLoop:
)
if updated_channels is not None:
updated_channels.update(null_updated_channels)
checkpoint_request = None
# proceed past previous checkpoint
if is_resuming:
self.checkpoint["versions_seen"].setdefault(INTERRUPT, {})
@@ -768,26 +711,6 @@ class PregelLoop:
if k in self.checkpoint["channel_versions"]:
version = self.checkpoint["channel_versions"][k]
self.checkpoint["versions_seen"][INTERRUPT][k] = version
# When time-traveling (replaying from a specific checkpoint),
# save a fork checkpoint so the replayed execution creates a
# new branch. Without this, if the execution hits an interrupt
# before after_tick() runs, no new checkpoint is created —
# the parent's latest checkpoint remains the old one and
# subsequent resumes load the wrong state.
# Skip for update_state forks (source=update/fork) since they
# already have their own fork checkpoint.
if is_time_traveling and self.checkpoint_metadata.get("source") not in (
"update",
"fork",
):
# Clear old INTERRUPT writes from the loaded checkpoint.
# The fork will have a new checkpoint_id which changes
# task IDs — stale interrupt writes would accumulate and
# confuse the multiple-interrupt check in future resumes.
self.checkpoint_pending_writes = [
w for w in self.checkpoint_pending_writes if w[1] != INTERRUPT
]
self._put_checkpoint({"source": "fork"})
# produce values output
self._emit(
"values", map_output_values, self.output_keys, True, self.channels
@@ -823,25 +746,21 @@ class PregelLoop:
)
# save input checkpoint
self.updated_channels = updated_channels
self._put_checkpoint({"source": "input"})
checkpoint_request = self._prepare_checkpoint({"source": "input"})
elif CONFIG_KEY_RESUMING not in configurable:
raise EmptyInputError(f"Received no input for {input_keys}")
# Propagate resuming and replaying flags to subgraphs.
if not self.is_nested:
# Pass the resolved before-bound checkpoint ID so subgraphs can
# find their corresponding checkpoint without re-fetching the
# parent. For forks (source=update/fork), use the fork's parent
# parent. For forks (source=update), use the fork's parent
# checkpoint ID since the fork was created after the subgraph's
# checkpoints from the original execution.
replay_state: ReplayState | None = None
if self.is_replaying:
replay_checkpoint_id = self.checkpoint["id"]
if (
self.checkpoint_metadata.get("source")
in (
"update",
"fork",
)
self.checkpoint_metadata.get("source") == "update"
and self.prev_checkpoint_config
):
replay_checkpoint_id = self.prev_checkpoint_config[CONF].get(
@@ -857,11 +776,11 @@ class PregelLoop:
)
# set flag
self.status = "pending"
if is_resuming:
self._push_graph_lifecycle_event("resume")
return updated_channels
return updated_channels, checkpoint_request
def _put_checkpoint(self, metadata: CheckpointMetadata) -> None:
def _prepare_checkpoint(
self, metadata: CheckpointMetadata
) -> CheckpointRequest | None:
# assign step and parents
exiting = metadata is self.checkpoint_metadata
if exiting and self.checkpoint["id"] == self.checkpoint_id_saved:
@@ -871,8 +790,7 @@ class PregelLoop:
metadata["step"] = self.step
metadata["parents"] = self.config[CONF].get(CONFIG_KEY_CHECKPOINT_MAP, {})
self.checkpoint_metadata = metadata
# do checkpoint?
do_checkpoint = self._checkpointer_put_after_previous is not None and (
do_checkpoint = self.checkpointer is not None and (
exiting or self.durability != "exit"
)
# create new checkpoint
@@ -883,12 +801,6 @@ class PregelLoop:
id=self.checkpoint["id"] if exiting else None,
updated_channels=self.updated_channels,
)
if do_checkpoint and self.channels:
for k, ch in self.channels.items():
ch.after_checkpoint(
self.checkpoint["channel_versions"].get(k),
self.checkpoint.get("id"),
)
# sanitize TASK channel in the checkpoint before saving (durability=="exit")
if TASKS in self.checkpoint["channel_values"] and any(
isinstance(channel, UntrackedValue) for channel in self.channels.values()
@@ -900,9 +812,8 @@ class PregelLoop:
for value in self.checkpoint["channel_values"][TASKS]
]
self.checkpoint["channel_values"][TASKS] = sanitized_tasks
# bail if no checkpointer
if do_checkpoint and self._checkpointer_put_after_previous is not None:
request = None
if do_checkpoint:
self.prev_checkpoint_config = (
self.checkpoint_config
if CONFIG_KEY_CHECKPOINT_ID in self.checkpoint_config[CONF]
@@ -924,17 +835,11 @@ class PregelLoop:
self.checkpoint_previous_versions, channel_versions
)
self.checkpoint_previous_versions = channel_versions
# save it, without blocking
# if there's a previous checkpoint save in progress, wait for it
# ensuring checkpointers receive checkpoints in order
self._put_checkpoint_fut = self.submit(
self._checkpointer_put_after_previous,
getattr(self, "_put_checkpoint_fut", None),
self.checkpoint_config,
copy_checkpoint(self.checkpoint),
self.checkpoint_metadata,
new_versions,
request = CheckpointRequest(
config=self.checkpoint_config,
checkpoint=copy_checkpoint(self.checkpoint),
metadata=self.checkpoint_metadata,
new_versions=new_versions,
)
self.checkpoint_config = {
**self.checkpoint_config,
@@ -946,30 +851,18 @@ class PregelLoop:
if not exiting:
# increment step
self.step += 1
return request
def _suppress_interrupt(
def _put_checkpoint(self, metadata: CheckpointMetadata) -> None:
raise NotImplementedError
def _finalize_suppress(
self,
exc_type: type[BaseException] | None,
exc_value: BaseException | None,
traceback: TracebackType | None,
) -> bool | None:
# persist current checkpoint and writes
if self.durability == "exit" and (
# if it's a top graph
not self.is_nested
# or a nested graph with error or interrupt
or exc_value is not None
# or a nested graph with checkpointer=True
or all(NS_END not in part for part in self.checkpoint_ns)
):
self._put_checkpoint(self.checkpoint_metadata)
self._put_pending_writes()
# suppress interrupt
if isinstance(exc_value, GraphInterrupt) and not self.is_nested:
interrupt = exc_value
interrupts = tuple(interrupt.args[0]) if interrupt.args else ()
self._push_graph_lifecycle_event("interrupt", interrupts=interrupts)
# emit one last "values" event, with pending writes applied
suppress = isinstance(exc_value, GraphInterrupt) and not self.is_nested
if suppress:
if (
hasattr(self, "tasks")
and self.checkpoint_pending_writes
@@ -994,20 +887,33 @@ class PregelLoop:
[w for t in self.tasks.values() for w in t.writes],
self.channels,
)
# emit INTERRUPT if exception is empty (otherwise emitted by put_writes)
if not interrupt.args or not interrupt.args[0]:
interrupt_payload = interrupt.args[0] if interrupt.args else ()
if exc_value is not None and (not exc_value.args or not exc_value.args[0]):
self._emit(
"updates",
lambda: iter([{INTERRUPT: interrupt_payload}]),
lambda: iter(
[{INTERRUPT: cast(GraphInterrupt, exc_value).args[0]}]
),
)
# save final output
self.output = read_channels(self.channels, self.output_keys)
# suppress interrupt
return True
elif exc_type is None:
# save final output
self.output = read_channels(self.channels, self.output_keys)
return None
def _suppress_interrupt(
self,
exc_type: type[BaseException] | None,
exc_value: BaseException | None,
traceback: TracebackType | None,
) -> bool | None:
if self.durability == "exit" and (
not self.is_nested
or exc_value is not None
or all(NS_END not in part for part in self.checkpoint_ns)
):
self._put_checkpoint(self.checkpoint_metadata)
self._put_pending_writes()
return self._finalize_suppress(exc_type, exc_value)
def _emit(
self,
@@ -1121,7 +1027,6 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
migrate_checkpoint: Callable[[Checkpoint], None] | None = None,
retry_policy: Sequence[RetryPolicy] = (),
cache_policy: CachePolicy | None = None,
has_graph_lifecycle_callbacks: bool = False,
) -> None:
super().__init__(
input,
@@ -1143,7 +1048,6 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
retry_policy=retry_policy,
cache_policy=cache_policy,
durability=durability,
has_graph_lifecycle_callbacks=has_graph_lifecycle_callbacks,
)
self.stack = ExitStack()
if checkpointer:
@@ -1155,26 +1059,30 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
)
else:
self.checkpointer_get_next_version = increment
self._checkpointer_put_after_previous = None # type: ignore[assignment]
self.checkpointer_put_writes = None
self.checkpointer_put_writes_accepts_task_path = False
self._checkpoint_writer: SyncCheckpointWriter | None = None
def _checkpointer_put_after_previous(
self,
prev: concurrent.futures.Future | None,
config: RunnableConfig,
checkpoint: Checkpoint,
metadata: CheckpointMetadata,
new_versions: ChannelVersions,
) -> RunnableConfig:
try:
if prev is not None:
prev.result()
finally:
def _dispatch_checkpoint_request(self, request: CheckpointRequest) -> None:
if self.durability == "async" and self._checkpoint_writer is not None:
self._checkpoint_writer.submit(request)
else:
cast(BaseCheckpointSaver, self.checkpointer).put(
config, checkpoint, metadata, new_versions
request.config,
request.checkpoint,
request.metadata,
request.new_versions,
)
def _put_checkpoint(self, metadata: CheckpointMetadata) -> None:
if request := self._prepare_checkpoint(metadata):
self._dispatch_checkpoint_request(request)
def after_tick(self) -> None:
if request := self._after_tick():
self._dispatch_checkpoint_request(request)
self._finish_after_tick()
def match_cached_writes(self) -> Sequence[PregelExecutableTask]:
if self.cache is None:
return ()
@@ -1219,7 +1127,6 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
# context manager
def __enter__(self) -> Self:
self._graph_lifecycle_events = deque()
if not self.checkpointer:
saved = None
elif self.checkpoint_config[CONF].get(CONFIG_KEY_CHECKPOINT_ID):
@@ -1270,19 +1177,10 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
else []
)
self.submit = self.stack.enter_context(BackgroundExecutor(self.config))
# Assemble any DeltaChannel chains before constructing channel objects.
if self.checkpointer is not None:
assembled = _assemble_delta_channels(
self.checkpoint, self.checkpoint_config, self.checkpointer
if self.checkpointer is not None and self.durability == "async":
self._checkpoint_writer = self.stack.enter_context(
SyncCheckpointWriter(self.checkpointer.put)
)
if assembled:
self.checkpoint = {
**self.checkpoint,
"channel_values": {
**self.checkpoint["channel_values"],
**assembled,
},
}
self.channels, self.managed = channels_from_checkpoint(
self.specs, self.checkpoint
)
@@ -1291,12 +1189,14 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
self.step = self.checkpoint_metadata["step"] + 1
self.stop = self.step + self.config["recursion_limit"] + 1
self.checkpoint_previous_versions = self.checkpoint["channel_versions"].copy()
self.updated_channels = self._first(
self.updated_channels, checkpoint_request = self._first(
input_keys=self.input_keys,
updated_channels=set(self.checkpoint.get("updated_channels")) # type: ignore[arg-type]
if self.checkpoint.get("updated_channels")
else None,
)
if checkpoint_request is not None:
self._dispatch_checkpoint_request(checkpoint_request)
return self
@@ -1333,7 +1233,6 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
migrate_checkpoint: Callable[[Checkpoint], None] | None = None,
retry_policy: Sequence[RetryPolicy] = (),
cache_policy: CachePolicy | None = None,
has_graph_lifecycle_callbacks: bool = False,
) -> None:
super().__init__(
input,
@@ -1355,7 +1254,6 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
retry_policy=retry_policy,
cache_policy=cache_policy,
durability=durability,
has_graph_lifecycle_callbacks=has_graph_lifecycle_callbacks,
)
self.stack = AsyncExitStack()
if checkpointer:
@@ -1367,26 +1265,26 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
)
else:
self.checkpointer_get_next_version = increment
self._checkpointer_put_after_previous = None # type: ignore[assignment]
self.checkpointer_put_writes = None
self.checkpointer_put_writes_accepts_task_path = False
self._checkpoint_writer: AsyncCheckpointWriter | None = None
async def _checkpointer_put_after_previous(
self,
prev: asyncio.Task | None,
config: RunnableConfig,
checkpoint: Checkpoint,
metadata: CheckpointMetadata,
new_versions: ChannelVersions,
) -> RunnableConfig:
try:
if prev is not None:
await prev
finally:
async def _dispatch_checkpoint_request(self, request: CheckpointRequest) -> None:
if self.durability == "async" and self._checkpoint_writer is not None:
await self._checkpoint_writer.submit(request)
else:
await cast(BaseCheckpointSaver, self.checkpointer).aput(
config, checkpoint, metadata, new_versions
request.config,
request.checkpoint,
request.metadata,
request.new_versions,
)
async def aafter_tick(self) -> None:
if request := self._after_tick():
await self._dispatch_checkpoint_request(request)
self._finish_after_tick()
async def amatch_cached_writes(self) -> Sequence[PregelExecutableTask]:
if self.cache is None:
return []
@@ -1431,10 +1329,25 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
},
)
async def _asuppress_interrupt(
self,
exc_type: type[BaseException] | None,
exc_value: BaseException | None,
traceback: TracebackType | None,
) -> bool | None:
if self.durability == "exit" and (
not self.is_nested
or exc_value is not None
or all(NS_END not in part for part in self.checkpoint_ns)
):
if request := self._prepare_checkpoint(self.checkpoint_metadata):
await self._dispatch_checkpoint_request(request)
self._put_pending_writes()
return self._finalize_suppress(exc_type, exc_value)
# context manager
async def __aenter__(self) -> Self:
self._graph_lifecycle_events = deque()
if not self.checkpointer:
saved = None
elif self.checkpoint_config[CONF].get(CONFIG_KEY_CHECKPOINT_ID):
@@ -1487,32 +1400,26 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
self.submit = await self.stack.enter_async_context(
AsyncBackgroundExecutor(self.config)
)
if self.checkpointer is not None:
assembled = await _aassemble_delta_channels(
self.checkpoint, self.checkpoint_config, self.checkpointer
if self.checkpointer is not None and self.durability == "async":
self._checkpoint_writer = await self.stack.enter_async_context(
AsyncCheckpointWriter(self.checkpointer.aput)
)
if assembled:
self.checkpoint = {
**self.checkpoint,
"channel_values": {
**self.checkpoint["channel_values"],
**assembled,
},
}
self.channels, self.managed = channels_from_checkpoint(
self.specs, self.checkpoint
)
self.stack.push(self._suppress_interrupt)
self.stack.push_async_exit(self._asuppress_interrupt)
self.status = "input"
self.step = self.checkpoint_metadata["step"] + 1
self.stop = self.step + self.config["recursion_limit"] + 1
self.checkpoint_previous_versions = self.checkpoint["channel_versions"].copy()
self.updated_channels = self._first(
self.updated_channels, checkpoint_request = self._first(
input_keys=self.input_keys,
updated_channels=set(self.checkpoint.get("updated_channels")) # type: ignore[arg-type]
if self.checkpoint.get("updated_channels")
else None,
)
if checkpoint_request is not None:
await self._dispatch_checkpoint_request(checkpoint_request)
return self
+6 -14
View File
@@ -14,7 +14,7 @@ from langchain_core.messages import BaseMessage
from langchain_core.outputs import ChatGeneration, ChatGenerationChunk, LLMResult
from pydantic import BaseModel
from langgraph._internal._constants import NS_END, NS_SEP
from langgraph._internal._constants import NS_SEP
from langgraph.constants import TAG_HIDDEN, TAG_NOSTREAM
from langgraph.pregel.protocol import StreamChunk
from langgraph.types import Command
@@ -132,23 +132,15 @@ class StreamMessagesHandler(BaseCallbackHandler, _StreamingCallbackHandler):
**kwargs: Any,
) -> Any:
if metadata and (not tags or (TAG_NOSTREAM not in tags)):
task_checkpoint_ns = cast(str, metadata["langgraph_checkpoint_ns"])
checkpoint_ns = (
f"{task_checkpoint_ns.rsplit(NS_END, 1)[0]}{NS_END}"
if NS_END in task_checkpoint_ns
else task_checkpoint_ns
)
ns = tuple(task_checkpoint_ns.split(NS_SEP))[:-1]
ns = tuple(cast(str, metadata["langgraph_checkpoint_ns"]).split(NS_SEP))[
:-1
]
if not self.subgraphs and len(ns) > 0 and ns != self.parent_ns:
return
stream_metadata = dict(metadata)
