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Author SHA1 Message Date
syachamaneni-lc 453da3328b fix(cli): defer parent agent env validation 2026-09-23 10:56:45 -07:00
18 changed files with 145 additions and 783 deletions
+36 -23
View File
@@ -139,10 +139,23 @@ jobs:
echo EOF
} >> "$GITHUB_OUTPUT"
test-pypi-publish:
needs:
- build
- release-notes
permissions:
contents: read
id-token: write
uses: ./.github/workflows/_test_release.yml
with:
working-directory: ${{ inputs.working-directory }}
secrets: inherit
pre-release-checks:
needs:
- build
- release-notes
- test-pypi-publish
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
@@ -167,20 +180,31 @@ jobs:
enable-cache: false
working-directory: ${{ inputs.working-directory }}
- uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
with:
name: dist
path: ${{ inputs.working-directory }}/dist/
- name: Import dist package
- name: Import published package
shell: bash
working-directory: ${{ inputs.working-directory }}
env:
PKG_NAME: ${{ needs.build.outputs.pkg-name }}
VERSION: ${{ needs.build.outputs.version }}
# Install directly from the locally-built wheel (no index resolution needed).
# Here we use:
# - The default regular PyPI index as the *primary* index, meaning
# that it takes priority (https://pypi.org/simple)
# - The test PyPI index as an extra index, so that any dependencies that
# are not found on test PyPI can be resolved and installed anyway.
# (https://test.pypi.org/simple). This will include the PKG_NAME==VERSION
# package because VERSION will not have been uploaded to regular PyPI yet.
# - attempt install again after 5 seconds if it fails because there is
# sometimes a delay in availability on test pypi
run: |
uv run pip install dist/*.whl
uv run pip install \
--extra-index-url https://test.pypi.org/simple/ \
"$PKG_NAME==$VERSION" || \
( \
sleep 5 && \
uv run pip install \
--extra-index-url https://test.pypi.org/simple/ \
"$PKG_NAME==$VERSION" \
)
if [[ "$PKG_NAME" == *prebuilt* ]]; then
uv run pip install langgraph
@@ -202,7 +226,7 @@ jobs:
run: uv sync --group test
working-directory: ${{ inputs.working-directory }}
# Overwrite the local version of the package with the built version
# Overwrite the local version of the package with the test PyPI version.
- name: Import published package (again)
working-directory: ${{ inputs.working-directory }}
shell: bash
@@ -210,25 +234,14 @@ jobs:
PKG_NAME: ${{ needs.build.outputs.pkg-name }}
VERSION: ${{ needs.build.outputs.version }}
run: |
uv run pip install dist/*.whl
uv run pip install \
--extra-index-url https://test.pypi.org/simple/ \
"$PKG_NAME==$VERSION"
- name: Run unit tests
run: make test
working-directory: ${{ inputs.working-directory }}
test-pypi-publish:
needs:
- build
- release-notes
- pre-release-checks
permissions:
contents: read
id-token: write
uses: ./.github/workflows/_test_release.yml
with:
working-directory: ${{ inputs.working-directory }}
secrets: inherit
publish:
needs:
- build
@@ -448,12 +448,11 @@ class PostgresSaver(BasePostgresSaver):
Two-stage query, both stages cover ALL requested channels:
* Stage 1 (paged): dynamic SELECT over `checkpoints` with three
columns per channel: its version, an `EXISTS` probe for a stored
blob at that version, and its inline value. Pages newest-first by
`checkpoint_id` with a cursor; page size is `_DELTA_PAGE_SIZE`.
Stops paging when every channel has found its seed or a page comes
back short.
* Stage 1 (paged): dynamic SELECT over `checkpoints` with K parallel
JSONB key lookups (one column pair per channel) — no subquery, no
aggregation. Pages newest-first by `checkpoint_id` with a cursor;
page size is `_DELTA_PAGE_SIZE`. Stops paging when every channel
has found its seed or the chain is exhausted.