stream_metadata["langgraph_checkpoint_ns"] = checkpoint_ns
# Preserve backwards-compatible streamed checkpoint metadata shape.
stream_metadata["checkpoint_ns"] = checkpoint_ns
if tags:
if filtered_tags := [t for t in tags if not t.startswith("seq:step")]:
stream_metadata["tags"] = filtered_tags
self.metadata[run_id] = (ns, stream_metadata)
metadata["tags"] = filtered_tags
self.metadata[run_id] = (ns, metadata)
def on_llm_new_token(
self,
+17 -122
View File
@@ -16,7 +16,7 @@ from collections.abc import (
Mapping,
Sequence,
)
from dataclasses import is_dataclass, replace
from dataclasses import is_dataclass
from functools import partial
from inspect import isclass
from typing import (
@@ -96,12 +96,6 @@ from langgraph._internal._runnable import (
coerce_to_runnable,
)
from langgraph._internal._typing import MISSING, DeprecatedKwargs
from langgraph.callbacks import (
GraphInterruptEvent,
GraphResumeEvent,
get_async_graph_callback_manager_for_config,
get_sync_graph_callback_manager_for_config,
)
from langgraph.channels.base import BaseChannel
from langgraph.channels.topic import Topic
from langgraph.config import get_config
@@ -122,8 +116,6 @@ from langgraph.pregel._algo import (
)
from langgraph.pregel._call import identifier
from langgraph.pregel._checkpoint import (
_aassemble_delta_channels,
_assemble_delta_channels,
channels_from_checkpoint,
copy_checkpoint,
create_checkpoint,
@@ -1051,23 +1043,13 @@ class Pregel(
step = saved.metadata.get("step", -1) + 1
stop = step + 2
checkpoint = saved.checkpoint
if isinstance(self.checkpointer, BaseCheckpointSaver):
assembled = _assemble_delta_channels(
checkpoint, saved.config, self.checkpointer
)
if assembled:
checkpoint = {
**checkpoint,
"channel_values": {**checkpoint["channel_values"], **assembled},
}
channels, managed = channels_from_checkpoint(
self.channels,
checkpoint,
saved.checkpoint,
)
# tasks for this checkpoint
next_tasks = prepare_next_tasks(
checkpoint,
saved.checkpoint,
saved.pending_writes or [],
self.nodes,
channels,
@@ -1180,23 +1162,13 @@ class Pregel(
step = saved.metadata.get("step", -1) + 1
stop = step + 2
checkpoint = saved.checkpoint
if isinstance(self.checkpointer, BaseCheckpointSaver):
assembled = await _aassemble_delta_channels(
checkpoint, saved.config, self.checkpointer
)
if assembled:
checkpoint = {
**checkpoint,
"channel_values": {**checkpoint["channel_values"], **assembled},
}
channels, managed = channels_from_checkpoint(
self.channels,
checkpoint,
saved.checkpoint,
)
# tasks for this checkpoint
next_tasks = prepare_next_tasks(
checkpoint,
saved.checkpoint,
saved.pending_writes or [],
self.nodes,
channels,
@@ -1542,20 +1514,9 @@ class Pregel(
saved = checkpointer.get_tuple(config)
if saved is not None:
self._migrate_checkpoint(saved.checkpoint)
base_checkpoint = saved.checkpoint if saved else empty_checkpoint()
if saved:
assembled = _assemble_delta_channels(
base_checkpoint, saved.config, checkpointer
)
if assembled:
base_checkpoint = {
**base_checkpoint,
"channel_values": {
**base_checkpoint["channel_values"],
**assembled,
},
}
checkpoint = copy_checkpoint(base_checkpoint) if saved else base_checkpoint
checkpoint = (
copy_checkpoint(saved.checkpoint) if saved else empty_checkpoint()
)
checkpoint_previous_versions = (
saved.checkpoint["channel_versions"].copy() if saved else {}
)
@@ -1999,20 +1960,9 @@ class Pregel(
saved = await checkpointer.aget_tuple(config)
if saved is not None:
self._migrate_checkpoint(saved.checkpoint)
base_checkpoint = saved.checkpoint if saved else empty_checkpoint()
if saved:
assembled = await _aassemble_delta_channels(
base_checkpoint, saved.config, checkpointer
)
if assembled:
base_checkpoint = {
**base_checkpoint,
"channel_values": {
**base_checkpoint["channel_values"],
**assembled,
},
}
checkpoint = copy_checkpoint(base_checkpoint) if saved else base_checkpoint
checkpoint = (
copy_checkpoint(saved.checkpoint) if saved else empty_checkpoint()
)
checkpoint_previous_versions = (
saved.checkpoint["channel_versions"].copy() if saved else {}
)
@@ -2635,10 +2585,6 @@ class Pregel(
name=config.get("run_name", self.get_name()),
run_id=config.get("run_id"),
)
graph_callback_manager = get_sync_graph_callback_manager_for_config(
config,
run_id=run_manager.run_id,
)
try:
# assign defaults
(
@@ -2723,17 +2669,6 @@ class Pregel(
_output_mapper = self._output_mapper if version == "v2" else None
_state_mapper = self._state_mapper if version == "v2" else None
def emit_graph_lifecycle_events(loop: SyncPregelLoop) -> None:
while (event := loop._pop_lifecycle_event()) is not None:
if isinstance(event, GraphResumeEvent):
graph_callback_manager.on_resume(
replace(event, run_id=graph_callback_manager.run_id)
)
else:
graph_callback_manager.on_interrupt(
replace(event, run_id=graph_callback_manager.run_id)
)
with SyncPregelLoop(
input,
stream=StreamProtocol(stream.put, stream_modes),
@@ -2754,9 +2689,7 @@ class Pregel(
migrate_checkpoint=self._migrate_checkpoint,
retry_policy=self.retry_policy,
cache_policy=self.cache_policy,
has_graph_lifecycle_callbacks=bool(graph_callback_manager.handlers),
) as loop:
emit_graph_lifecycle_events(loop)
# create runner
runner = PregelRunner(
submit=config[CONF].get(
@@ -2818,11 +2751,6 @@ class Pregel(
_state_mapper,
)
loop.after_tick()
emit_graph_lifecycle_events(loop)
# wait for checkpoint
if durability_ == "sync":
loop._put_checkpoint_fut.result()
emit_graph_lifecycle_events(loop)
# emit output
yield from _output(
stream_mode,
@@ -2997,10 +2925,6 @@ class Pregel(
name=config.get("run_name", self.get_name()),
run_id=config.get("run_id"),
)
graph_callback_manager = get_async_graph_callback_manager_for_config(
config,
run_id=run_manager.run_id,
)
# if running from astream_log() run each proc with streaming
do_stream = (
next(
@@ -3115,28 +3039,6 @@ class Pregel(
_output_mapper = self._output_mapper if version == "v2" else None
_state_mapper = self._state_mapper if version == "v2" else None
async def aemit_graph_lifecycle_events(loop: AsyncPregelLoop) -> None:
while (event := loop._pop_lifecycle_event()) is not None:
if isinstance(event, GraphResumeEvent):
await graph_callback_manager.on_resume(
GraphResumeEvent(
run_id=graph_callback_manager.run_id,
status=event.status,
checkpoint_id=event.checkpoint_id,
checkpoint_ns=event.checkpoint_ns,
)
)
else:
await graph_callback_manager.on_interrupt(
GraphInterruptEvent(
run_id=graph_callback_manager.run_id,
status=event.status,
checkpoint_id=event.checkpoint_id,
checkpoint_ns=event.checkpoint_ns,
interrupts=event.interrupts,
)
)
async with AsyncPregelLoop(
input,
stream=StreamProtocol(stream.put_nowait, stream_modes),
@@ -3157,9 +3059,7 @@ class Pregel(
migrate_checkpoint=self._migrate_checkpoint,
retry_policy=self.retry_policy,
cache_policy=self.cache_policy,
has_graph_lifecycle_callbacks=bool(graph_callback_manager.handlers),
) as loop:
await aemit_graph_lifecycle_events(loop)
# create runner
runner = PregelRunner(
submit=config[CONF].get(
@@ -3240,18 +3140,12 @@ class Pregel(
_state_mapper,
):
yield o
loop.after_tick()
await aemit_graph_lifecycle_events(loop)
# wait for checkpoint
if durability_ == "sync":
await cast(asyncio.Future, loop._put_checkpoint_fut)
await loop.aafter_tick()
finally:
# ensure waiter doesn't remain pending on cancel/shutdown
if _cleanup_waiter is not None:
await _cleanup_waiter()
await aemit_graph_lifecycle_events(loop)
# emit output
for o in _output(
stream_mode,
@@ -3759,14 +3653,15 @@ def _coerce_checkpoint_values(payload: Any, mapper: Callable[[Any], Any]) -> Non
def _build_server_info(
config: RunnableConfig, parent_runtime: Runtime[Any]
) -> ServerInfo | None:
"""Build ServerInfo from config configurable.
"""Build ServerInfo from config metadata and configurable.
The server puts assistant_id/graph_id in config configurable and the
The server puts assistant_id/graph_id in config metadata and the
authenticated user dict in configurable["langgraph_auth_user"].
"""
metadata = config.get("metadata") or {}
configurable = config.get(CONF) or {}
assistant_id = configurable.get("assistant_id")
graph_id = configurable.get("graph_id")
assistant_id = metadata.get("assistant_id")
graph_id = metadata.get("graph_id")
# Read authenticated user from configurable (set by LangGraph Server).
# We prefer isinstance(BaseUser) but fall back to hasattr("identity")
+2 -2
View File
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
[project]
name = "langgraph"
version = "1.1.7a2"
version = "1.1.6"
description = "Building stateful, multi-actor applications with LLMs"
authors = []
requires-python = ">=3.10"
@@ -24,7 +24,7 @@ classifiers = [
'Programming Language :: Python :: 3.13',
]
dependencies = [
"langchain-core==1.3.0a2",
"langchain-core>=0.1",
"langgraph-checkpoint>=2.1.0,<5.0.0",
"langgraph-sdk>=0.3.0,<0.4.0",
"langgraph-prebuilt>=1.0.9,<1.1.0",
-405
View File
@@ -117,408 +117,3 @@ def test_untracked_value() -> None:
new_channel = UntrackedValue(dict).from_checkpoint(checkpoint)
with pytest.raises(EmptyChannelError):
new_channel.get()
def test_delta_channel_basic_two_steps() -> None:
from langchain_core.messages import AIMessage, HumanMessage
from langgraph.checkpoint.base import DeltaValue
from langgraph.channels.delta import DeltaChannel
from langgraph.graph.message import add_messages
ch = DeltaChannel(add_messages).from_checkpoint(MISSING)
ch.after_checkpoint(None)
# Step 1: one message added
ch.update([HumanMessage(content="hi", id="h1")])
d1 = ch.checkpoint()
assert isinstance(d1, DeltaValue)
assert len(d1.delta) == 1
assert d1.prev_checkpoint_id is None # first ever step
ch.after_checkpoint("v1", checkpoint_id="cid1")
# Step 2: another message
ch.update([AIMessage(content="hello", id="a1")])
d2 = ch.checkpoint()
assert d2.prev_checkpoint_id == "cid1"
assert len(d2.delta) == 1
ch.after_checkpoint("v2")
# Full accumulated value is preserved in memory
assert len(ch.get()) == 2
assert ch.get()[0].content == "hi"
assert ch.get()[1].content == "hello"
def test_delta_channel_after_checkpoint_no_op_when_unchanged() -> None:
from langchain_core.messages import HumanMessage
from langgraph.channels.delta import DeltaChannel
from langgraph.graph.message import add_messages
ch = DeltaChannel(add_messages).from_checkpoint(MISSING)
ch.after_checkpoint(None)
ch.update([HumanMessage(content="hi", id="h1")])
ch.after_checkpoint("v1")
# Same version: no-op
ch.after_checkpoint("v1")
assert ch._base_version == "v1"
assert ch._pending == []
def test_delta_channel_from_checkpoint_chain() -> None:
from langchain_core.messages import AIMessage, HumanMessage
from langgraph.checkpoint.base import DeltaChainValue
from langgraph.channels.delta import DeltaChannel
from langgraph.graph.message import add_messages
spec = DeltaChannel(add_messages)
chain = DeltaChainValue(
base=None,
deltas=[
[HumanMessage(content="hi", id="h1")],
[AIMessage(content="hello", id="a1")],
[HumanMessage(content="bye", id="h2")],
],
)
ch = spec.from_checkpoint(chain)
msgs = ch.get()
assert len(msgs) == 3
assert msgs[0].content == "hi"
assert msgs[1].content == "hello"
assert msgs[2].content == "bye"
def test_delta_channel_from_checkpoint_backwards_compat() -> None:
from langchain_core.messages import HumanMessage
from langgraph.channels.delta import DeltaChannel
from langgraph.graph.message import add_messages
# Old BinaryOperatorAggregate checkpoint: plain list
spec = DeltaChannel(add_messages)
old_value = [HumanMessage(content="old", id="h1")]
ch = spec.from_checkpoint(old_value)
assert ch.get() == old_value
def test_delta_channel_overwrite_resets_chain() -> None:
from langchain_core.messages import HumanMessage
from langgraph.checkpoint.base import DeltaValue
from langgraph.channels.delta import DeltaChannel
from langgraph.graph.message import add_messages
from langgraph.types import Overwrite
ch = DeltaChannel(add_messages).from_checkpoint(MISSING)
ch.after_checkpoint(None)
ch.update([HumanMessage(content="old", id="h1")])
ch.after_checkpoint("v1")
# Overwrite should create a root blob (prev_checkpoint_id=None)
ch.update([Overwrite([HumanMessage(content="new", id="h2")])])
d = ch.checkpoint()
assert isinstance(d, DeltaValue)
assert d.prev_checkpoint_id is None # chain root
assert len(d.delta) == 1
assert d.delta[0].content == "new"
def test_delta_channel_assembly_fallback_via_get_tuple() -> None:
"""Assembly falls back to get_tuple for savers without get_channel_blob."""
from unittest.mock import MagicMock
from langgraph.checkpoint.base import (
CheckpointTuple,
DeltaChainValue,
DeltaValue,
empty_checkpoint,
)
from langgraph.channels.delta import DeltaChannel
from langgraph.graph.message import add_messages
from langgraph.pregel._checkpoint import _assemble_delta_channels
msg1 = {"type": "human", "content": "hello"}
msg2 = {"type": "ai", "content": "world"}
cp1 = empty_checkpoint()
cp1["id"] = "cp1"
cp1["channel_values"]["messages"] = [msg1]
cp2 = empty_checkpoint()
cp2["id"] = "cp2"
cp2["channel_values"]["messages"] = DeltaValue(
delta=[msg2], prev_checkpoint_id="cp1"
)
saver = MagicMock()
saver.get_channel_blob.return_value = NotImplemented
saver.get_tuple.return_value = CheckpointTuple(
config={
"configurable": {
"thread_id": "t1",
"checkpoint_ns": "",
"checkpoint_id": "cp1",
}
},
checkpoint=cp1,
metadata={},
parent_config=None,
pending_writes=[],
)
config = {"configurable": {"thread_id": "t1", "checkpoint_ns": ""}}
assembled = _assemble_delta_channels(cp2, config, saver)
assert "messages" in assembled
chain = assembled["messages"]
assert isinstance(chain, DeltaChainValue)
assert chain.base == [msg1]
assert chain.deltas == [[msg2]]
from langchain_core.messages import AIMessage, HumanMessage
spec = DeltaChannel(add_messages)
ch = spec.from_checkpoint(chain)
result = ch.get()
assert len(result) == 2
assert isinstance(result[0], HumanMessage) and result[0].content == "hello"
assert isinstance(result[1], AIMessage) and result[1].content == "world"
def test_delta_channel_remove_message_delta_and_replay() -> None:
"""RemoveMessage stored in a delta must round-trip correctly through the chain."""
from langchain_core.messages import AIMessage, HumanMessage, RemoveMessage
from langgraph.checkpoint.base import DeltaChainValue, DeltaValue
from langgraph.channels.delta import DeltaChannel
from langgraph.graph.message import add_messages
spec = DeltaChannel(add_messages)
ch = spec.from_checkpoint(MISSING)
ch.after_checkpoint(None)
# Step 1: add two messages
ch.update([HumanMessage(content="hi", id="h1")])
ch.update([AIMessage(content="hello", id="a1")])
d1 = ch.checkpoint()
assert isinstance(d1, DeltaValue)
ch.after_checkpoint("v1", checkpoint_id="cid1")
assert ch.get() == [
HumanMessage(content="hi", id="h1"),
AIMessage(content="hello", id="a1"),
]
# Step 2: remove the AI message
ch.update([RemoveMessage(id="a1")])
d2 = ch.checkpoint()
assert isinstance(d2, DeltaValue)
assert d2.prev_checkpoint_id == "cid1"
assert any(isinstance(w, RemoveMessage) for w in d2.delta)
ch.after_checkpoint("v2", checkpoint_id="cid2")
assert ch.get() == [HumanMessage(content="hi", id="h1")]
# Replay the full chain from scratch — must reproduce the post-remove state
chain = DeltaChainValue(base=None, deltas=[d1.delta, d2.delta])
ch2 = spec.from_checkpoint(chain)
assert ch2.get() == [HumanMessage(content="hi", id="h1")]
def test_delta_channel_update_by_id_delta_and_replay() -> None:
"""Updating a message by ID stored in a delta must round-trip correctly."""
from langchain_core.messages import HumanMessage
from langgraph.checkpoint.base import DeltaChainValue, DeltaValue
from langgraph.channels.delta import DeltaChannel
from langgraph.graph.message import add_messages
spec = DeltaChannel(add_messages)
ch = spec.from_checkpoint(MISSING)
ch.after_checkpoint(None)
# Step 1: add a message
ch.update([HumanMessage(content="original", id="h1")])
d1 = ch.checkpoint()
assert isinstance(d1, DeltaValue)
ch.after_checkpoint("v1", checkpoint_id="cid1")
# Step 2: update the same message by ID
ch.update([HumanMessage(content="updated", id="h1")])
d2 = ch.checkpoint()
assert isinstance(d2, DeltaValue)
assert d2.prev_checkpoint_id == "cid1"
ch.after_checkpoint("v2", checkpoint_id="cid2")
assert ch.get() == [HumanMessage(content="updated", id="h1")]
# Replay the full chain — must produce the updated message, not the original
chain = DeltaChainValue(base=None, deltas=[d1.delta, d2.delta])
ch2 = spec.from_checkpoint(chain)
assert len(ch2.get()) == 1
assert ch2.get()[0].content == "updated"
def test_delta_channel_snapshot_every_emits_plain_list() -> None:
"""snapshot_every=N causes a plain-list snapshot after N steps; next deltas chain to it."""
from langchain_core.messages import HumanMessage
from langgraph.checkpoint.base import DeltaValue
from langgraph.channels.delta import DeltaChannel
from langgraph.graph.message import add_messages
SNAP = 3
spec = DeltaChannel(add_messages, snapshot_every=SNAP)
ch = spec.from_checkpoint(MISSING)
# First after_checkpoint anchors _base_version without counting a step.
ch.after_checkpoint("v0", checkpoint_id="cid0")
# Steps 1..SNAP: each should stay as DeltaValue; counter increments each step.
for i in range(1, SNAP + 1):
ch.update([HumanMessage(content=f"m{i}", id=f"h{i}")])
ckpt = ch.checkpoint()
assert isinstance(ckpt, DeltaValue), f"expected DeltaValue at step {i}"
ch.after_checkpoint(f"v{i}", checkpoint_id=f"cid{i}")
# Step SNAP+1: _steps_since_snapshot == SNAP → snapshot fires
ch.update([HumanMessage(content="snap", id="hsnap")])
snap = ch.checkpoint()
assert isinstance(snap, list), "expected plain-list snapshot at snapshot_every step"
assert len(snap) == SNAP + 1
# After snapshot, counter resets — next step is DeltaValue again
ch.after_checkpoint("vsnap", checkpoint_id="cidsnap")
ch.update([HumanMessage(content="post", id="hpost")])
post = ch.checkpoint()
assert isinstance(post, DeltaValue)
assert post.prev_checkpoint_id == "cidsnap"
def test_delta_channel_snapshot_every_end_to_end() -> None:
"""Graph with snapshot_every: get_state returns correct accumulated value after snapshot."""