* Stage 2 (per-channel UNION ALL): one branch per channel reading
`checkpoint_writes` filtered to that channel's specific
@@ -172,8 +172,30 @@ class _DeltaStage2Row(TypedDict, total=False):
version: str | None # "b" rows only
# Delta history is rebuilt in two queries; `_build_delta_stage1_sql` and
# `_build_delta_stage2_sql` document their shapes.
# Multi-channel two-stage DeltaChannel reconstruction.
#
# Stage 1 scans checkpoint metadata (no blob bytes) and emits one row per
# checkpoint with K parallel JSONB key lookups (one column pair per
# requested delta channel: ver_i / hs_i). No subqueries, no aggregation.
# Python walks the parent chain once across all channels.
#
# Stage 2 fetches all writes and the seed blobs for ALL channels in a
# single roundtrip via `channel = ANY(%s)` and chain/seed-version
# filtering.
#
# Empirical comparison vs an alternative "ship full channel_versions /
# channel_values JSONB and let Python pick" form (1000 checkpoints,
# 8 total channels in graph, 3 delta channels requested):
#
# Postgres execution: A=0.24ms vs B=0.38ms (both negligible)
# End-to-end latency: A=6.83ms vs B=2.28ms (B is 3.0x faster)
# Wire payload: A=836KB vs B=330KB (61% smaller)
# Buffer hits: identical (167 blocks)
#
# B (this dynamic-columns design) wins because it avoids JSONB
# serialization on the wire and JSONB-to-dict deserialization in
# psycopg. Even at K=8 (8 delta channels = 16 dynamic columns), B
# still beats A end-to-end (4.2ms vs 6.8ms).
def _build_delta_stage1_sql(channels: Sequence[str], *, paged: bool) -> str:
@@ -313,8 +335,10 @@ def _build_delta_stage2_sql(
return " UNION ALL ".join(branches)
# Stage 1 rows are dicts keyed by the per-channel aliases
# `_build_delta_stage1_sql` emits, so there is no static TypedDict.
# Stage 1 rows are dynamic-shape dicts: {checkpoint_id, parent_checkpoint_id,
# ver_0, hs_0, ver_1, hs_1, ...}. Walking is parameterized by the channel
# list to map indices back to channel names — no static TypedDict here.
# `dict[str, Any]` is the practical signature.
class BasePostgresSaver(BaseCheckpointSaver[str]):
@@ -407,11 +431,9 @@ class BasePostgresSaver(BaseCheckpointSaver[str]):
(a) it found a stored value for its channel — a blob or an inline
primitive (channel becomes seeded),
(b) it reached a real root (parent_of[cid] is None — fully
materialized at this point),
materialized at this point), or
(c) the next ancestor cid isn't in `parent_of` yet (waiting for
a later page; the cursor stays put), or
(d) the target's own row isn't in `parent_of` yet (the walk has
not started; no cursor is set, so a later page retries).
a later page; the cursor stays put).
Mutates `chain_by_ch`, `seed_ver_by_ch`, `seed_inline_by_ch`,
`walk_cursor_by_ch`, and `seeded` in place.
@@ -419,12 +441,9 @@ class BasePostgresSaver(BaseCheckpointSaver[str]):
for i, ch in enumerate(channels):
if ch in seeded:
continue
# Pages start at the thread head, so the target may not have
# loaded yet; a `None` cursor would read as "target is a root".
# First-time entry: cursor starts at the target's parent.
if ch not in walk_cursor_by_ch:
if target_id not in parent_of:
continue
walk_cursor_by_ch[ch] = parent_of[target_id]
walk_cursor_by_ch[ch] = parent_of.get(target_id)
cur_cid = walk_cursor_by_ch[ch]
ch_chain = chain_by_ch[ch]
hb_i = hb_by_i_by_cid[i]
@@ -1,132 +0,0 @@
from __future__ import annotations
from typing import Any
from uuid import uuid4
import pytest
from langgraph.checkpoint.base import (
Checkpoint,
DeltaChannelHistory,
empty_checkpoint,
)
from langgraph.checkpoint.base.id import uuid6
from langgraph.checkpoint.serde.types import _DeltaSnapshot
from langgraph.checkpoint.postgres import PostgresSaver
from langgraph.checkpoint.postgres.aio import AsyncPostgresSaver
from langgraph.checkpoint.postgres.base import _DELTA_PAGE_SIZE
from tests.conftest import DEFAULT_URI
CHANNEL = "items"
STEPS = 8
SEED_STEP = 1
SEED_VALUE = [10, 20]
TARGET_STEP = 4
# The real page size is the control; the rest leave the target off the first
# page (three checkpoints are newer than it).
PAGE_SIZES = [_DELTA_PAGE_SIZE, 3, 2, 1]
def _step_args(
thread_id: str, step: int, parent: dict | None
) -> tuple[dict, Checkpoint, dict[str, Any]]:
config: dict = {"configurable": {"thread_id": thread_id, "checkpoint_ns": ""}}
if parent is not None:
config["configurable"]["checkpoint_id"] = parent["configurable"][
"checkpoint_id"
]
checkpoint: Checkpoint = empty_checkpoint()
checkpoint["id"] = str(uuid6(clock_seq=step))
checkpoint["channel_versions"][CHANNEL] = f"v{step}"
if step == SEED_STEP:
checkpoint["channel_values"][CHANNEL] = _DeltaSnapshot(list(SEED_VALUE))
return config, checkpoint, {CHANNEL: f"v{step}"}
return config, checkpoint, {}
async def _abuild_chain(saver: AsyncPostgresSaver) -> list[dict]:
thread_id = str(uuid4())
parent: dict | None = None
configs: list[dict] = []
for step in range(STEPS):
config, checkpoint, new_versions = _step_args(thread_id, step, parent)
parent = await saver.aput(
config,
checkpoint,
{"source": "loop", "step": step, "parents": {}},
new_versions,
)
await saver.aput_writes(parent, [(CHANNEL, f"w{step}")], str(uuid4()))
configs.append(parent)
return configs
def _build_chain(saver: PostgresSaver) -> list[dict]:
thread_id = str(uuid4())
parent: dict | None = None
configs: list[dict] = []
for step in range(STEPS):
config, checkpoint, new_versions = _step_args(thread_id, step, parent)
parent = saver.put(
config,
checkpoint,
{"source": "loop", "step": step, "parents": {}},
new_versions,
)
saver.put_writes(parent, [(CHANNEL, f"w{step}")], str(uuid4()))
configs.append(parent)
return configs
def _assert_history(entry: DeltaChannelHistory, page_size: int) -> None:
seed = entry.get("seed")
assert isinstance(seed, _DeltaSnapshot), (
f"page_size={page_size}: expected a snapshot seed, "
f"got {entry.get('seed', '<missing>')!r}"
)
assert seed.value == SEED_VALUE
assert [w[2] for w in entry["writes"]] == ["w1", "w2", "w3"], (
f"page_size={page_size}: got {[w[2] for w in entry['writes']]}"
)
@pytest.mark.parametrize("page_size", PAGE_SIZES)
async def test_async_target_older_than_the_first_page(
page_size: int, monkeypatch: pytest.MonkeyPatch
) -> None:
monkeypatch.setattr("langgraph.checkpoint.postgres.aio._DELTA_PAGE_SIZE", page_size)
async with AsyncPostgresSaver.from_conn_string(DEFAULT_URI) as saver:
await saver.setup()
configs = await _abuild_chain(saver)
result = await saver.aget_delta_channel_history(
config=configs[TARGET_STEP], channels=[CHANNEL]
)
_assert_history(result[CHANNEL], page_size)
@pytest.mark.parametrize("page_size", PAGE_SIZES)
def test_sync_target_older_than_the_first_page(
page_size: int, monkeypatch: pytest.MonkeyPatch
) -> None:
monkeypatch.setattr("langgraph.checkpoint.postgres._DELTA_PAGE_SIZE", page_size)
with PostgresSaver.from_conn_string(DEFAULT_URI) as saver:
saver.setup()
configs = _build_chain(saver)
result = saver.get_delta_channel_history(
config=configs[TARGET_STEP], channels=[CHANNEL]
)
_assert_history(result[CHANNEL], page_size)
async def test_root_target_has_no_history_and_still_terminates(
monkeypatch: pytest.MonkeyPatch,
) -> None:
monkeypatch.setattr("langgraph.checkpoint.postgres.aio._DELTA_PAGE_SIZE", 1)
async with AsyncPostgresSaver.from_conn_string(DEFAULT_URI) as saver:
await saver.setup()
configs = await _abuild_chain(saver)
result = await saver.aget_delta_channel_history(
config=configs[0], channels=[CHANNEL]
)
assert result[CHANNEL] == {"writes": []}
@@ -507,12 +507,13 @@ class SqliteSaver(BaseCheckpointSaver[str]):
Two-stage query:
* Stage 1 (streamed): recursive CTE over `checkpoints` following
`parent_checkpoint_id` from the target, returning
`(checkpoint_id, type, checkpoint)` per ancestor. Sqlite has no
JSONB, so we ship the full serialized checkpoint blob and inspect
`channel_values` in Python. Stops reading when every channel has
found its seed or the chain is exhausted.