from typing import Annotated
from langchain_core.messages import AIMessage, HumanMessage
from langgraph.checkpoint.memory import InMemorySaver
from typing_extensions import TypedDict
from langgraph.channels.delta import DeltaChannel
from langgraph.graph import START, StateGraph
from langgraph.graph.message import add_messages
class State(TypedDict):
messages: Annotated[list, DeltaChannel(add_messages, snapshot_every=2)]
counter = {"n": 0}
def respond(state: State) -> dict:
counter["n"] += 1
return {
"messages": [
AIMessage(content=f"ai-{counter['n']}", id=f"ai-{counter['n']}")
]
}
builder = StateGraph(State)
builder.add_node("respond", respond)
builder.add_edge(START, "respond")
graph = builder.compile(checkpointer=InMemorySaver())
config = {"configurable": {"thread_id": "snap-test"}}
# Run 5 turns — snapshot fires after 2 steps, then again after 2 more
for i in range(5):
graph.invoke({"messages": [HumanMessage(content=f"h{i}", id=f"h{i}")]}, config)
state = graph.get_state(config)
msgs = state.values["messages"]
# 5 human + 5 AI = 10 total
assert len(msgs) == 10, f"expected 10 messages, got {len(msgs)}: {msgs}"
def test_delta_channel_assembly_fast_path_returns_delta_value() -> None:
"""get_channel_blob returning a DeltaValue continues chain traversal (fast-path)."""
from unittest.mock import MagicMock
from langgraph.checkpoint.base import (
DeltaChainValue,
DeltaValue,
empty_checkpoint,
)
from langgraph.channels.delta import DeltaChannel
from langgraph.graph.message import add_messages
from langgraph.pregel._checkpoint import _assemble_delta_channels
msg1 = {"type": "human", "content": "one"}
msg2 = {"type": "ai", "content": "two"}
msg3 = {"type": "human", "content": "three"}
# cp3 → cp2 (DeltaValue) → cp1 (base list)
dv_cp2 = DeltaValue(delta=[msg2], prev_checkpoint_id="cp1")
cp3 = empty_checkpoint()
cp3["id"] = "cp3"
cp3["channel_values"]["messages"] = DeltaValue(
delta=[msg3], prev_checkpoint_id="cp2"
)
saver = MagicMock()
def _get_blob(thread_id, ns, checkpoint_id, channel):
if checkpoint_id == "cp2":
return dv_cp2 # DeltaValue — chain continues
if checkpoint_id == "cp1":
return [msg1] # plain list — chain root
return NotImplemented
saver.get_channel_blob.side_effect = _get_blob
config = {"configurable": {"thread_id": "t1", "checkpoint_ns": ""}}
assembled = _assemble_delta_channels(cp3, config, saver)
chain = assembled["messages"]
assert isinstance(chain, DeltaChainValue)
assert chain.base == [msg1]
assert chain.deltas == [[msg2], [msg3]]
spec = DeltaChannel(add_messages)
ch = spec.from_checkpoint(chain)
# add_messages converts dicts to message objects; check by type and content
result = ch.get()
assert len(result) == 3
assert result[0].content == "one"
assert result[1].content == "two"
assert result[2].content == "three"
def test_delta_channel_assembly_broken_chain_logs_warning() -> None:
"""If a prev_checkpoint_id points to a missing checkpoint, log a warning and use partial chain."""
from unittest.mock import MagicMock
from langgraph.checkpoint.base import DeltaValue, empty_checkpoint
from langgraph.pregel._checkpoint import _assemble_delta_channels
cp = empty_checkpoint()
cp["id"] = "cp2"
cp["channel_values"]["messages"] = DeltaValue(
delta=["msg2"], prev_checkpoint_id="cp-missing"
)
saver = MagicMock()
saver.get_channel_blob.return_value = NotImplemented
saver.get_tuple.return_value = None # checkpoint not found
config = {"configurable": {"thread_id": "t1", "checkpoint_ns": ""}}
assembled = _assemble_delta_channels(cp, config, saver)
# Should still assemble — with partial chain (just the current delta, base=None)
assert "messages" in assembled
from langgraph.checkpoint.base import DeltaChainValue
chain = assembled["messages"]
assert isinstance(chain, DeltaChainValue)
assert chain.base is None
assert chain.deltas == [["msg2"]]
@@ -1,356 +0,0 @@
"""Benchmark: DeltaChannel vs BinaryOperatorAggregate storage and time.
Run directly: python tests/test_delta_channel_benchmark.py
Run via pytest: pytest tests/test_delta_channel_benchmark.py -s
Simulates realistic multi-turn conversations with paragraph-length messages
(~100 tokens each) scaling up to 1M-token-equivalent histories.
Token estimates: 1 token 4 chars; each turn 200 tokens (human + AI).
A 1M-token conversation 5,000 turns of realistic messages.
"""
from __future__ import annotations
import sys
import time
from typing import Annotated, Any
from langchain_core.messages import AIMessage, HumanMessage
from langgraph.checkpoint.memory import MemorySaver
from typing_extensions import TypedDict
from langgraph.channels.delta import DeltaChannel
from langgraph.graph import END, StateGraph
from langgraph.graph.message import add_messages
try:
from langgraph.checkpoint.sqlite import SqliteSaver
_SQLITE_AVAILABLE = True
except ImportError:
_SQLITE_AVAILABLE = False
SNAPSHOT_EVERY = 50
# ---------------------------------------------------------------------------
# Realistic message payload (~100 tokens / ~400 chars each)
# ---------------------------------------------------------------------------
_HUMAN_TEMPLATE = (
"I need help understanding the implications of {topic} on our system architecture. "
"Specifically, I'm concerned about how this interacts with our existing {concern} "
"and whether we need to refactor the {component} layer before proceeding."
)
_AI_TEMPLATE = (
"Great question about {topic}. The key insight here is that {concern} introduces "
"a subtle ordering dependency that most teams overlook until they hit it in production. "
"For your {component} layer specifically, I'd recommend starting with a careful audit "
"of the interface boundaries before making any structural changes. This will give you "
"a clear picture of the blast radius and let you sequence the migration safely."
)
_TOPICS = [
"distributed tracing",
"eventual consistency",
"schema migration",
"backpressure handling",
"idempotency guarantees",
"cache invalidation",
"connection pooling",
"rate limiting",
"circuit breaking",
"observability pipelines",
]
_CONCERNS = [
"concurrency model",
"retry semantics",
"state management",
"error propagation",
"latency budget",
]
_COMPONENTS = [
"persistence",
"routing",
"ingestion",
"aggregation",
"serialization",
]
def _human_content(i: int) -> str:
return _HUMAN_TEMPLATE.format(
topic=_TOPICS[i % len(_TOPICS)],
concern=_CONCERNS[i % len(_CONCERNS)],
component=_COMPONENTS[i % len(_COMPONENTS)],
)
def _ai_content(i: int) -> str:
return _AI_TEMPLATE.format(
topic=_TOPICS[i % len(_TOPICS)],
concern=_CONCERNS[i % len(_CONCERNS)],
component=_COMPONENTS[i % len(_COMPONENTS)],
)
# ---------------------------------------------------------------------------
# State definitions
# ---------------------------------------------------------------------------
class BinaryState(TypedDict):
messages: Annotated[list, add_messages]
class DeltaState(TypedDict):
messages: Annotated[list, DeltaChannel(add_messages)]
class DeltaSnapshotState(TypedDict):
messages: Annotated[list, DeltaChannel(add_messages, snapshot_every=SNAPSHOT_EVERY)]
# ---------------------------------------------------------------------------
# Graph factory
# ---------------------------------------------------------------------------
def _make_graph(state_cls: type, checkpointer: Any = None) -> Any:
def human_node(state: Any) -> dict:
return {}
def ai_node(state: Any) -> dict:
i = len(state["messages"]) // 2
return {"messages": [AIMessage(content=_ai_content(i), id=f"a{i}")]}
g = StateGraph(state_cls)
g.add_node("human", human_node)
g.add_node("ai", ai_node)
g.add_edge("human", "ai")
g.add_edge("ai", END)
g.set_entry_point("human")
return g.compile(checkpointer=checkpointer or MemorySaver())
# ---------------------------------------------------------------------------
# Measurement helpers
# ---------------------------------------------------------------------------
def _total_blob_bytes(saver: MemorySaver) -> int:
total = 0
for (_, _, _, _), (type_tag, blob) in saver.blobs.items():
if blob is not None:
total += len(blob)
return total
def _run_turns(
n_turns: int,
state_cls: type,
checkpointer: Any = None,
) -> tuple[float, float, int]:
"""Run n_turns conversation turns.
Returns (write_elapsed_s, read_elapsed_s, total_blob_bytes).
blob_bytes is -1 for savers without in-memory blob stores (e.g. SQLite).
Read latency is measured as the time to invoke the graph with no new
messages after the full history is built this forces state rehydration.
"""
graph = _make_graph(state_cls, checkpointer)
config = {"configurable": {"thread_id": "bench"}}
t0 = time.perf_counter()
for i in range(n_turns):
graph.invoke(
{"messages": [HumanMessage(content=_human_content(i), id=f"h{i}")]},
config,
)
write_elapsed = time.perf_counter() - t0
# Measure read/rehydration: get_state forces the channel to rebuild
t1 = time.perf_counter()
for _ in range(5):
graph.get_state(config)
read_elapsed = (time.perf_counter() - t1) / 5
if isinstance(graph.checkpointer, MemorySaver):
blob_bytes = _total_blob_bytes(graph.checkpointer)
else:
blob_bytes = -1
return write_elapsed, read_elapsed, blob_bytes
def _fmt_bytes(n: int) -> str:
if n >= 1_000_000:
return f"{n / 1_000_000:.1f} MB"
if n >= 1_000:
return f"{n / 1_000:.1f} KB"
return f"{n} B"
def _approx_tokens(n_turns: int) -> str:
# ~100 tokens human + ~100 tokens AI per turn
tokens = n_turns * 200
if tokens >= 1_000_000:
return f"~{tokens / 1_000_000:.1f}M tok"
if tokens >= 1_000:
return f"~{tokens / 1_000:.0f}K tok"
return f"~{tokens} tok"
# ---------------------------------------------------------------------------
# Benchmark matrix
# ---------------------------------------------------------------------------
# Turn counts chosen to span from a short session to a long-running agent conversation.
# Storage and time complexity differences are clearly visible by 500 turns.
# Extrapolation: 5,000 turns × ~200 tokens/turn ≈ 1M tokens (Claude's full context window).
TURN_COUNTS = [50, 100, 200, 500]
def _checkpointer_factories() -> list[tuple[str, Any]]:
"""Return (label, context_manager_or_none) pairs for available checkpointers."""
factories: list[tuple[str, Any]] = [("InMemory", None)]
if _SQLITE_AVAILABLE:
import tempfile
factories.append(("SQLite", tempfile.NamedTemporaryFile(suffix=".db")))
return factories
def run_benchmark() -> None:
print()
print(
"DeltaChannel vs add_messages (BinaryOperatorAggregate) — checkpoint storage & latency"
)
print("Simulating realistic multi-turn conversations up to ~1M-token histories")
print("(5,000 turns × ~200 tokens/turn ≈ 1M tokens — Claude's full context window)")
print()
checkpointers: list[tuple[str, Any]] = [("InMemory (fast-path)", None)]
if _SQLITE_AVAILABLE:
checkpointers.append(("SQLite (get_tuple fallback)", "sqlite"))
for cp_label, cp_hint in checkpointers:
print(f"--- Checkpointer: {cp_label} ---")
_run_benchmark_for_checkpointer(cp_hint)
def _run_benchmark_for_checkpointer(cp_hint: Any) -> None:
import contextlib
import tempfile
@contextlib.contextmanager
def _make_saver():
if cp_hint is None:
yield None
else:
with tempfile.NamedTemporaryFile(suffix=".db") as f:
with SqliteSaver.from_conn_string(f.name) as saver:
yield saver
W = 120
print("=" * W)
header = (
f"{'turns':>6} {'ctx size':>10} "
f"{'add_msgs (bytes)':>18} {'delta (bytes)':>15} {'delta+snap (bytes)':>18} "
f"{'storage saved':>14} "
f"{'read: add_msgs':>14} {'read: delta+snap':>16}"
)
print(header)
print("-" * W)
results = []
for turns in TURN_COUNTS:
with _make_saver() as saver:
b_wt, b_rt, b_bytes = _run_turns(turns, BinaryState, saver)
with _make_saver() as saver:
d_wt, d_rt, d_bytes = _run_turns(turns, DeltaState, saver)
with _make_saver() as saver:
s_wt, s_rt, s_bytes = _run_turns(turns, DeltaSnapshotState, saver)
# For non-InMemory savers, blob_bytes are unavailable (-1); use read times only
if b_bytes < 0 or s_bytes < 0:
b_bytes_str = "n/a"
d_bytes_str = "n/a"
s_bytes_str = "n/a"
storage_ratio_str = "n/a"
else:
storage_ratio = b_bytes / s_bytes if s_bytes else float("inf")
b_bytes_str = _fmt_bytes(b_bytes)
d_bytes_str = _fmt_bytes(d_bytes)
s_bytes_str = _fmt_bytes(s_bytes)
storage_ratio_str = f"{storage_ratio:.1f}x"
results.append((turns, b_bytes, s_bytes, b_rt, s_rt, storage_ratio))
print(
f"{turns:>6} {_approx_tokens(turns):>10} "
f"{b_bytes_str:>18} {d_bytes_str:>15} {s_bytes_str:>18} "
f"{storage_ratio_str:>14} "
f"{b_rt * 1000:>12.1f}ms {s_rt * 1000:>14.1f}ms"
)
print("=" * W)
print()
if results:
best = results[-1]
turns, b_bytes, s_bytes, b_rt, s_rt, ratio = best
print(f"Key findings at max scale ({turns} turns):")
print(
f" Storage: {_fmt_bytes(b_bytes)} (add_messages) → {_fmt_bytes(s_bytes)} (DeltaChannel+snapshot) — {ratio:.0f}x reduction"
)
print(
f" Read latency: {b_rt * 1000:.1f}ms (add_messages) vs {s_rt * 1000:.1f}ms (DeltaChannel+snapshot)"
)
print()
print("Legend:")
print(
" add_msgs = Annotated[list, add_messages] — current default, O(N²) storage"
)
print(
" delta = DeltaChannel(add_messages) — O(N) storage, unbounded chain at read"
)
print(
f" delta+snap = DeltaChannel(add_messages, snapshot_every={SNAPSHOT_EVERY}) — O(N) storage, O(1) read depth"
)
print()
# ---------------------------------------------------------------------------
# Pytest entry point
# ---------------------------------------------------------------------------
def test_delta_channel_benchmark(capsys: Any) -> None:
"""Storage grows O(N²) for add_messages, O(N) for DeltaChannel."""
with capsys.disabled():
run_benchmark()
# Correctness assertion: DeltaChannel must use less storage at scale.
for turns in [100, 200]:
_, _, b_bytes = _run_turns(turns, BinaryState)
_, _, d_bytes = _run_turns(turns, DeltaState)
_, _, s_bytes = _run_turns(turns, DeltaSnapshotState)
assert d_bytes < b_bytes, (
f"DeltaChannel should use less storage at {turns} turns, "
f"got delta={d_bytes} binary={b_bytes}"
)
assert s_bytes < b_bytes, (
f"DeltaChannel+snapshot should use less storage at {turns} turns, "
f"got snapshot={s_bytes} binary={b_bytes}"
)
# ---------------------------------------------------------------------------
# Script entry point
# ---------------------------------------------------------------------------
if __name__ == "__main__":
run_benchmark()
sys.exit(0)
@@ -1,277 +0,0 @@
from __future__ import annotations
import sys
from typing import Any
import pytest
from langchain_core.callbacks.base import BaseCallbackHandler
from langchain_core.callbacks.manager import CallbackManager
from langgraph.checkpoint.memory import InMemorySaver
from typing_extensions import TypedDict
from langgraph.callbacks import (
GraphCallbackHandler,
GraphInterruptEvent,
GraphResumeEvent,
)
from langgraph.graph import START, StateGraph
from langgraph.types import Command, Interrupt, interrupt
NEEDS_CONTEXTVARS = pytest.mark.skipif(
sys.version_info < (3, 11),
reason="Python 3.11+ is required for async contextvars support",
)
class _GraphEventHandler(GraphCallbackHandler):
def __init__(self) -> None:
self.interrupt_events: list[GraphInterruptEvent] = []
self.resume_events: list[GraphResumeEvent] = []
def on_interrupt(self, event: GraphInterruptEvent) -> Any:
self.interrupt_events.append(event)
def on_resume(self, event: GraphResumeEvent) -> Any:
self.resume_events.append(event)
class _LangChainCustomEventHandler(BaseCallbackHandler):
run_inline = True
def __init__(self) -> None:
self.events: list[str] = []
def on_custom_event(self, name: str, data: Any, **kwargs: Any) -> Any:
self.events.append(name)
class _RaisingGraphEventHandler(GraphCallbackHandler):
def __init__(
self,
*,
raise_on_interrupt: bool = False,
raise_on_resume: bool = False,
raise_error: bool = False,
) -> None:
self.raise_on_interrupt = raise_on_interrupt
self.raise_on_resume = raise_on_resume
self.raise_error = raise_error
def on_interrupt(self, event: GraphInterruptEvent) -> Any:
if self.raise_on_interrupt:
raise ValueError("boom-interrupt")
def on_resume(self, event: GraphResumeEvent) -> Any:
if self.raise_on_resume:
raise ValueError("boom-resume")
class _AsyncRaisingGraphEventHandler(GraphCallbackHandler):
def __init__(
self,
*,
raise_on_interrupt: bool = False,
raise_on_resume: bool = False,
raise_error: bool = False,
) -> None:
self.raise_on_interrupt = raise_on_interrupt
self.raise_on_resume = raise_on_resume
self.raise_error = raise_error
async def on_interrupt(self, event: GraphInterruptEvent) -> Any:
if self.raise_on_interrupt:
raise ValueError("boom-interrupt")
async def on_resume(self, event: GraphResumeEvent) -> Any:
if self.raise_on_resume:
raise ValueError("boom-resume")
class _State(TypedDict):
answer: str | None
def _build_interrupt_graph() -> Any:
def ask(state: _State) -> _State:
answer = interrupt("Provide value")
return {"answer": answer}
builder = StateGraph(_State)
builder.add_node("ask", ask)
builder.add_edge(START, "ask")
return builder.compile(checkpointer=InMemorySaver())
def test_graph_callbacks_interrupt_and_resume_sync() -> None:
graph = _build_interrupt_graph()
handler = _GraphEventHandler()
langchain_handler = _LangChainCustomEventHandler()
config = {
"configurable": {"thread_id": "graph-callback-sync"},
"callbacks": [langchain_handler, handler],
}
first = graph.invoke({"answer": None}, config)
assert "__interrupt__" in first
assert len(handler.interrupt_events) == 1
assert handler.interrupt_events[0].interrupts
assert isinstance(handler.interrupt_events[0].interrupts[0], Interrupt)
assert handler.interrupt_events[0].checkpoint_ns == ()
assert langchain_handler.events == []
handler.resume_events.clear()
resumed = graph.invoke(Command(resume="done"), config)
assert resumed == {"answer": "done"}
assert len(handler.resume_events) == 1
assert handler.resume_events[0].checkpoint_ns == ()
assert langchain_handler.events == []
@pytest.mark.anyio
@NEEDS_CONTEXTVARS
async def test_graph_callbacks_interrupt_and_resume_async() -> None:
graph = _build_interrupt_graph()
handler = _GraphEventHandler()
langchain_handler = _LangChainCustomEventHandler()
config = {
"configurable": {"thread_id": "graph-callback-async"},
"callbacks": [langchain_handler, handler],
}
first = await graph.ainvoke({"answer": None}, config)
assert "__interrupt__" in first
assert len(handler.interrupt_events) == 1
assert handler.interrupt_events[0].interrupts
assert isinstance(handler.interrupt_events[0].interrupts[0], Interrupt)
assert handler.interrupt_events[0].checkpoint_ns == ()
assert langchain_handler.events == []
handler.resume_events.clear()
resumed = await graph.ainvoke(Command(resume="done"), config)
assert resumed == {"answer": "done"}
assert len(handler.resume_events) == 1
assert handler.resume_events[0].checkpoint_ns == ()
assert langchain_handler.events == []
def test_graph_callbacks_continue_when_interrupt_handler_raises_sync() -> None:
graph = _build_interrupt_graph()
raising_handler = _RaisingGraphEventHandler(raise_on_interrupt=True)
recording_handler = _GraphEventHandler()
first = graph.invoke(
{"answer": None},
{
"configurable": {"thread_id": "graph-callback-sync-raises"},
"callbacks": [raising_handler, recording_handler],
},
)
assert "__interrupt__" in first
assert len(recording_handler.interrupt_events) == 1
def test_graph_callbacks_continue_when_resume_handler_raises_sync() -> None:
graph = _build_interrupt_graph()
raising_handler = _RaisingGraphEventHandler(raise_on_resume=True)
recording_handler = _GraphEventHandler()
config = {
"configurable": {"thread_id": "graph-callback-sync-raises-resume"},
"callbacks": [raising_handler, recording_handler],
}
first = graph.invoke({"answer": None}, config)
assert "__interrupt__" in first
resumed = graph.invoke(Command(resume="done"), config)
assert resumed == {"answer": "done"}
assert len(recording_handler.resume_events) == 1
def test_graph_callbacks_raise_error_propagates_sync() -> None:
graph = _build_interrupt_graph()
raising_handler = _RaisingGraphEventHandler(
raise_on_interrupt=True,
raise_error=True,
)
with pytest.raises(ValueError, match="boom-interrupt"):
graph.invoke(
{"answer": None},
{
"configurable": {"thread_id": "graph-callback-sync-raise-error"},
"callbacks": [raising_handler],
},
)
@pytest.mark.anyio
@NEEDS_CONTEXTVARS
async def test_graph_callbacks_continue_when_handler_raises_async() -> None:
graph = _build_interrupt_graph()
raising_interrupt_handler = _AsyncRaisingGraphEventHandler(raise_on_interrupt=True)
recording_handler = _GraphEventHandler()
config = {
"configurable": {"thread_id": "graph-callback-async-raises-interrupt"},
"callbacks": [raising_interrupt_handler, recording_handler],
}
first = await graph.ainvoke({"answer": None}, config)
assert "__interrupt__" in first
assert len(recording_handler.interrupt_events) == 1
graph = _build_interrupt_graph()
raising_resume_handler = _AsyncRaisingGraphEventHandler(raise_on_resume=True)
recording_handler = _GraphEventHandler()
config = {
"configurable": {"thread_id": "graph-callback-async-raises-resume"},
"callbacks": [raising_resume_handler, recording_handler],
}
first = await graph.ainvoke({"answer": None}, config)
assert "__interrupt__" in first
resumed = await graph.ainvoke(Command(resume="done"), config)
assert resumed == {"answer": "done"}
assert len(recording_handler.resume_events) == 1
@pytest.mark.anyio
@NEEDS_CONTEXTVARS
async def test_graph_callbacks_raise_error_propagates_async() -> None:
graph = _build_interrupt_graph()
raising_handler = _AsyncRaisingGraphEventHandler(
raise_on_interrupt=True,
raise_error=True,
)
with pytest.raises(ValueError, match="boom-interrupt"):
await graph.ainvoke(
{"answer": None},
{
"configurable": {"thread_id": "graph-callback-async-raise-error"},
"callbacks": [raising_handler],
},
)
def test_graph_callbacks_accept_base_callback_manager() -> None:
graph = _build_interrupt_graph()
graph_handler = _GraphEventHandler()
custom_handler = _LangChainCustomEventHandler()
manager = CallbackManager.configure(inheritable_callbacks=[custom_handler])
manager.add_handler(graph_handler)
first = graph.invoke(
{"answer": None},
{
"configurable": {"thread_id": "graph-callback-base-manager"},
"callbacks": manager,
},
)
assert "__interrupt__" in first
assert len(graph_handler.interrupt_events) == 1
+6
View File
@@ -1396,6 +1396,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
"langgraph_path": (PULL, "agent"),
"langgraph_checkpoint_ns": AnyStr("agent:"),
"checkpoint_ns": AnyStr("agent:"),
"_type": "generic-fake-chat-model",
"ls_provider": "fakechatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -1458,6 +1459,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
"langgraph_path": (PULL, "agent"),
"langgraph_checkpoint_ns": AnyStr("agent:"),
"checkpoint_ns": AnyStr("agent:"),
"_type": "generic-fake-chat-model",
"ls_provider": "fakechatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -1510,6 +1512,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
"langgraph_path": (PULL, "agent"),
"langgraph_checkpoint_ns": AnyStr("agent:"),
"checkpoint_ns": AnyStr("agent:"),
"_type": "generic-fake-chat-model",
"ls_provider": "fakechatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -6881,6 +6884,7 @@ def test_weather_subgraph(
"langgraph_path": ("__pregel_pull", "router_node"),
"langgraph_checkpoint_ns": AnyStr("router_node:"),
"checkpoint_ns": AnyStr("router_node:"),
"_type": "fake-messages-list-chat-model",
"ls_provider": "fakemessageslistchatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -6908,6 +6912,7 @@ def test_weather_subgraph(
"langgraph_path": ("__pregel_pull", "model_node"),
"langgraph_checkpoint_ns": AnyStr("weather_graph:"),
"checkpoint_ns": AnyStr("weather_graph:"),
"_type": "fake-messages-list-chat-model",
"ls_provider": "fakemessageslistchatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -6944,6 +6949,7 @@ def test_weather_subgraph(
"langgraph_path": ("__pregel_pull", "router_node"),
"langgraph_checkpoint_ns": AnyStr("router_node:"),
"checkpoint_ns": AnyStr("router_node:"),
"_type": "fake-messages-list-chat-model",
"ls_provider": "fakemessageslistchatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -1147,6 +1147,7 @@ async def test_prebuilt_tool_chat() -> None:
"langgraph_path": (PULL, "agent"),
"langgraph_checkpoint_ns": AnyStr("agent:"),
"checkpoint_ns": AnyStr("agent:"),
"_type": "generic-fake-chat-model",
"ls_provider": "fakechatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -1209,6 +1210,7 @@ async def test_prebuilt_tool_chat() -> None:
"langgraph_path": (PULL, "agent"),
"langgraph_checkpoint_ns": AnyStr("agent:"),
"checkpoint_ns": AnyStr("agent:"),
"_type": "generic-fake-chat-model",
"ls_provider": "fakechatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -1261,6 +1263,7 @@ async def test_prebuilt_tool_chat() -> None:
"langgraph_path": (PULL, "agent"),
"langgraph_checkpoint_ns": AnyStr("agent:"),
"checkpoint_ns": AnyStr("agent:"),
"_type": "generic-fake-chat-model",
"ls_provider": "fakechatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -3978,6 +3981,7 @@ async def test_weather_subgraph(
"langgraph_path": ("__pregel_pull", "router_node"),
"langgraph_checkpoint_ns": AnyStr("router_node:"),
"checkpoint_ns": AnyStr("router_node:"),
"_type": "fake-messages-list-chat-model",
"ls_provider": "fakemessageslistchatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -4005,6 +4009,7 @@ async def test_weather_subgraph(
"langgraph_path": ("__pregel_pull", "model_node"),
"langgraph_checkpoint_ns": AnyStr("weather_graph:"),
"checkpoint_ns": AnyStr("weather_graph:"),
"_type": "fake-messages-list-chat-model",
"ls_provider": "fakemessageslistchatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -4041,6 +4046,7 @@ async def test_weather_subgraph(
"langgraph_path": ("__pregel_pull", "router_node"),
"langgraph_checkpoint_ns": AnyStr("router_node:"),
"checkpoint_ns": AnyStr("router_node:"),
"_type": "fake-messages-list-chat-model",
"ls_provider": "fakemessageslistchatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
+101 -249
View File
@@ -54,6 +54,13 @@ from langgraph.pregel import (
NodeBuilder,
Pregel,
)
from langgraph.pregel._checkpoint_writer import (
CHECKPOINT_BACKLOG_ENV_VAR,
DEFAULT_CHECKPOINT_BACKLOG,
AsyncCheckpointWriter,
SyncCheckpointWriter,
resolve_checkpoint_backlog,
)
from langgraph.pregel._loop import SyncPregelLoop
from langgraph.pregel._runner import PregelRunner
from langgraph.types import (
@@ -615,11 +622,8 @@ def test_run_from_checkpoint_id_retains_previous_writes(
)
]
# +2: one fork checkpoint from time travel, one from the new execution
assert len(new_history) == len(history) + 2
# new_history[0] is the new execution result, new_history[1] is the fork
assert new_history[1].metadata["source"] == "fork"
for original, new in zip(history, new_history[2:]):
assert len(new_history) == len(history) + 1
for original, new in zip(history, new_history[1:]):
assert original.values == new.values
assert original.next == new.next
assert original.metadata["step"] == new.metadata["step"]
@@ -627,7 +631,7 @@ def test_run_from_checkpoint_id_retains_previous_writes(
def _get_tasks(hist: list, start: int):
return [h.tasks for h in hist[start:]]
assert _get_tasks(new_history, 2) == _get_tasks(history, 0)
assert _get_tasks(new_history, 1) == _get_tasks(history, 0)
def test_batch_two_processes_in_out() -> None:
@@ -3729,6 +3733,7 @@ def test_repeat_condition(snapshot: SnapshotAssertion) -> None:
"end": END,
},
)
workflow.add_conditional_edges(
"Chart Generator",
router,
@@ -3752,6 +3757,93 @@ def test_repeat_condition(snapshot: SnapshotAssertion) -> None:
assert app.get_graph().draw_mermaid(with_styles=False) == snapshot
def test_sync_durability_applies_checkpoint_backpressure() -> None:
first_put_started = threading.Event()
release_first_put = threading.Event()
put_calls = 0
visited: list[int] = []
result: dict[str, Any] = {}
error: dict[str, BaseException] = {}
class SlowFirstPutCheckpointer(InMemorySaver):
def put(
self,
config: RunnableConfig,
checkpoint: Checkpoint,
metadata: CheckpointMetadata,
new_versions: Any,
) -> RunnableConfig:
nonlocal put_calls
put_calls += 1
if put_calls == 1:
first_put_started.set()
release_first_put.wait()
return super().put(config, checkpoint, metadata, new_versions)
class State(TypedDict):
counter: int
def increment(state: State) -> State:
visited.append(state["counter"])
return {"counter": state["counter"] + 1}
def should_continue(state: State) -> str:
return "loop" if state["counter"] < 4 else "done"
builder = StateGraph(State)
builder.add_node("increment", increment)
builder.add_edge(START, "increment")
builder.add_conditional_edges(
"increment", should_continue, {"loop": "increment", "done": END}
)
graph = builder.compile(checkpointer=SlowFirstPutCheckpointer())
def invoke() -> None:
try:
result["value"] = graph.invoke(
{"counter": 0},
{"configurable": {"thread_id": "1"}},
durability="async",
)
except BaseException as exc:
error["value"] = exc
thread = threading.Thread(target=invoke)
thread.start()
assert first_put_started.wait(timeout=1)
time.sleep(0.05)
assert thread.is_alive()
assert len(visited) <= DEFAULT_CHECKPOINT_BACKLOG + 1
release_first_put.set()
thread.join(timeout=1)
assert not thread.is_alive()
assert "value" not in error
assert result["value"] == {"counter": 4}
def test_checkpoint_backlog_uses_env_override(monkeypatch: pytest.MonkeyPatch) -> None:
monkeypatch.setenv(CHECKPOINT_BACKLOG_ENV_VAR, "7")
assert resolve_checkpoint_backlog() == 7
assert SyncCheckpointWriter(lambda *_args: None).queue.maxsize == 7
assert AsyncCheckpointWriter(lambda *_args: None).queue.maxsize == 7
def test_checkpoint_backlog_invalid_env_uses_default(
monkeypatch: pytest.MonkeyPatch,
) -> None:
monkeypatch.setenv(CHECKPOINT_BACKLOG_ENV_VAR, "not-an-int")
assert resolve_checkpoint_backlog() == DEFAULT_CHECKPOINT_BACKLOG
monkeypatch.setenv(CHECKPOINT_BACKLOG_ENV_VAR, "0")
assert resolve_checkpoint_backlog() == DEFAULT_CHECKPOINT_BACKLOG
def test_checkpoint_metadata(sync_checkpointer: BaseCheckpointSaver) -> None:
"""This test verifies that a run's configurable fields are merged with the
previous checkpoint config for each step in the run.
@@ -6274,7 +6366,7 @@ def test_sync_streaming_with_functional_api() -> None:
@task()
def slow() -> dict:
time.sleep(time_delay) # Simulate a delay of 10 ms
return {"tic": time.monotonic()}
return {"tic": time.time()}
@entrypoint()
def graph(inputs: dict) -> list:
@@ -6287,7 +6379,7 @@ def test_sync_streaming_with_functional_api() -> None:
for chunk in graph.stream({}):
if "slow" not in chunk: # We'll just look at the updates from `slow`
continue
arrival_times.append(time.monotonic())
arrival_times.append(time.time())
assert len(arrival_times) == 2
delta = arrival_times[1] - arrival_times[0]
@@ -6896,6 +6988,7 @@ def test_tags_stream_mode_messages() -> None:
"langgraph_path": ("__pregel_pull", "call_model"),
"langgraph_checkpoint_ns": AnyStr("call_model:"),
"checkpoint_ns": AnyStr("call_model:"),
"_type": "generic-fake-chat-model",
"ls_provider": "genericfakechatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -6905,60 +6998,6 @@ def test_tags_stream_mode_messages() -> None:
]
def test_configurable_propagates_to_stream_metadata() -> None:
"""Regression: thread_id, run_id, assistant_id, graph_id,
and langgraph_auth_user_id from configurable must appear
in stream_mode='messages' metadata."""
def my_node(state):
return {"messages": HumanMessage(content="hello")}
graph = (
StateGraph(MessagesState)
.add_node("my_node", my_node)
.add_edge(START, "my_node")
.compile()
)
config = {
"configurable": {
"thread_id": "th-123",
"checkpoint_id": "ckpt-1",
"checkpoint_ns": "ns-1",
"task_id": "task-1",
"run_id": "run-456",
"assistant_id": "asst-789",
"graph_id": "graph-0",
"model": "gpt-4o",
"user_id": "uid-1",
"cron_id": "cron-1",
"langgraph_auth_user_id": "user-1",
# these should NOT be propagated into metadata
"some_api_key": "secret",
"custom_setting": {"nested": True},
},
}
results = list(graph.stream({"messages": []}, config, stream_mode="messages"))
assert len(results) == 1
_, metadata = results[0]
# propagated keys
assert metadata["thread_id"] == "th-123"
assert metadata["checkpoint_id"] == "ckpt-1"
assert metadata["checkpoint_ns"] == "ns-1"
assert metadata["task_id"] == "task-1"
assert metadata["run_id"] == "run-456"
assert metadata["assistant_id"] == "asst-789"
assert metadata["graph_id"] == "graph-0"
# These are only present in trace metadata by default as of langgraph 1.2
# assert metadata["model"] == "gpt-4o"
# assert metadata["user_id"] == "uid-1"
# assert metadata["cron_id"] == "cron-1"
# assert metadata["langgraph_auth_user_id"] == "user-1"
# non-allowlisted keys must not appear
assert "some_api_key" not in metadata
assert "custom_setting" not in metadata
def test_stream_mode_messages_command() -> None:
from langchain_core.messages import HumanMessage
@@ -9400,190 +9439,3 @@ def test_fork_does_not_apply_pending_writes(
# Should be: 1 (input) + 20 (forked node_a) + 100 (node_b) = 121
assert result == {"value": 121}
async def test_delta_channel_end_to_end_inmemory() -> None:
"""Full graph run: DeltaChannel accumulates correctly across multiple turns."""
from langchain_core.messages import AIMessage, HumanMessage
from langgraph.checkpoint.memory import InMemorySaver
from langgraph.channels.delta import DeltaChannel
from langgraph.graph import START, StateGraph
from langgraph.graph.message import add_messages
class State(TypedDict):
messages: Annotated[list, DeltaChannel(add_messages)]
def respond(state: State) -> dict:
n = len(state["messages"])
return {"messages": [AIMessage(content=f"reply-{n}", id=f"ai-{n}")]}
builder = StateGraph(State)
builder.add_node("respond", respond)
builder.add_edge(START, "respond")
graph = builder.compile(checkpointer=InMemorySaver())
config = {"configurable": {"thread_id": "diff-test-1"}}
# Turn 1
graph.invoke({"messages": [HumanMessage(content="hello", id="h1")]}, config)
# Turn 2
graph.invoke({"messages": [HumanMessage(content="world", id="h2")]}, config)
# Turn 3
graph.invoke({"messages": [HumanMessage(content="bye", id="h3")]}, config)
state = graph.get_state(config)
msgs = state.values["messages"]
# 3 human + 3 AI = 6 total
assert len(msgs) == 6, f"expected 6 messages, got {len(msgs)}: {msgs}"
assert msgs[0].content == "hello"
assert msgs[2].content == "world"
assert msgs[4].content == "bye"
assert msgs[1].content == "reply-1"
assert msgs[3].content == "reply-3"
assert msgs[5].content == "reply-5"
async def test_delta_channel_time_travel() -> None:
"""Time-travel back to turn-1 checkpoint and resume; continuation must not include turn-2 deltas."""