* Stage 1 (paged): newest-first slice of `checkpoints` returning
`(checkpoint_id, parent_checkpoint_id, type, checkpoint)` per
ancestor. Sqlite has no JSONB, so we ship the full serialized
checkpoint blob and inspect `channel_values` in Python. Pages
newest-first by `checkpoint_id` with a `< cursor` predicate;
page size is `DELTA_PAGE_SIZE`. Stops paging when every channel
has found its seed or the chain is exhausted.
* Stage 2 (per-channel UNION ALL): one branch per channel reading
`writes` filtered to that channel's specific `chain_cids`. No
@@ -537,14 +538,12 @@ class SqliteSaver(BaseCheckpointSaver[str]):
seeded: set[str] = set()
with self.cursor(transaction=False) as cur:
cur.execute(
DELTA_STAGE1_SQL,
(thread_id, checkpoint_ns, checkpoint_id, thread_id, checkpoint_ns),
)
cur.execute(DELTA_STAGE1_SQL, (thread_id, checkpoint_ns, checkpoint_id))
for row in cur:
cid, type_tag, blob = row
cid, parent_cid, type_tag, blob = row
if step_walk_with_row(
cid=cid,
parent_cid=parent_cid,
type_tag=type_tag,
blob=blob,
target_id=checkpoint_id,
@@ -26,33 +26,16 @@ from typing import Any
from langgraph.checkpoint.base import DeltaChannelHistory, PendingWrite
# Stage 1 streams target, then its ancestors nearest-first, by following
# `parent_checkpoint_id` rather than id order: ids are only monotonic within
# one process, so a range scan by id can miss a parent whose id sorts above
# its child's. Target is the anchor row; its own writes/seed are skipped
# (matches the `BaseCheckpointSaver` contract).
#
# `put` is `INSERT OR REPLACE`, so re-putting an existing id under a
# descendant's config makes the chain a loop. `step_walk_with_row` stops on a
# repeated id; sqlite yields recursive rows lazily, so abandoning the cursor
# ends the recursion.
#
# `CROSS JOIN` pins `ancestors` as the outer loop, so each step is one primary
# key lookup. With a plain `JOIN` and no `ANALYZE` stats, sqlite can put
# `checkpoints` outside and scan the whole thread per step.
# Stage 1 streams ancestors of `target_cid` newest-first. The `<=`
# predicate keeps target itself in the stream so we can read its
# `parent_checkpoint_id` from the first row without a separate lookup;
# the caller skips target's own writes/seed (matches the
# `BaseCheckpointSaver` contract).
DELTA_STAGE1_SQL = (
"WITH RECURSIVE ancestors(checkpoint_id, parent_checkpoint_id, type, "
"checkpoint) AS ("
"SELECT checkpoint_id, parent_checkpoint_id, type, checkpoint "
"FROM checkpoints "
"WHERE thread_id = ? AND checkpoint_ns = ? AND checkpoint_id = ? "
"UNION ALL "
"SELECT c.checkpoint_id, c.parent_checkpoint_id, c.type, c.checkpoint "
"FROM ancestors a CROSS JOIN checkpoints c "
"ON c.checkpoint_id = a.parent_checkpoint_id "
"WHERE c.thread_id = ? AND c.checkpoint_ns = ?"