from langchain_core.messages import AIMessage, HumanMessage
from langgraph.checkpoint.memory import InMemorySaver
from langgraph.channels.delta import DeltaChannel
from langgraph.graph import START, StateGraph
from langgraph.graph.message import add_messages
class State(TypedDict):
messages: Annotated[list, DeltaChannel(add_messages)]
counter = {"n": 0}
def respond(state: State) -> dict:
counter["n"] += 1
return {
"messages": [
AIMessage(content=f"ai-{counter['n']}", id=f"ai-{counter['n']}")
]
}
builder = StateGraph(State)
builder.add_node("respond", respond)
builder.add_edge(START, "respond")
saver = InMemorySaver()
graph = builder.compile(checkpointer=saver)
config = {"configurable": {"thread_id": "diff-time-travel"}}
# Run 2 turns: h1→ai-1, h2→ai-2
graph.invoke({"messages": [HumanMessage(content="h1", id="h1")]}, config)
graph.invoke({"messages": [HumanMessage(content="h2", id="h2")]}, config)
# Find the checkpoint after turn 1 (2 messages: h1 + ai-1)
history = list(graph.get_state_history(config))
after_turn1 = next(h for h in history if len(h.values.get("messages", [])) == 2)
assert len(after_turn1.values["messages"]) == 2
assert after_turn1.values["messages"][0].content == "h1"
assert after_turn1.values["messages"][1].content == "ai-1"
# Resume from turn-1 checkpoint: inject h3, expect 3 messages total (h1, ai-1, ai-N)
# NOT 5 messages (turn-2 deltas must not bleed into the resumed run)
result = graph.invoke(
{"messages": [HumanMessage(content="h3", id="h3")]},
after_turn1.config,
)
msgs = result["messages"]
# Should be: h1, ai-1, h3, ai-N — 4 messages total
assert len(msgs) == 4, (
f"expected 4 messages after time-travel resume, got {len(msgs)}: {msgs}"
)
assert msgs[0].content == "h1"
assert msgs[1].content == "ai-1"
assert msgs[2].content == "h3"
async def test_delta_channel_remove_message_end_to_end() -> None:
"""RemoveMessage inside a DeltaChannel graph must persist and reload correctly."""
from langchain_core.messages import AIMessage, HumanMessage, RemoveMessage
from langgraph.checkpoint.memory import InMemorySaver
from langgraph.channels.delta import DeltaChannel
from langgraph.graph import START, StateGraph
from langgraph.graph.message import add_messages
class State(TypedDict):
messages: Annotated[list, DeltaChannel(add_messages)]
def respond(state: State) -> dict:
return {"messages": [AIMessage(content="reply", id="ai-1")]}
def delete_first(state: State) -> dict:
# removes the first message
return {"messages": [RemoveMessage(id=state["messages"][0].id)]}
builder = StateGraph(State)
builder.add_node("respond", respond)
builder.add_node("delete_first", delete_first)
builder.add_edge(START, "respond")
builder.add_edge("respond", "delete_first")
graph = builder.compile(checkpointer=InMemorySaver())
config = {"configurable": {"thread_id": "diff-remove-test"}}
graph.invoke({"messages": [HumanMessage(content="hello", id="h1")]}, config)
state = graph.get_state(config)
msgs = state.values["messages"]
# h1 was removed, only ai-1 should remain
assert len(msgs) == 1, f"expected 1 message, got {len(msgs)}: {msgs}"
assert msgs[0].id == "ai-1"
# A subsequent turn must reconstruct from the checkpoint correctly
graph.invoke({"messages": [HumanMessage(content="again", id="h2")]}, config)
state = graph.get_state(config)
msgs = state.values["messages"]
# ai-1 + h2 + ai-1(second reply, same id overwrites) + h2 removed
# more simply: after second run we expect ai-1 updated + h2 remaining minus deleted h2
# just assert h1 is still gone
assert all(m.id != "h1" for m in msgs), (
"h1 should still be absent after second turn"
)
async def test_delta_channel_update_by_id_end_to_end() -> None:
"""Updating a message by ID via DeltaChannel must persist and reload correctly."""
from langchain_core.messages import HumanMessage
from langgraph.checkpoint.memory import InMemorySaver
from langgraph.channels.delta import DeltaChannel
from langgraph.graph import START, StateGraph
from langgraph.graph.message import add_messages
class State(TypedDict):
messages: Annotated[list, DeltaChannel(add_messages)]
def update_msg(state: State) -> dict:
# re-send h1 with updated content
return {"messages": [HumanMessage(content="updated", id="h1")]}
builder = StateGraph(State)
builder.add_node("update_msg", update_msg)
builder.add_edge(START, "update_msg")
graph = builder.compile(checkpointer=InMemorySaver())
config = {"configurable": {"thread_id": "diff-update-id-test"}}
graph.invoke({"messages": [HumanMessage(content="original", id="h1")]}, config)
state = graph.get_state(config)
msgs = state.values["messages"]
assert len(msgs) == 1, f"expected 1 message, got {len(msgs)}: {msgs}"
assert msgs[0].content == "updated"
assert msgs[0].id == "h1"
# Second turn: verify the updated state is the base for further accumulation
graph.invoke({"messages": [HumanMessage(content="new", id="h2")]}, config)
state = graph.get_state(config)
msgs = state.values["messages"]
ids = [m.id for m in msgs]
assert "h1" in ids # h1 persists (updated, not duplicated)
assert "h2" in ids
assert ids.count("h1") == 1, "h1 must not be duplicated"
+60 -68
View File
@@ -20,7 +20,6 @@ from uuid import UUID
import pytest
from langchain_core.language_models import GenericFakeChatModel
from langchain_core.messages import HumanMessage
from langchain_core.runnables import RunnableConfig, RunnableLambda, RunnablePassthrough
from langchain_core.utils.aiter import aclosing
from langgraph.cache.base import BaseCache
@@ -54,6 +53,7 @@ from langgraph.func import entrypoint, task
from langgraph.graph import END, START, StateGraph
from langgraph.graph.message import MessagesState, add_messages
from langgraph.pregel import NodeBuilder, Pregel
from langgraph.pregel._checkpoint_writer import DEFAULT_CHECKPOINT_BACKLOG
from langgraph.pregel._loop import AsyncPregelLoop
from langgraph.pregel._runner import PregelRunner
from langgraph.types import (
@@ -485,6 +485,61 @@ async def test_checkpoint_put_after_cancellation_stream_events_anext() -> None:
assert False, "Task should be cancelled"
async def test_async_durability_applies_checkpoint_backpressure() -> None:
first_put_started = asyncio.Event()
release_first_put = asyncio.Event()
put_calls = 0
visited: list[int] = []
class SlowFirstPutCheckpointer(InMemorySaver):
async def aput(
self,
config: RunnableConfig,
checkpoint: Checkpoint,
metadata: CheckpointMetadata,
new_versions: ChannelVersions,
) -> RunnableConfig:
nonlocal put_calls
put_calls += 1
if put_calls == 1:
first_put_started.set()
await release_first_put.wait()
return await super().aput(config, checkpoint, metadata, new_versions)
class State(TypedDict):
counter: int
def increment(state: State) -> State:
visited.append(state["counter"])
return {"counter": state["counter"] + 1}
def should_continue(state: State) -> str:
return "loop" if state["counter"] < 4 else "done"
builder = StateGraph(State)
builder.add_node("increment", increment)
builder.add_edge(START, "increment")
builder.add_conditional_edges(
"increment", should_continue, {"loop": "increment", "done": END}
)
graph = builder.compile(checkpointer=SlowFirstPutCheckpointer())
task = asyncio.create_task(
graph.ainvoke(
{"counter": 0}, {"configurable": {"thread_id": "1"}}, durability="async"
)
)
await first_put_started.wait()
await asyncio.sleep(0.05)
assert not task.done()
assert len(visited) <= DEFAULT_CHECKPOINT_BACKLOG + 1
release_first_put.set()
assert await task == {"counter": 4}
async def test_node_cancellation_on_external_cancel() -> None:
inner_task_cancelled = False
@@ -2086,11 +2141,8 @@ async def test_run_from_checkpoint_id_retains_previous_writes(
)
]
# +2: one fork checkpoint from time travel, one from the new execution
assert len(new_history) == len(history) + 2
# new_history[0] is the new execution result, new_history[1] is the fork
assert new_history[1].metadata["source"] == "fork"
for original, new in zip(history, new_history[2:]):
assert len(new_history) == len(history) + 1
for original, new in zip(history, new_history[1:]):
assert original.values == new.values
assert original.next == new.next
assert original.metadata["step"] == new.metadata["step"]
@@ -2098,7 +2150,7 @@ async def test_run_from_checkpoint_id_retains_previous_writes(
def _get_tasks(hist: list, start: int):
return [h.tasks for h in hist[start:]]
assert _get_tasks(new_history, 2) == _get_tasks(history, 0)
assert _get_tasks(new_history, 1) == _get_tasks(history, 0)
async def test_cond_edge_after_send() -> None:
@@ -7545,6 +7597,7 @@ async def test_tags_stream_mode_messages() -> None:
"langgraph_path": ("__pregel_pull", "call_model"),
"langgraph_checkpoint_ns": AnyStr("call_model:"),
"checkpoint_ns": AnyStr("call_model:"),
"_type": "generic-fake-chat-model",
"ls_provider": "genericfakechatmodel",
"ls_model_type": "chat",
"ls_integration": "langchain_chat_model",
@@ -7554,67 +7607,6 @@ async def test_tags_stream_mode_messages() -> None:
]
async def test_configurable_propagates_to_stream_metadata() -> None:
"""Regression: thread_id, run_id, assistant_id, graph_id,
and langgraph_auth_user_id from configurable must appear
in stream_mode='messages' metadata."""
def my_node(state):
return {"messages": HumanMessage(content="hello")}
graph = (
StateGraph(MessagesState)
.add_node("my_node", my_node)
.add_edge(START, "my_node")
.compile()
)
config = {
"configurable": {
"thread_id": "th-123",
"checkpoint_id": "ckpt-1",
"checkpoint_ns": "ns-1",
"task_id": "task-1",
"run_id": "run-456",
"assistant_id": "asst-789",
"graph_id": "graph-0",
"model": "gpt-4o",
"user_id": "uid-1",
"cron_id": "cron-1",
"langgraph_auth_user_id": "user-1",
# these should NOT be propagated into metadata
"some_api_key": "secret",
"custom_setting": {"nested": True},
},
}
results = [
chunk
async for chunk in graph.astream(
{"messages": []}, config, stream_mode="messages"
)
]
assert len(results) == 1
_, metadata = results[0]
# propagated keys
assert metadata["thread_id"] == "th-123"
assert metadata["checkpoint_id"] == "ckpt-1"
assert metadata["checkpoint_ns"] == "ns-1"
assert metadata["task_id"] == "task-1"
assert metadata["run_id"] == "run-456"
assert metadata["assistant_id"] == "asst-789"
assert metadata["graph_id"] == "graph-0"
# These will only be traced as of langgraph 1.2 and not present by default in
# metadata
# assert metadata["model"] == "gpt-4o"
# assert metadata["user_id"] == "uid-1"
# assert metadata["cron_id"] == "cron-1"
# assert metadata["langgraph_auth_user_id"] == "user-1"
# non-allowlisted keys must not appear
assert "some_api_key" not in metadata
assert "custom_setting" not in metadata
async def test_stream_mode_messages_command() -> None:
from langchain_core.messages import HumanMessage
@@ -1,185 +0,0 @@
"""Sweep snapshot_every values to find the storage vs. time-travel tradeoff.
Run directly: python tests/test_rehydrate_sweep.py
Run via pytest: pytest tests/test_rehydrate_sweep.py -s
"""
from __future__ import annotations
import sys
import time
from typing import Annotated, Any
from langchain_core.messages import AIMessage, HumanMessage
from langgraph.checkpoint.memory import MemorySaver
from typing_extensions import TypedDict
from langgraph.channels.delta import DeltaChannel
from langgraph.graph import END, StateGraph
from langgraph.graph.message import add_messages
# ---------------------------------------------------------------------------
# Config
# ---------------------------------------------------------------------------
REHYDRATE_SWEEP = [5, 10, 25, 50, 100, None] # None = no rehydration (pure diff)
TURN_COUNTS = [50, 100, 250, 500]
# ---------------------------------------------------------------------------
# Helpers
# ---------------------------------------------------------------------------
def _make_state(snapshot_every: int | None) -> type:
channel = DeltaChannel(add_messages, snapshot_every=snapshot_every)
return TypedDict("S", {"messages": Annotated[list, channel]})
def _make_graph(state_cls: type) -> Any:
def human_node(state: Any) -> dict:
return {}
def ai_node(state: Any) -> dict:
last = state["messages"][-1]
return {"messages": [AIMessage(content=f"reply-to-{last.id}")]}
g = StateGraph(state_cls)
g.add_node("human", human_node)
g.add_node("ai", ai_node)
g.add_edge("human", "ai")
g.add_edge("ai", END)
g.set_entry_point("human")
return g.compile(checkpointer=MemorySaver())
def _total_blob_bytes(saver: MemorySaver) -> int:
total = 0
for (_, _, _, _), (type_tag, blob) in saver.blobs.items():
if blob is not None:
total += len(blob)
return total
def _measure_time_travel_ms(graph: Any, config: dict) -> float:
"""Time how long it takes to get state at the very first checkpoint (worst case)."""
history = list(graph.get_state_history(config))
if not history:
return 0.0
oldest = history[-1]
t0 = time.perf_counter()
graph.get_state(oldest.config)
return (time.perf_counter() - t0) * 1000
def _run(n_turns: int, snapshot_every: int | None) -> tuple[float, int, float]:
"""Returns (write_ms, blob_bytes, time_travel_ms)."""
state_cls = _make_state(snapshot_every)
graph = _make_graph(state_cls)
saver: MemorySaver = graph.checkpointer # type: ignore[assignment]
config = {"configurable": {"thread_id": "sweep"}}
t0 = time.perf_counter()
for i in range(n_turns):
graph.invoke(
{"messages": [HumanMessage(content=f"msg-{i}", id=f"h{i}")]}, config
)
write_ms = (time.perf_counter() - t0) * 1000
blob_bytes = _total_blob_bytes(saver)
tt_ms = _measure_time_travel_ms(graph, config)
return write_ms, blob_bytes, tt_ms
# ---------------------------------------------------------------------------
# ASCII sparkline
# ---------------------------------------------------------------------------
def _sparkline(values: list[float], width: int = 20) -> str:
bars = " ▁▂▃▄▅▆▇█"
lo, hi = min(values), max(values)
span = hi - lo or 1
chars = [bars[round((v - lo) / span * (len(bars) - 1))] for v in values]
return "".join(chars).ljust(width)
# ---------------------------------------------------------------------------
# Main
# ---------------------------------------------------------------------------
def run_sweep() -> None:
label = {v: (str(v) if v is not None else "None(∞)") for v in REHYDRATE_SWEEP}
print()
print("snapshot_every sweep — storage vs time-travel cost")
print("=" * 90)
for turns in TURN_COUNTS:
print(f"\n--- {turns} turns ---")
col_w = 12
header = (
f"{'snapshot_every':>18} "
f"{'blob_bytes':>{col_w}} "
f"{'write_ms':>{col_w}} "
f"{'time_travel_ms':>{col_w}}"
)
print(header)
print("-" * 60)
tt_vals: list[float] = []
byte_vals: list[int] = []
write_vals: list[float] = []
rows: list[tuple] = []
for rv in REHYDRATE_SWEEP:
write_ms, blob_bytes, tt_ms = _run(turns, rv)
rows.append((rv, blob_bytes, write_ms, tt_ms))
byte_vals.append(blob_bytes)
write_vals.append(write_ms)
tt_vals.append(tt_ms)
for rv, blob_bytes, write_ms, tt_ms in rows:
print(
f"{label[rv]:>18} "
f"{blob_bytes:>{col_w},} "
f"{write_ms:>{col_w}.1f} "
f"{tt_ms:>{col_w}.2f}"
)
print()
print(
f" bytes spark: [{_sparkline(byte_vals)}] "
f"lo={min(byte_vals):,} hi={max(byte_vals):,}"
)
print(
f" time-travel spark: [{_sparkline(tt_vals)}] "
f"lo={min(tt_vals):.2f}ms hi={max(tt_vals):.2f}ms"
)
print(
f" write spark: [{_sparkline(write_vals)}] "
f"lo={min(write_vals):.1f}ms hi={max(write_vals):.1f}ms"
)
print()
print("=" * 90)
print(
"snapshot_every=None means pure diff (no snapshots) — "
"lowest storage, highest time-travel cost."
)
print(
"Lower snapshot_every = more frequent full snapshots = "
"faster time-travel, more storage."
)
print()
def test_rehydrate_sweep(capsys: Any) -> None:
with capsys.disabled():
run_sweep()
if __name__ == "__main__":
run_sweep()
sys.exit(0)
+7 -10
View File
@@ -501,13 +501,13 @@ async def test_execution_info_populated_in_graph_async() -> None:
assert isinstance(info.node_first_attempt_time, float)
def test_server_info_from_configurable() -> None:
"""server_info is built from assistant_id/graph_id in config configurable."""
def test_server_info_from_metadata() -> None:
"""server_info is built from assistant_id/graph_id in config metadata."""
captured: dict[str, Any] = {}
compiled = _make_capture_graph(captured)
compiled.invoke(
{"message": "hi"},
config={"configurable": {"assistant_id": "asst-abc", "graph_id": "my-graph"}},
config={"metadata": {"assistant_id": "asst-abc", "graph_id": "my-graph"}},
)
si = captured["server_info"]
assert si is not None
@@ -516,8 +516,8 @@ def test_server_info_from_configurable() -> None:
assert si.user is None
def test_server_info_none_without_configurable() -> None:
"""server_info is None when no assistant_id/graph_id in configurable."""
def test_server_info_none_without_metadata() -> None:
"""server_info is None when no assistant_id/graph_id in metadata."""
captured: dict[str, Any] = {}
compiled = _make_capture_graph(captured)
compiled.invoke({"message": "hi"})
@@ -579,11 +579,8 @@ def test_server_info_user_from_auth_user() -> None:
compiled.invoke(
{"message": "hi"},
config={
"configurable": {
"langgraph_auth_user": proxy,
"assistant_id": "asst-proxy",
"graph_id": "graph-proxy",
},
"configurable": {"langgraph_auth_user": proxy},
"metadata": {"assistant_id": "asst-proxy", "graph_id": "graph-proxy"},
},
)
si = captured["server_info"]
+7 -727
View File
@@ -37,7 +37,6 @@ def _checkpoint_summary(history: list) -> list[dict]:
Returns a list of dicts (newest-first, matching get_state_history order) with:
- id: short checkpoint id suffix (last 6 chars)
- parent_id: short parent checkpoint id suffix or None
- source: checkpoint metadata source (input, loop, fork, update)
- next: tuple of next node names
- values: channel values snapshot
"""
@@ -53,7 +52,6 @@ def _checkpoint_summary(history: list) -> list[dict]:
{
"id": cid[-6:],
"parent_id": pid[-6:] if pid else None,
"source": s.metadata.get("source"),
"next": s.next,
"values": s.values,
}
@@ -282,116 +280,6 @@ def test_replay_from_before_interrupt_refires(
assert call_count["node_b"] == 1 # NOT re-executed (after interrupt)
def test_replay_from_before_interrupt_then_resume(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
"""Replay from checkpoint before interrupt node, then resume with a new
answer and verify the graph completes with the new value.
Graph: START --> node_a --> ask_human (interrupt) --> node_b --> END
Original run:
source=input next=(__start__,) values=[]
source=loop next=(node_a,) values=[]
source=loop next=(ask_human,) values=[a] <-- replay from here
source=loop next=(node_b,) values=[a, human:old_answer]
source=loop next=() values=[a, human:old_answer, b]
After replay (fork created) + resume with "new_answer":
source=input next=(__start__,) values=[]
source=loop next=(node_a,) values=[]
source=loop next=(ask_human,) values=[a] <-- branch point
source=loop next=(node_b,) values=[a, human:old_answer]
source=loop next=() values=[a, human:old_answer, b] (old branch)
source=fork next=(ask_human,) values=[a] <-- fork from branch point
source=loop next=(node_b,) values=[a, human:new_answer]
source=loop next=() values=[a, human:new_answer, b] (new branch)
"""
called: list[str] = []
def node_a(state: State) -> State:
called.append("node_a")
return {"value": ["a"]}
def ask_human(state: State) -> State:
called.append("ask_human")
answer = interrupt("What is your input?")
return {"value": [f"human:{answer}"]}
def node_b(state: State) -> State:
called.append("node_b")
return {"value": ["b"]}
graph = (
StateGraph(State)
.add_node("node_a", node_a)
.add_node("ask_human", ask_human)
.add_node("node_b", node_b)
.add_edge(START, "node_a")
.add_edge("node_a", "ask_human")
.add_edge("ask_human", "node_b")
.compile(checkpointer=sync_checkpointer)
)
config = {"configurable": {"thread_id": "1"}}
# --- Original run: invoke until interrupt, then resume to complete ---
graph.invoke({"value": []}, config)
graph.invoke(Command(resume="old_answer"), config)
original_history = list(graph.get_state_history(config))
original = _checkpoint_summary(original_history)
assert [(s["source"], s["next"], s["values"]) for s in original] == [
("loop", (), {"value": ["a", "human:old_answer", "b"]}),
("loop", ("node_b",), {"value": ["a", "human:old_answer"]}),
("loop", ("ask_human",), {"value": ["a"]}),
("loop", ("node_a",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
# --- Replay from checkpoint before ask_human ---
before_ask = next(s for s in original_history if s.next == ("ask_human",))
called.clear()
replay_result = graph.invoke(None, before_ask.config)
assert replay_result["__interrupt__"][0].value == "What is your input?"
assert "ask_human" in called
assert "node_a" not in called # before the replay point, not re-executed
# A fork checkpoint is now the latest — it branches from the replay point
post_replay = _checkpoint_summary(list(graph.get_state_history(config)))
assert [(s["source"], s["next"]) for s in post_replay] == [
("fork", ("ask_human",)), # <-- new fork (latest)
("loop", ()), # original done
("loop", ("node_b",)),
("loop", ("ask_human",)), # branch point
("loop", ("node_a",)),
("input", ("__start__",)),
]
# --- Resume with a new answer ---
called.clear()
final_result = graph.invoke(Command(resume="new_answer"), config)
assert final_result["value"] == ["a", "human:new_answer", "b"]
assert "ask_human" in called
assert "node_b" in called
final = _checkpoint_summary(list(graph.get_state_history(config)))
assert [(s["source"], s["next"], s["values"]) for s in final] == [
# New branch (from fork)
("loop", (), {"value": ["a", "human:new_answer", "b"]}),
("loop", ("node_b",), {"value": ["a", "human:new_answer"]}),
("fork", ("ask_human",), {"value": ["a"]}),
# Original branch (preserved)
("loop", (), {"value": ["a", "human:old_answer", "b"]}),
("loop", ("node_b",), {"value": ["a", "human:old_answer"]}),
("loop", ("ask_human",), {"value": ["a"]}),
("loop", ("node_a",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
def test_replay_interrupt_stable_across_replays(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
@@ -432,14 +320,8 @@ def test_replay_interrupt_stable_across_replays(
r = graph.invoke(None, before_ask.config)
results.append(r)
# Each replay creates a fork with a unique interrupt ID, so we compare
# interrupt values and state values rather than full equality.
assert all("__interrupt__" in r for r in results)
assert all(
r["__interrupt__"][0].value == results[0]["__interrupt__"][0].value
for r in results
)
assert all(r["value"] == results[0]["value"] for r in results)
assert all(r == results[0] for r in results)
assert "__interrupt__" in results[0]
def test_fork_from_before_interrupt_refires(
@@ -972,290 +854,6 @@ def test_subgraph_interrupt_replay_from_interrupt_checkpoint(
assert "step_b" not in called
def test_subgraph_interrupt_replay_from_parent_then_resume(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
"""Replay from the parent checkpoint where a subgraph interrupt fired,
then resume with a new answer. Verifies that a fork is created and the
full graph completes. Checks full checkpoint history at each stage."""
called: list[str] = []
def router(state: State) -> State:
called.append("router")
return {"value": ["routed"]}
def step_a(state: State) -> State:
called.append("step_a")
return {"value": ["sub_a"]}
def ask_human(state: State) -> State:
called.append("ask_human")
answer = interrupt("Provide input:")
return {"value": [f"human:{answer}"]}
def step_b(state: State) -> State:
called.append("step_b")
return {"value": ["sub_b"]}
subgraph = (
StateGraph(State)
.add_node("step_a", step_a)
.add_node("ask_human", ask_human)
.add_node("step_b", step_b)
.add_edge(START, "step_a")
.add_edge("step_a", "ask_human")
.add_edge("ask_human", "step_b")
.compile(checkpointer=True)
)
def post_process(state: State) -> State:
called.append("post_process")
return {"value": ["post"]}
graph = (
StateGraph(State)
.add_node("router", router)
.add_node("subgraph_node", subgraph)
.add_node("post_process", post_process)
.add_edge(START, "router")
.add_edge("router", "subgraph_node")
.add_edge("subgraph_node", "post_process")
.compile(checkpointer=sync_checkpointer)
)
config = {"configurable": {"thread_id": "1"}}
# Run until interrupt, then resume to complete
graph.invoke({"value": []}, config)
graph.invoke(Command(resume="old_answer"), config)
# Original parent history (newest first)
original_history = list(graph.get_state_history(config))
assert [s.next for s in original_history] == [
(), # done
("post_process",),
("subgraph_node",), # subgraph ran, interrupt fired here
("router",),
("__start__",),
]
# Find the parent checkpoint where the interrupt fired
interrupt_checkpoint = next(
s for s in original_history if s.next == ("subgraph_node",)
)
# Replay from parent checkpoint — subgraph re-executes, interrupt re-fires
called.clear()
replay_result = graph.invoke(None, interrupt_checkpoint.config)
assert "__interrupt__" in replay_result
assert replay_result["__interrupt__"][0].value == "Provide input:"
assert "step_a" in called
assert "ask_human" in called
assert "step_b" not in called
# Verify fork checkpoint was created
post_replay_history = list(graph.get_state_history(config))
assert [s.next for s in post_replay_history] == [
("subgraph_node",), # fork (interrupt pending)
(), # original done
("post_process",),
("subgraph_node",),
("router",),
("__start__",),
]
assert [s.metadata["source"] for s in post_replay_history] == [
"fork",
"loop",
"loop",
"loop",
"loop",
"input",
]
fork = post_replay_history[0]
assert (
fork.parent_config["configurable"]["checkpoint_id"]
== interrupt_checkpoint.config["configurable"]["checkpoint_id"]
)
# Resume with a new answer — full graph should complete
called.clear()
final_result = graph.invoke(Command(resume="new_answer"), config)
assert "__interrupt__" not in final_result
assert "human:new_answer" in final_result["value"]
assert "sub_b" in final_result["value"]
assert "post" in final_result["value"]
assert "ask_human" in called
assert "step_b" in called
assert "post_process" in called
# Final checkpoint history
final_history = list(graph.get_state_history(config))
assert [s.next for s in final_history] == [
(), # new branch done
("post_process",), # new branch post_process
("subgraph_node",), # fork
(), # original done
("post_process",),
("subgraph_node",),
("router",),
("__start__",),
]
assert [s.metadata["source"] for s in final_history] == [
"loop",
"loop",
"fork",
"loop",
"loop",
"loop",
"loop",
"input",
]
def test_subgraph_replay_loads_accumulated_state_then_resume(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
"""Two parent invocations, then replay from before the subgraph in the
2nd invocation. The subgraph (checkpointer=True) should load its
accumulated state from the 1st invocation via ReplayState, re-fire
the interrupt, and then resume + complete.
This tests the ReplayState path: the parent is replaying and the
subgraph uses list(before=parent_checkpoint_id) to find its
corresponding checkpoint from the original execution.
"""
class SubState(TypedDict):
value: Annotated[list[str], operator.add]
class ParentState(TypedDict):
results: Annotated[list[str], operator.add]
started_state: list[dict] = []
def step_a(state: SubState) -> SubState:
started_state.append(dict(state))
answer = interrupt("question_a")
return {"value": [f"a:{answer}"]}
subgraph = (
StateGraph(SubState)
.add_node("step_a", step_a)
.add_edge(START, "step_a")
.compile(checkpointer=True)
)
def parent_node(state: ParentState) -> ParentState:
return {"results": ["p"]}
graph = (
StateGraph(ParentState)
.add_node("parent_node", parent_node)
.add_node("sub_node", subgraph)
.add_edge(START, "parent_node")
.add_edge("parent_node", "sub_node")
.compile(checkpointer=sync_checkpointer)
)
config = {"configurable": {"thread_id": "1"}}
# === 1st invocation: complete with answer "a1" ===
graph.invoke({"results": []}, config)
graph.invoke(Command(resume="a1"), config)
# step_a saw empty state (fresh subgraph)
assert started_state[0] == {"value": []}
# === 2nd invocation: complete with answer "a2" ===
started_state.clear()
graph.invoke({"results": []}, config)
graph.invoke(Command(resume="a2"), config)
# Stateful subgraph retained state from 1st invocation
assert started_state[0] == {"value": ["a:a1"]}
# Original history (newest first)
original_history = list(graph.get_state_history(config))
assert [s.next for s in original_history] == [
(), # 2nd done
("sub_node",), # 2nd sub_node
("parent_node",), # 2nd parent_node
("__start__",), # 2nd input
(), # 1st done
("sub_node",), # 1st sub_node
("parent_node",), # 1st parent_node
("__start__",), # 1st input
]
# Replay from before sub_node in 2nd invocation (newest match)
before_sub_2nd = [s for s in original_history if s.next == ("sub_node",)][0]
started_state.clear()
replay = graph.invoke(None, before_sub_2nd.config)
assert "__interrupt__" in replay
# Subgraph should see accumulated state from END of 1st invocation
assert started_state[0] == {"value": ["a:a1"]}
# Verify fork was created
post_replay_history = list(graph.get_state_history(config))
assert [s.next for s in post_replay_history] == [
("sub_node",), # fork (interrupt pending)
(), # 2nd done
("sub_node",), # 2nd sub_node
("parent_node",), # 2nd parent_node
("__start__",), # 2nd input
(), # 1st done
("sub_node",), # 1st sub_node
("parent_node",), # 1st parent_node
("__start__",), # 1st input
]
assert [s.metadata["source"] for s in post_replay_history] == [
"fork",
"loop",
"loop",
"loop",
"input",
"loop",
"loop",
"loop",
"input",
]
# Resume with a new answer
started_state.clear()
final = graph.invoke(Command(resume="a3"), config)
assert "__interrupt__" not in final
assert final["results"] == ["p", "p"]
# Final history
final_history = list(graph.get_state_history(config))
assert [s.next for s in final_history] == [
(), # new branch done
("sub_node",), # fork
(), # 2nd done
("sub_node",), # 2nd sub_node
("parent_node",), # 2nd parent_node
("__start__",), # 2nd input
(), # 1st done
("sub_node",), # 1st sub_node
("parent_node",), # 1st parent_node
("__start__",), # 1st input
]
assert [s.metadata["source"] for s in final_history] == [
"loop",
"fork",
"loop",
"loop",
"loop",
"input",
"loop",
"loop",
"loop",
"input",
]
def test_subgraph_interrupt_full_flow(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
@@ -1692,321 +1290,6 @@ def test_subgraph_time_travel_to_second_interrupt(
assert "ask_1" not in called
def test_subgraph_time_travel_resume_from_first_interrupt(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
"""Time travel to a subgraph checkpoint at the first interrupt, then
resume through both interrupts with new answers.
This verifies the key bug fix: after time-traveling to a subgraph
checkpoint with an interrupt, a fork checkpoint is created so that
subsequent resumes find the correct state (not the old branch tip).
Parent: START --> executor (subgraph, checkpointer=True) --> END
Executor: START --> step_a --> ask_1 (interrupt) --> ask_2 (interrupt) --> END
Parent history after original run completes:
source=input next=(__start__,) values=[]
source=loop next=(executor,) values=[]
source=loop next=() values=[step_a_done, ask_1:answer_1, ask_2:answer_2]
After time-traveling to 1st interrupt + resuming with new answers:
source=input next=(__start__,) values=[]
source=loop next=(executor,) values=[] <-- branch point
source=loop next=() values=[..., ask_2:answer_2] (old branch)
source=fork next=(executor,) values=[] <-- fork from time travel
source=loop next=() values=[..., ask_2:new_answer_2] (new branch)
"""
called: list[str] = []
def step_a(state: State) -> State:
called.append("step_a")
return {"value": ["step_a_done"]}
def ask_1(state: State) -> State:
called.append("ask_1")
answer = interrupt("Question 1?")
return {"value": [f"ask_1:{answer}"]}
def ask_2(state: State) -> State:
called.append("ask_2")
answer = interrupt("Question 2?")
return {"value": [f"ask_2:{answer}"]}
executor = (
StateGraph(State)
.add_node("step_a", step_a)
.add_node("ask_1", ask_1)
.add_node("ask_2", ask_2)
.add_edge(START, "step_a")
.add_edge("step_a", "ask_1")
.add_edge("ask_1", "ask_2")
.add_edge("ask_2", "__end__")
.compile(checkpointer=True)
)
graph = (
StateGraph(State)
.add_node("executor", executor)
.add_edge(START, "executor")
.compile(checkpointer=sync_checkpointer)
)
config = {"configurable": {"thread_id": "1"}}
# --- Original run: hit both interrupts and resume ---
graph.invoke({"value": []}, config)
sub_config_at_first = graph.get_state(config, subgraphs=True).tasks[0].state.config
graph.invoke(Command(resume="answer_1"), config)
graph.invoke(Command(resume="answer_2"), config)
original = _checkpoint_summary(list(graph.get_state_history(config)))
assert [(s["source"], s["next"], s["values"]) for s in original] == [
("loop", (), {"value": ["step_a_done", "ask_1:answer_1", "ask_2:answer_2"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
# --- Time travel to first interrupt's subgraph checkpoint ---
called.clear()
replay_result = graph.invoke(None, sub_config_at_first)
assert replay_result["__interrupt__"][0].value == "Question 1?"
assert "step_a" not in called # before interrupt, not re-executed
# Fork is now the latest parent checkpoint
post_tt = _checkpoint_summary(list(graph.get_state_history(config)))
assert [(s["source"], s["next"]) for s in post_tt] == [
("fork", ("executor",)), # <-- new fork (latest)
("loop", ()), # original done
("loop", ("executor",)),
("input", ("__start__",)),
]
# --- Resume both interrupts with new answers ---
called.clear()
resume_1 = graph.invoke(Command(resume="new_answer_1"), config)
assert resume_1["__interrupt__"][0].value == "Question 2?"
assert "ask_1" in called
called.clear()
resume_2 = graph.invoke(Command(resume="new_answer_2"), config)
assert resume_2["value"] == [
"step_a_done",
"ask_1:new_answer_1",
"ask_2:new_answer_2",
]
# Verify final history: original branch preserved, new branch appended
final = _checkpoint_summary(list(graph.get_state_history(config)))
assert [(s["source"], s["next"], s["values"]) for s in final] == [
# New branch (from time travel fork)
(
"loop",
(),
{"value": ["step_a_done", "ask_1:new_answer_1", "ask_2:new_answer_2"]},
),
("fork", ("executor",), {"value": []}),
# Original branch (preserved)
("loop", (), {"value": ["step_a_done", "ask_1:answer_1", "ask_2:answer_2"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
def test_subgraph_time_travel_resume_from_second_interrupt(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
"""Time travel to a subgraph checkpoint at the second interrupt, then
resume with a new answer. The first interrupt's answer should be preserved.
Parent: START --> executor (subgraph, checkpointer=True) --> END
Executor: START --> step_a --> ask_1 (interrupt) --> ask_2 (interrupt) --> END
Key assertion: after resuming from a time-travel to the 2nd interrupt,
the final state keeps ask_1's original answer but uses the new ask_2 answer.