") "
"SELECT checkpoint_id, type, checkpoint FROM ancestors"
"WHERE thread_id = ? AND checkpoint_ns = ? AND checkpoint_id <= ? "
"ORDER BY checkpoint_id DESC"
)
@@ -85,6 +68,7 @@ def build_delta_stage2_sql(*, chain_lens: Sequence[int]) -> str:
def step_walk_with_row(
*,
cid: str,
parent_cid: str | None,
type_tag: str,
blob: bytes,
target_id: str,
@@ -97,32 +81,36 @@ def step_walk_with_row(
) -> bool:
"""Process one streamed stage-1 row in the merged ancestor walk.
The cursor returns (cid, type, blob) rows in walk order starting at
target. The first row is target itself and is skipped (target's own
writes/seed are not part of the contract).
The cursor returns (cid, parent_cid, type, blob) rows in
`checkpoint_id` DESC order starting at target. The first row is
target itself; we read its parent_cid to seed the walk and otherwise
skip it (target's own writes/seed are not part of the contract).
For each subsequent row we deserialize the blob, append the cid to
every not-yet-seeded channel's chain, and check `channel_values` for
For each subsequent row, if `cid` matches the walk's current
position, we deserialize the blob, append the cid to every
not-yet-seeded channel's chain, and check `channel_values` for
seeds. The deserialized checkpoint is dropped before advancing — no
cross-row cache, so peak in-flight is one deserialized checkpoint.
Returns True when the caller can stop iterating and close the cursor:
every requested channel is seeded, or the chain revisited a checkpoint.
Off-path rows (different branch on the same thread) advance the
cursor without doing any work.
Returns True when every requested channel is seeded — the caller
can stop iterating and close the cursor.
"""
if "started" not in walk_state:
if cid == target_id:
walk_state["started"] = True
walk_state["cur_cid"] = parent_cid
walk_state["active"] = {ch for ch in channels if ch not in seeded}
walk_state["walked"] = {cid}
# Not target yet (or target not present): keep streaming.
return False
active: set[str] = walk_state["active"]
if not active:
return True
walked: set[str] = walk_state["walked"]
if cid in walked:
return True
walked.add(cid)
if cid != walk_state["cur_cid"]:
# Off-path row from a sibling branch — skip without deserializing.
return False
for ch in active:
chain_by_ch[ch].append(cid)
ckpt = serde.loads_typed((type_tag, blob))
@@ -132,6 +120,7 @@ def step_walk_with_row(
seeded.add(ch)
active.discard(ch)
del ckpt, channel_values
walk_state["cur_cid"] = parent_cid
return not active
@@ -625,8 +625,8 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
"""Fast-path override of `BaseCheckpointSaver.aget_delta_channel_history`.
See `SqliteSaver.get_delta_channel_history` for design notes; this
is the async equivalent using `aiosqlite` cursors. Stage 1 streams
the parent chain from the target and Python-deserializes each
is the async equivalent using `aiosqlite` cursors. Stage 1 pages
the parent chain newest-first and Python-deserializes each
checkpoint blob to find per-channel snapshots; stage 2 fetches
only the relevant writes via per-channel UNION ALL.