"""
called: list[str] = []
def step_a(state: State) -> State:
called.append("step_a")
return {"value": ["step_a_done"]}
def ask_1(state: State) -> State:
called.append("ask_1")
answer = interrupt("Question 1?")
return {"value": [f"ask_1:{answer}"]}
def ask_2(state: State) -> State:
called.append("ask_2")
answer = interrupt("Question 2?")
return {"value": [f"ask_2:{answer}"]}
executor = (
StateGraph(State)
.add_node("step_a", step_a)
.add_node("ask_1", ask_1)
.add_node("ask_2", ask_2)
.add_edge(START, "step_a")
.add_edge("step_a", "ask_1")
.add_edge("ask_1", "ask_2")
.add_edge("ask_2", "__end__")
.compile(checkpointer=True)
)
graph = (
StateGraph(State)
.add_node("executor", executor)
.add_edge(START, "executor")
.compile(checkpointer=sync_checkpointer)
)
config = {"configurable": {"thread_id": "1"}}
# --- Original run: hit both interrupts and resume ---
graph.invoke({"value": []}, config)
graph.invoke(Command(resume="answer_1"), config)
sub_config_at_second = graph.get_state(config, subgraphs=True).tasks[0].state.config
graph.invoke(Command(resume="answer_2"), config)
original = _checkpoint_summary(list(graph.get_state_history(config)))
assert [(s["source"], s["next"], s["values"]) for s in original] == [
("loop", (), {"value": ["step_a_done", "ask_1:answer_1", "ask_2:answer_2"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
# --- Time travel to second interrupt ---
called.clear()
replay_result = graph.invoke(None, sub_config_at_second)
assert replay_result["__interrupt__"][0].value == "Question 2?"
assert "step_a" not in called
assert "ask_1" not in called # already resolved, not re-executed
# Fork is now the latest parent checkpoint
post_tt = _checkpoint_summary(list(graph.get_state_history(config)))
assert [(s["source"], s["next"]) for s in post_tt] == [
("fork", ("executor",)), # <-- new fork (latest)
("loop", ()), # original done
("loop", ("executor",)),
("input", ("__start__",)),
]
# --- Resume with a new answer for ask_2 only ---
called.clear()
resume_result = graph.invoke(Command(resume="new_answer_2"), config)
# ask_1's original answer preserved, ask_2 uses the new answer
assert resume_result["value"] == [
"step_a_done",
"ask_1:answer_1",
"ask_2:new_answer_2",
]
# Verify final history: original branch preserved, new branch appended
final = _checkpoint_summary(list(graph.get_state_history(config)))
assert [(s["source"], s["next"], s["values"]) for s in final] == [
# New branch (from time travel fork)
(
"loop",
(),
{"value": ["step_a_done", "ask_1:answer_1", "ask_2:new_answer_2"]},
),
("fork", ("executor",), {"value": []}),
# Original branch (preserved)
("loop", (), {"value": ["step_a_done", "ask_1:answer_1", "ask_2:answer_2"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
def test_subgraph_time_travel_checkpoint_pattern(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
"""Verify the checkpoint pattern created by time travel to a subgraph
interrupt. A fork checkpoint should branch from the replay point and
become the latest parent checkpoint.
Parent: START --> executor (subgraph, checkpointer=True) --> END
Executor: START --> ask (interrupt) --> END
Original run (after completing):
source=input next=(__start__,) values=[]
source=loop next=(executor,) values=[] <-- replay point
source=loop next=() values=[a:first]
After time travel to interrupt + resume with "second":
source=input next=(__start__,) values=[]
source=loop next=(executor,) values=[] <-- branch point
source=loop next=() values=[a:first] (old branch)
source=fork next=(executor,) values=[] <-- fork
source=loop next=() values=[a:second] (new branch)
"""
def ask(state: State) -> State:
answer = interrupt("Q?")
return {"value": [f"a:{answer}"]}
executor = (
StateGraph(State)
.add_node("ask", ask)
.add_edge(START, "ask")
.compile(checkpointer=True)
)
graph = (
StateGraph(State)
.add_node("executor", executor)
.add_edge(START, "executor")
.compile(checkpointer=sync_checkpointer)
)
config = {"configurable": {"thread_id": "1"}}
# Run until interrupt, then complete
graph.invoke({"value": []}, config)
sub_config = graph.get_state(config, subgraphs=True).tasks[0].state.config
graph.invoke(Command(resume="first"), config)
original = _checkpoint_summary(list(graph.get_state_history(config)))
assert [(s["source"], s["next"], s["values"]) for s in original] == [
("loop", (), {"value": ["a:first"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
# Time travel to the interrupt
graph.invoke(None, sub_config)
# Fork is now the latest, branching from the original replay point
post_tt = list(graph.get_state_history(config))
post_tt_summary = _checkpoint_summary(post_tt)
assert [(s["source"], s["next"]) for s in post_tt_summary] == [
("fork", ("executor",)), # <-- new fork (latest)
("loop", ()),
("loop", ("executor",)), # <-- replay point / fork parent
("input", ("__start__",)),
]
# Verify the fork's parent is the original replay point
replay_point_id = sub_config["configurable"]["checkpoint_map"][""]
assert post_tt[0].parent_config["configurable"]["checkpoint_id"] == replay_point_id
# Resume from the fork — graph completes with new answer
result = graph.invoke(Command(resume="second"), config)
assert result["value"] == ["a:second"]
final = _checkpoint_summary(list(graph.get_state_history(config)))
assert [(s["source"], s["next"], s["values"]) for s in final] == [
# New branch
("loop", (), {"value": ["a:second"]}),
("fork", ("executor",), {"value": []}),
# Original branch
("loop", (), {"value": ["a:first"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
def test_subgraph_time_travel_after_completion(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
@@ -3000,16 +2283,14 @@ def test_replay_creates_branch_preserving_old_checkpoints(
# -- Post-replay checkpoint history (newest first) --
post_replay_history = list(graph.get_state_history(config))
post_summary = _checkpoint_summary(post_replay_history)
# 5 original + 1 fork + 2 new branch checkpoints = 8
assert len(post_summary) == 8
assert len(post_summary) == 7 # 5 original + 2 new branch checkpoints
# Verify the full shape after replay
assert [s["next"] for s in post_summary] == [
(), # new branch tip
("node_c",), # new branch
("node_b",), # fork from replay point
(), # old branch tip
("node_c",), # old
(), # new branch tip (C6)
("node_c",), # new branch (C5)
(), # old branch tip (C4)
("node_c",), # old (C3)
("node_b",), # branch point (C2)
("node_a",), # old (C1)
("__start__",), # old (C0)
@@ -3017,7 +2298,6 @@ def test_replay_creates_branch_preserving_old_checkpoints(
assert [s["values"] for s in post_summary] == [
{"value": ["a", "b2", "c"]}, # new branch tip
{"value": ["a", "b2"]}, # new: node_b re-ran with call_count=2
{"value": ["a"]}, # fork from replay point
{"value": ["a", "b1", "c"]}, # old branch tip preserved
{"value": ["a", "b1"]}, # old
{"value": ["a"]}, # branch point
+7 -403
View File
@@ -46,7 +46,6 @@ def _checkpoint_summary(history: list) -> list[dict]:
Returns a list of dicts (newest-first, matching get_state_history order) with:
- id: short checkpoint id suffix (last 6 chars)
- parent_id: short parent checkpoint id suffix or None
- source: checkpoint metadata source (input, loop, fork, update)
- next: tuple of next node names
- values: channel values snapshot
"""
@@ -62,7 +61,6 @@ def _checkpoint_summary(history: list) -> list[dict]:
{
"id": cid[-6:],
"parent_id": pid[-6:] if pid else None,
"source": s.metadata.get("source"),
"next": s.next,
"values": s.values,
}
@@ -337,14 +335,8 @@ async def test_replay_interrupt_stable_across_replays(
r = await graph.ainvoke(None, before_ask.config)
results.append(r)
# Each replay creates a fork with a unique interrupt ID, so we compare
# interrupt values and state values rather than full equality.
assert all("__interrupt__" in r for r in results)
assert all(
r["__interrupt__"][0].value == results[0]["__interrupt__"][0].value
for r in results
)
assert all(r["value"] == results[0]["value"] for r in results)
assert all(r == results[0] for r in results)
assert "__interrupt__" in results[0]
@NEEDS_CONTEXTVARS
@@ -1269,391 +1261,6 @@ async def test_subgraph_time_travel_after_completion_async(
assert "ask_2:answer_2" in replay_result["value"]
@NEEDS_CONTEXTVARS
async def test_replay_from_before_interrupt_then_resume_async(
async_checkpointer: BaseCheckpointSaver,
) -> None:
"""Replay from checkpoint before interrupt node, then resume with a new
answer and verify the graph completes with the new value.
Graph: START --> node_a --> ask_human (interrupt) --> node_b --> END
"""
called: list[str] = []
async def node_a(state: State) -> State:
called.append("node_a")
return {"value": ["a"]}
async def ask_human(state: State) -> State:
called.append("ask_human")
answer = interrupt("What is your input?")
return {"value": [f"human:{answer}"]}
async def node_b(state: State) -> State:
called.append("node_b")
return {"value": ["b"]}
graph = (
StateGraph(State)
.add_node("node_a", node_a)
.add_node("ask_human", ask_human)
.add_node("node_b", node_b)
.add_edge(START, "node_a")
.add_edge("node_a", "ask_human")
.add_edge("ask_human", "node_b")
.compile(checkpointer=async_checkpointer)
)
config = {"configurable": {"thread_id": "1"}}
# --- Original run: invoke until interrupt, then resume to complete ---
await graph.ainvoke({"value": []}, config)
await graph.ainvoke(Command(resume="old_answer"), config)
original_history = [s async for s in graph.aget_state_history(config)]
original = _checkpoint_summary(original_history)
assert [(s["source"], s["next"], s["values"]) for s in original] == [
("loop", (), {"value": ["a", "human:old_answer", "b"]}),
("loop", ("node_b",), {"value": ["a", "human:old_answer"]}),
("loop", ("ask_human",), {"value": ["a"]}),
("loop", ("node_a",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
# --- Replay from checkpoint before ask_human ---
before_ask = next(s for s in original_history if s.next == ("ask_human",))
called.clear()
replay_result = await graph.ainvoke(None, before_ask.config)
assert replay_result["__interrupt__"][0].value == "What is your input?"
assert "ask_human" in called
assert "node_a" not in called
# A fork checkpoint is now the latest
post_replay = _checkpoint_summary(
[s async for s in graph.aget_state_history(config)]
)
assert [(s["source"], s["next"]) for s in post_replay] == [
("fork", ("ask_human",)),
("loop", ()),
("loop", ("node_b",)),
("loop", ("ask_human",)),
("loop", ("node_a",)),
("input", ("__start__",)),
]
# --- Resume with a new answer ---
called.clear()
final_result = await graph.ainvoke(Command(resume="new_answer"), config)
assert final_result["value"] == ["a", "human:new_answer", "b"]
assert "ask_human" in called
assert "node_b" in called
final = _checkpoint_summary([s async for s in graph.aget_state_history(config)])
assert [(s["source"], s["next"], s["values"]) for s in final] == [
# New branch (from fork)
("loop", (), {"value": ["a", "human:new_answer", "b"]}),
("loop", ("node_b",), {"value": ["a", "human:new_answer"]}),
("fork", ("ask_human",), {"value": ["a"]}),
# Original branch (preserved)
("loop", (), {"value": ["a", "human:old_answer", "b"]}),
("loop", ("node_b",), {"value": ["a", "human:old_answer"]}),
("loop", ("ask_human",), {"value": ["a"]}),
("loop", ("node_a",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
@NEEDS_CONTEXTVARS
async def test_subgraph_time_travel_resume_from_first_interrupt_async(
async_checkpointer: BaseCheckpointSaver,
) -> None:
"""Time travel to a subgraph checkpoint at the first interrupt, then
resume through both interrupts with new answers.
Parent: START --> executor (subgraph, checkpointer=True) --> END
Executor: START --> step_a --> ask_1 (interrupt) --> ask_2 (interrupt) --> END
"""
called: list[str] = []
async def step_a(state: State) -> State:
called.append("step_a")
return {"value": ["step_a_done"]}
async def ask_1(state: State) -> State:
called.append("ask_1")
answer = interrupt("Question 1?")
return {"value": [f"ask_1:{answer}"]}
async def ask_2(state: State) -> State:
called.append("ask_2")
answer = interrupt("Question 2?")
return {"value": [f"ask_2:{answer}"]}
executor = (
StateGraph(State)
.add_node("step_a", step_a)
.add_node("ask_1", ask_1)
.add_node("ask_2", ask_2)
.add_edge(START, "step_a")
.add_edge("step_a", "ask_1")
.add_edge("ask_1", "ask_2")
.add_edge("ask_2", "__end__")
.compile(checkpointer=True)
)
graph = (
StateGraph(State)
.add_node("executor", executor)
.add_edge(START, "executor")
.compile(checkpointer=async_checkpointer)
)
config = {"configurable": {"thread_id": "1"}}
# --- Original run: hit both interrupts and resume ---
await graph.ainvoke({"value": []}, config)
sub_config_at_first = (
(await graph.aget_state(config, subgraphs=True)).tasks[0].state.config
)
await graph.ainvoke(Command(resume="answer_1"), config)
await graph.ainvoke(Command(resume="answer_2"), config)
original = _checkpoint_summary([s async for s in graph.aget_state_history(config)])
assert [(s["source"], s["next"], s["values"]) for s in original] == [
("loop", (), {"value": ["step_a_done", "ask_1:answer_1", "ask_2:answer_2"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
# --- Time travel to first interrupt's subgraph checkpoint ---
called.clear()
replay_result = await graph.ainvoke(None, sub_config_at_first)
assert replay_result["__interrupt__"][0].value == "Question 1?"
assert "step_a" not in called
# Fork is now the latest parent checkpoint
post_tt = _checkpoint_summary([s async for s in graph.aget_state_history(config)])
assert [(s["source"], s["next"]) for s in post_tt] == [
("fork", ("executor",)), # <-- new fork (latest)
("loop", ()), # original done
("loop", ("executor",)),
("input", ("__start__",)),
]
# --- Resume both interrupts with new answers ---
called.clear()
resume_1 = await graph.ainvoke(Command(resume="new_answer_1"), config)
assert resume_1["__interrupt__"][0].value == "Question 2?"
assert "ask_1" in called
called.clear()
resume_2 = await graph.ainvoke(Command(resume="new_answer_2"), config)
assert resume_2["value"] == [
"step_a_done",
"ask_1:new_answer_1",
"ask_2:new_answer_2",
]
# Verify final history: original branch preserved, new branch appended
final = _checkpoint_summary([s async for s in graph.aget_state_history(config)])
assert [(s["source"], s["next"], s["values"]) for s in final] == [
# New branch (from time travel fork)
(
"loop",
(),
{"value": ["step_a_done", "ask_1:new_answer_1", "ask_2:new_answer_2"]},
),
("fork", ("executor",), {"value": []}),
# Original branch (preserved)
("loop", (), {"value": ["step_a_done", "ask_1:answer_1", "ask_2:answer_2"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
@NEEDS_CONTEXTVARS
async def test_subgraph_time_travel_resume_from_second_interrupt_async(
async_checkpointer: BaseCheckpointSaver,
) -> None:
"""Time travel to a subgraph checkpoint at the second interrupt, then
resume with a new answer. The first interrupt's answer should be preserved.
Parent: START --> executor (subgraph, checkpointer=True) --> END
Executor: START --> step_a --> ask_1 (interrupt) --> ask_2 (interrupt) --> END
"""
called: list[str] = []
async def step_a(state: State) -> State:
called.append("step_a")
return {"value": ["step_a_done"]}
async def ask_1(state: State) -> State:
called.append("ask_1")
answer = interrupt("Question 1?")
return {"value": [f"ask_1:{answer}"]}
async def ask_2(state: State) -> State:
called.append("ask_2")
answer = interrupt("Question 2?")
return {"value": [f"ask_2:{answer}"]}
executor = (
StateGraph(State)
.add_node("step_a", step_a)
.add_node("ask_1", ask_1)
.add_node("ask_2", ask_2)
.add_edge(START, "step_a")
.add_edge("step_a", "ask_1")
.add_edge("ask_1", "ask_2")
.add_edge("ask_2", "__end__")
.compile(checkpointer=True)
)
graph = (
StateGraph(State)
.add_node("executor", executor)
.add_edge(START, "executor")
.compile(checkpointer=async_checkpointer)
)
config = {"configurable": {"thread_id": "1"}}
# --- Original run: hit both interrupts and resume ---
await graph.ainvoke({"value": []}, config)
await graph.ainvoke(Command(resume="answer_1"), config)
sub_config_at_second = (
(await graph.aget_state(config, subgraphs=True)).tasks[0].state.config
)
await graph.ainvoke(Command(resume="answer_2"), config)
original = _checkpoint_summary([s async for s in graph.aget_state_history(config)])
assert [(s["source"], s["next"], s["values"]) for s in original] == [
("loop", (), {"value": ["step_a_done", "ask_1:answer_1", "ask_2:answer_2"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
# --- Time travel to second interrupt ---
called.clear()
replay_result = await graph.ainvoke(None, sub_config_at_second)
assert replay_result["__interrupt__"][0].value == "Question 2?"
assert "step_a" not in called
assert "ask_1" not in called
# Fork is now the latest parent checkpoint
post_tt = _checkpoint_summary([s async for s in graph.aget_state_history(config)])
assert [(s["source"], s["next"]) for s in post_tt] == [
("fork", ("executor",)), # <-- new fork (latest)
("loop", ()), # original done
("loop", ("executor",)),
("input", ("__start__",)),
]
# --- Resume with a new answer for ask_2 only ---
called.clear()
resume_result = await graph.ainvoke(Command(resume="new_answer_2"), config)
assert resume_result["value"] == [
"step_a_done",
"ask_1:answer_1",
"ask_2:new_answer_2",
]
# Verify final history
final = _checkpoint_summary([s async for s in graph.aget_state_history(config)])
assert [(s["source"], s["next"], s["values"]) for s in final] == [
# New branch (from time travel fork)
(
"loop",
(),
{"value": ["step_a_done", "ask_1:answer_1", "ask_2:new_answer_2"]},
),
("fork", ("executor",), {"value": []}),
# Original branch (preserved)
("loop", (), {"value": ["step_a_done", "ask_1:answer_1", "ask_2:answer_2"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
@NEEDS_CONTEXTVARS
async def test_subgraph_time_travel_checkpoint_pattern_async(
async_checkpointer: BaseCheckpointSaver,
) -> None:
"""Verify the checkpoint pattern created by time travel to a subgraph
interrupt. A fork checkpoint should branch from the replay point.
Parent: START --> executor (subgraph, checkpointer=True) --> END
Executor: START --> ask (interrupt) --> END
"""
async def ask(state: State) -> State:
answer = interrupt("Q?")
return {"value": [f"a:{answer}"]}
executor = (
StateGraph(State)
.add_node("ask", ask)
.add_edge(START, "ask")
.compile(checkpointer=True)
)
graph = (
StateGraph(State)
.add_node("executor", executor)
.add_edge(START, "executor")
.compile(checkpointer=async_checkpointer)
)
config = {"configurable": {"thread_id": "1"}}
# Run until interrupt, then complete
await graph.ainvoke({"value": []}, config)
sub_config = (await graph.aget_state(config, subgraphs=True)).tasks[0].state.config
await graph.ainvoke(Command(resume="first"), config)
original = _checkpoint_summary([s async for s in graph.aget_state_history(config)])
assert [(s["source"], s["next"], s["values"]) for s in original] == [
("loop", (), {"value": ["a:first"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
# Time travel to the interrupt
await graph.ainvoke(None, sub_config)
# Fork is now the latest, branching from the original replay point
post_tt = [s async for s in graph.aget_state_history(config)]
post_tt_summary = _checkpoint_summary(post_tt)
assert [(s["source"], s["next"]) for s in post_tt_summary] == [
("fork", ("executor",)), # <-- new fork (latest)
("loop", ()),
("loop", ("executor",)), # <-- replay point / fork parent
("input", ("__start__",)),
]
# Verify the fork's parent is the original replay point
replay_point_id = sub_config["configurable"]["checkpoint_map"][""]
assert post_tt[0].parent_config["configurable"]["checkpoint_id"] == replay_point_id
# Resume from the fork
result = await graph.ainvoke(Command(resume="second"), config)
assert result["value"] == ["a:second"]
final = _checkpoint_summary([s async for s in graph.aget_state_history(config)])
assert [(s["source"], s["next"], s["values"]) for s in final] == [
# New branch
("loop", (), {"value": ["a:second"]}),
("fork", ("executor",), {"value": []}),
# Original branch
("loop", (), {"value": ["a:first"]}),
("loop", ("executor",), {"value": []}),
("input", ("__start__",), {"value": []}),
]
@NEEDS_CONTEXTVARS
async def test_3_levels_deep_time_travel_to_first_interrupt_async(
async_checkpointer: BaseCheckpointSaver,
@@ -2481,15 +2088,13 @@ async def test_replay_creates_branch_preserving_old_checkpoints(
# -- Post-replay checkpoint history (newest first) --
post_replay_history = [s async for s in graph.aget_state_history(config)]
post_summary = _checkpoint_summary(post_replay_history)
# 5 original + 1 fork + 2 new branch checkpoints = 8
assert len(post_summary) == 8
assert len(post_summary) == 7 # 5 original + 2 new branch checkpoints
assert [s["next"] for s in post_summary] == [
(), # new branch tip
("node_c",), # new branch
("node_b",), # fork from replay point
(), # old branch tip
("node_c",), # old
(), # new branch tip (C6)
("node_c",), # new branch (C5)
(), # old branch tip (C4)
("node_c",), # old (C3)
("node_b",), # branch point (C2)
("node_a",), # old (C1)
("__start__",), # old (C0)
@@ -2497,7 +2102,6 @@ async def test_replay_creates_branch_preserving_old_checkpoints(
assert [s["values"] for s in post_summary] == [
{"value": ["a", "b2", "c"]}, # new branch tip
{"value": ["a", "b2"]}, # new: node_b re-ran with call_count=2
{"value": ["a"]}, # fork from replay point
{"value": ["a", "b1", "c"]}, # old branch tip preserved
{"value": ["a", "b1"]}, # old
{"value": ["a"]}, # branch point
+5 -115
View File
@@ -11,19 +11,13 @@ from typing import (
TypeVar,
Union,
)
from unittest.mock import MagicMock, patch
from unittest.mock import patch
import langsmith
import pytest
from langchain_core.runnables import RunnableConfig
from langchain_core.tracers import LangChainTracer
from typing_extensions import NotRequired, Required, TypedDict
from langgraph._internal._config import (
_is_not_empty,
ensure_config,
get_callback_manager_for_config,
)
from langgraph._internal._config import _is_not_empty, ensure_config
from langgraph._internal._fields import (
_is_optional_type,
get_enhanced_type_hints,
@@ -304,7 +298,7 @@ def test_is_not_empty() -> None:
assert not _is_not_empty({})
def test_configurable_metadata() -> None:
def test_configurable_metadata():
config = {
"configurable": {
"a-key": "foo",
@@ -315,115 +309,11 @@ def test_configurable_metadata() -> None:
"andme": 42,
"nested": {"foo": "bar"},
"nooverride": -2,
"thread_id": "th-123",
"checkpoint_id": "ckpt-1",
"checkpoint_ns": "ns-1",
"task_id": "task-1",
"run_id": "run-456",
"assistant_id": "asst-789",
"graph_id": "graph-0",
"model": "gpt-4o",
"user_id": "uid-1",
"cron_id": "cron-1",
"langgraph_auth_user_id": "user-1",
},
"metadata": {"nooverride": 18},
}
expected = {"includeme", "andme", "nooverride"}
merged = ensure_config(config)
metadata = merged["metadata"]
assert set(metadata) == {
"nooverride",
"assistant_id",
"thread_id",
"checkpoint_id",
"run_id",
"graph_id",
"checkpoint_ns",
"task_id",
}
assert metadata.keys() == expected
assert metadata["nooverride"] == 18
def test_callback_manager_copies_whitelisted_configurable_ids_to_metadata() -> None:
config = {
"configurable": {
"thread_id": "th-123",
"checkpoint_id": "ckpt-1",
"checkpoint_ns": "ns-1",
"task_id": "task-1",
"run_id": "run-456",
"assistant_id": "asst-789",
"graph_id": "graph-0",
"model": "gpt-4o",
"user_id": "uid-1",
"cron_id": "cron-1",
"langgraph_auth_user_id": "user-1",
},
"metadata": {
"thread_id": "from-metadata",
"nooverride": 18,
},
}
manager = ensure_config(config)
callback_manager = get_callback_manager_for_config(manager)
assert callback_manager.metadata == {
"thread_id": "from-metadata",
"nooverride": 18,
"checkpoint_id": "ckpt-1",
"checkpoint_ns": "ns-1",
"task_id": "task-1",
"run_id": "run-456",
"assistant_id": "asst-789",
"graph_id": "graph-0",
}
def test_callback_manager_copies_configurable_ids_to_tracing_metadata() -> None:
tracer = LangChainTracer(client=MagicMock())
config: RunnableConfig = {
"configurable": {
"thread_id": "th-123",
"checkpoint_id": "ckpt-1",
"checkpoint_ns": "ns-1",
"task_id": "task-1",
"run_id": "run-456",
"assistant_id": "asst-789",
"graph_id": "graph-0",
"model": "gpt-4o",
"user_id": "uid-1",
"cron_id": "cron-1",
"langgraph_auth_user_id": "user-1",
"includeme": "hi",
"andme": 42,
"__dontinclude": "bar",
"some_api_key": "secret",
"custom_setting": {"nested": True},
},
"metadata": {
"thread_id": "from-metadata",
"user_id": "from-metadata-user",
"includeme": "from-metadata",
},
"callbacks": [tracer],
}
manager = ensure_config(config)
callback_manager = get_callback_manager_for_config(manager)
handlers = callback_manager.handlers
tracers = [handler for handler in handlers if isinstance(handler, LangChainTracer)]
assert len(tracers) == 1
tracer = tracers[0]
assert tracer.tracing_metadata == {
"checkpoint_id": "ckpt-1",
"checkpoint_ns": "ns-1",
"task_id": "task-1",
"run_id": "run-456",
"assistant_id": "asst-789",
"graph_id": "graph-0",
"model": "gpt-4o",
"cron_id": "cron-1",
"andme": 42,
"includeme": "hi",
"thread_id": "th-123",
"user_id": "uid-1",
}
+62 -63
View File
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@@ -1439,7 +1439,7 @@ test = [
[package.metadata]
requires-dist = [
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"""Test InjectedState with NotRequired state fields.
This tests the fix for https://github.com/langchain-ai/langchain/issues/35585
When using InjectedState(<field>) on a tool parameter, and the referenced field is
declared as NotRequired in the custom state schema, the ToolNode should gracefully
handle missing fields by injecting None instead of raising KeyError.
"""
import sys
from typing import Annotated
import pytest
from langchain_core.messages import AIMessage, AnyMessage, HumanMessage, ToolMessage
from langchain_core.tools import tool
from langgraph.graph.message import add_messages
from pydantic import BaseModel, Field
from typing_extensions import NotRequired
from langgraph.prebuilt import InjectedState, ToolNode, create_react_agent
from langgraph.prebuilt.chat_agent_executor import AgentState
from .model import FakeToolCallingModel
class CustomAgentStateWithNotRequired(AgentState):
"""Custom state with a NotRequired field (TypedDict style)."""
city: NotRequired[str]
class CustomAgentStatePydanticWithDefault(BaseModel):
"""Custom state with Optional field and default (Pydantic style)."""
messages: Annotated[list[AnyMessage], add_messages]
remaining_steps: int = Field(default=10)
city: str | None = Field(default=None)
@tool
def get_weather(city: Annotated[str | None, InjectedState("city")] = None) -> str:
"""Get weather for a given city."""
if city is None:
return "No city provided"
return f"It's always sunny in {city}!"
def _create_mock_runtime(
state: dict | None = None,
store=None,
):
"""Create a mock Runtime for testing ToolNode directly."""
from unittest.mock import Mock
from langgraph.runtime import Runtime
mock_runtime = Mock(spec=Runtime)
mock_runtime.context = {}
return mock_runtime
def _create_config_with_runtime(store=None, state=None):
"""Create a RunnableConfig with mocked runtime for direct ToolNode testing."""
from langgraph.prebuilt.tool_node import ToolRuntime
tool_runtime = ToolRuntime(
state=state or {},
config={},
context={},
store=store,
stream_writer=None,
tool_call_id="test_id",
)
return {
"configurable": {
"__pregel_runtime": _create_mock_runtime(),
"__tool_runtime__": tool_runtime,
}
}
@pytest.mark.skipif(
sys.version_info < (3, 11),
reason="InjectedState field extraction from Optional[Annotated[...]] not supported on Python <3.11",
)
def test_injected_state_not_required_field_missing_injects_none():
"""Test that InjectedState with NotRequired field injects None when field is missing.
This verifies the fix for https://github.com/langchain-ai/langchain/issues/35585
"""
tool_node = ToolNode([get_weather])
tool_call = {
"name": "get_weather",
"args": {},
"id": "call_1",
"type": "tool_call",
}
ai_msg = AIMessage("Let me check the weather", tool_calls=[tool_call])
# State WITHOUT the "city" field - should inject None instead of raising KeyError
state_without_city: CustomAgentStateWithNotRequired = {
"messages": [HumanMessage("What's the weather?"), ai_msg],
}
result = tool_node.invoke(
state_without_city,
config=_create_config_with_runtime(state=state_without_city),
)
assert len(result["messages"]) == 1
tool_msg = result["messages"][0]
assert isinstance(tool_msg, ToolMessage)
assert "No city provided" in tool_msg.content
@pytest.mark.skipif(
sys.version_info < (3, 11),
reason="InjectedState field extraction from Optional[Annotated[...]] not supported on Python <3.11",
)
def test_injected_state_not_required_field_present_works():
"""Test that InjectedState with NotRequired field works when field IS present."""
tool_node = ToolNode([get_weather])
tool_call = {
"name": "get_weather",
"args": {},
"id": "call_1",
"type": "tool_call",
}
ai_msg = AIMessage("Let me check the weather", tool_calls=[tool_call])
# State WITH the "city" field - this should work
state_with_city: CustomAgentStateWithNotRequired = {
"messages": [HumanMessage("What's the weather?"), ai_msg],
"city": "San Francisco",
}
result = tool_node.invoke(
state_with_city,
config=_create_config_with_runtime(state=state_with_city),
)
assert len(result["messages"]) == 1
tool_msg = result["messages"][0]
assert isinstance(tool_msg, ToolMessage)
assert "San Francisco" in tool_msg.content
@pytest.mark.skipif(
sys.version_info < (3, 11),
reason="InjectedState field extraction from Optional[Annotated[...]] not supported on Python <3.11",
)
def test_create_react_agent_injected_state_not_required_field_missing():
"""Test create_react_agent with InjectedState using NotRequired field that is missing.
This verifies the fix for https://github.com/langchain-ai/langchain/issues/35585
"""
model = FakeToolCallingModel(
tool_calls=[
[{"name": "get_weather", "args": {}, "id": "call_1"}],
[], # No more tool calls, agent should stop
]
)
agent = create_react_agent(
model,
tools=[get_weather],
state_schema=CustomAgentStateWithNotRequired,
)
# Invoke WITHOUT the city field - should work, injecting None
result = agent.invoke(
{"messages": [HumanMessage("What's the weather?")]},
)
# Check that the tool was called successfully with None injected
messages = result["messages"]
tool_messages = [m for m in messages if isinstance(m, ToolMessage)]
assert len(tool_messages) == 1
assert "No city provided" in tool_messages[0].content
@pytest.mark.skipif(
sys.version_info < (3, 11),
reason="InjectedState field extraction from Optional[Annotated[...]] not supported on Python <3.11",
)
def test_create_react_agent_injected_state_not_required_field_present():
"""Test create_react_agent with InjectedState using NotRequired field that IS present."""
model = FakeToolCallingModel(
tool_calls=[
[{"name": "get_weather", "args": {}, "id": "call_1"}],
[], # No more tool calls, agent should stop
]
)
agent = create_react_agent(
model,
tools=[get_weather],
state_schema=CustomAgentStateWithNotRequired,
)
# Invoke WITH the city field
result = agent.invoke(
{
"messages": [HumanMessage("What's the weather?")],
"city": "San Francisco",
},
)
# Check that the tool was called successfully
messages = result["messages"]
tool_messages = [m for m in messages if isinstance(m, ToolMessage)]
assert len(tool_messages) == 1
assert "San Francisco" in tool_messages[0].content
@tool
def get_weather_optional(city: Annotated[str | None, InjectedState("city")]) -> str:
"""Get weather for a given city (accepts None)."""
if city is None:
return "Please provide a city!"
return f"It's always sunny in {city}!"
def test_pydantic_state_with_default_field_missing_works():
"""Test that Pydantic state with Optional field and default=None works when field is missing.
This is the workaround suggested in the issue comments - using Pydantic BaseModel
with `city: Optional[str] = Field(default=None)` instead of TypedDict with NotRequired.
"""
model = FakeToolCallingModel(
tool_calls=[
[{"name": "get_weather_optional", "args": {}, "id": "call_1"}],
[], # No more tool calls, agent should stop
]
)
agent = create_react_agent(
model,
tools=[get_weather_optional],
state_schema=CustomAgentStatePydanticWithDefault,
)
# Invoke WITHOUT the city field - should work because Pydantic provides default
result = agent.invoke(
{"messages": [HumanMessage("What's the weather?")]},
)
# Check that the tool was called successfully with None
messages = result["messages"]
tool_messages = [m for m in messages if isinstance(m, ToolMessage)]
assert len(tool_messages) == 1
assert "Please provide a city!" in tool_messages[0].content
def test_pydantic_state_with_default_field_present_works():
"""Test that Pydantic state with Optional field works when field IS present."""
model = FakeToolCallingModel(
tool_calls=[
[{"name": "get_weather_optional", "args": {}, "id": "call_1"}],
[], # No more tool calls, agent should stop
]
)
agent = create_react_agent(
model,
tools=[get_weather_optional],
state_schema=CustomAgentStatePydanticWithDefault,
)
# Invoke WITH the city field
result = agent.invoke(
{
"messages": [HumanMessage("What's the weather?")],
"city": "San Francisco",
},
)
# Check that the tool was called successfully
messages = result["messages"]
tool_messages = [m for m in messages if isinstance(m, ToolMessage)]
assert len(tool_messages) == 1
assert "San Francisco" in tool_messages[0].content
+12 -13
View File
@@ -249,7 +249,7 @@ wheels = [
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version = "1.3.0a2"
version = "1.2.25"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "jsonpatch" },
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{ name = "uuid-utils" },
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[[package]]
name = "langgraph"
version = "1.1.7a2"
version = "1.1.6"
source = { editable = "../langgraph" }
dependencies = [
{ name = "langchain-core" },
@@ -281,7 +281,7 @@ dependencies = [
[package.metadata]
requires-dist = [
{ name = "langchain-core", specifier = "==1.3.0a2" },
{ name = "langchain-core", specifier = ">=0.1" },
{ name = "langgraph-checkpoint", editable = "../checkpoint" },
{ name = "langgraph-prebuilt", editable = "." },
{ name = "langgraph-sdk", editable = "../sdk-py" },
@@ -352,7 +352,7 @@ test = [
[[package]]
name = "langgraph-checkpoint"
version = "4.0.2"
version = "4.0.1"
source = { editable = "../checkpoint" }
dependencies = [
{ name = "langchain-core" },
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version = "0.6.4"
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+4 -26
View File
@@ -1,30 +1,8 @@
from __future__ import annotations
import importlib
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from langgraph_sdk.auth import Auth
from langgraph_sdk.client import get_client, get_sync_client
from langgraph_sdk.encryption import Encryption
from langgraph_sdk.encryption.types import EncryptionContext
from langgraph_sdk.auth import Auth
from langgraph_sdk.client import get_client, get_sync_client
from langgraph_sdk.encryption import Encryption
from langgraph_sdk.encryption.types import EncryptionContext
__version__ = "0.3.13"
__all__ = ["Auth", "Encryption", "EncryptionContext", "get_client", "get_sync_client"]
_LAZY: dict[str, str] = {
"Auth": "langgraph_sdk.auth",
"get_client": "langgraph_sdk.client",
"get_sync_client": "langgraph_sdk.client",
"Encryption": "langgraph_sdk.encryption",
"EncryptionContext": "langgraph_sdk.encryption.types",
}
def __getattr__(name: str) -> object:
if name in _LAZY:
mod = importlib.import_module(_LAZY[name])
return getattr(mod, name)
msg = f"module {__name__!r} has no attribute {name!r}"
raise AttributeError(msg)
+12 -12
View File
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version = "1.2.22"
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name = "langgraph"
version = "1.1.7a2"
version = "1.1.6"
source = { editable = "../langgraph" }
dependencies = [
{ name = "langchain-core" },
@@ -294,7 +294,7 @@ dependencies = [
[package.metadata]
requires-dist = [
{ name = "langchain-core", specifier = "==1.3.0a2" },
{ name = "langchain-core", specifier = ">=0.1" },
{ name = "langgraph-checkpoint", editable = "../checkpoint" },
{ name = "langgraph-prebuilt", editable = "../prebuilt" },
{ name = "langgraph-sdk", editable = "." },
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name = "langgraph-checkpoint"
version = "4.0.2"
version = "4.0.1"
source = { editable = "../checkpoint" }
dependencies = [
{ name = "langchain-core" },
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