"""
@@ -650,13 +650,13 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
async with self.lock, self.conn.cursor() as cur:
await cur.execute(
DELTA_STAGE1_SQL,
(thread_id, checkpoint_ns, checkpoint_id, thread_id, checkpoint_ns),
DELTA_STAGE1_SQL, (thread_id, checkpoint_ns, checkpoint_id)
)
async for row in cur:
cid, type_tag, blob = row
cid, parent_cid, type_tag, blob = row
if step_walk_with_row(
cid=cid,
parent_cid=parent_cid,
type_tag=type_tag,
blob=blob,
target_id=checkpoint_id,
@@ -1,104 +0,0 @@
from __future__ import annotations
from typing import Any
import pytest
from langgraph.checkpoint.base import (
BaseCheckpointSaver,
Checkpoint,
DeltaChannelHistory,
empty_checkpoint,
)
from langgraph.checkpoint.sqlite import SqliteSaver
from langgraph.checkpoint.sqlite._delta import DELTA_STAGE1_SQL
from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver
CHANNEL = "ch"
CONFIG: dict[str, Any] = {"configurable": {"thread_id": "t", "checkpoint_ns": ""}}
EXPECTED: DeltaChannelHistory = {
"writes": [("task", CHANNEL, "write-root")],
"seed": "seed",
}
def _checkpoint(checkpoint_id: str, values: dict[str, Any]) -> Checkpoint:
value = empty_checkpoint()
value["id"] = checkpoint_id
value["channel_values"] = values
return value
PARENT_ID_ORDERS = [
pytest.param("z-older", "a-newer", id="parent_id_sorts_above_child"),
pytest.param("a-older", "z-newer", id="parent_id_sorts_below_child"),
]
@pytest.mark.parametrize(("root_id", "child_id"), PARENT_ID_ORDERS)
def test_sync_walk_reaches_parent_whatever_the_id_order(
root_id: str, child_id: str
) -> None:
with SqliteSaver.from_conn_string(":memory:") as saver:
root = saver.put(CONFIG, _checkpoint(root_id, {CHANNEL: "seed"}), {}, {})
saver.put_writes(root, [(CHANNEL, "write-root")], "task")
child = saver.put(root, _checkpoint(child_id, {}), {}, {})
got = saver.get_delta_channel_history(config=child, channels=[CHANNEL])
reference = BaseCheckpointSaver.get_delta_channel_history(
saver, config=child, channels=[CHANNEL]
)
assert got[CHANNEL] == EXPECTED
assert got[CHANNEL] == reference[CHANNEL], "fast path disagrees with base"
@pytest.mark.parametrize(("root_id", "child_id"), PARENT_ID_ORDERS)
async def test_async_walk_reaches_parent_whatever_the_id_order(
root_id: str, child_id: str
) -> None:
async with AsyncSqliteSaver.from_conn_string(":memory:") as saver:
root = await saver.aput(CONFIG, _checkpoint(root_id, {CHANNEL: "seed"}), {}, {})
await saver.aput_writes(root, [(CHANNEL, "write-root")], "task")
child = await saver.aput(root, _checkpoint(child_id, {}), {}, {})
got = await saver.aget_delta_channel_history(config=child, channels=[CHANNEL])
assert got[CHANNEL] == EXPECTED
def test_walk_reaches_root_of_long_chain_with_descending_ids() -> None:
steps = 40
with SqliteSaver.from_conn_string(":memory:") as saver:
parent = saver.put(
CONFIG, _checkpoint(f"id-{steps:03d}", {CHANNEL: "seed"}), {}, {}
)
saver.put_writes(parent, [(CHANNEL, "write-root")], "task")
for step in range(steps - 1, 0, -1):
parent = saver.put(parent, _checkpoint(f"id-{step:03d}", {}), {}, {})
got = saver.get_delta_channel_history(config=parent, channels=[CHANNEL])
assert got[CHANNEL] == EXPECTED
def test_walk_terminates_when_put_makes_the_parent_chain_cycle() -> None:
with SqliteSaver.from_conn_string(":memory:") as saver:
a = saver.put(CONFIG, _checkpoint("cid-a", {}), {}, {})
b = saver.put(a, _checkpoint("cid-b", {}), {}, {})
repoint_a_under_b = _checkpoint("cid-a", {})
saver.put(b, repoint_a_under_b, {}, {})
got = saver.get_delta_channel_history(config=b, channels=[CHANNEL])
assert got[CHANNEL] == {"writes": []}
def test_walk_step_looks_up_the_parent_by_primary_key() -> None:
with SqliteSaver.from_conn_string(":memory:") as saver:
saver.setup()
plan = [
row[3]
for row in saver.conn.execute(
f"EXPLAIN QUERY PLAN {DELTA_STAGE1_SQL}", ("t", "", "id", "t", "")
)
]
assert any(
step.startswith("SEARCH c ") and "checkpoint_id=?" in step for step in plan
), f"recursive step should look up the parent by key, got {plan}"
-2
View File
@@ -103,8 +103,6 @@ The CLI uses a `langgraph.json` configuration file with these key settings:
}
```
Git dependencies should use credential-free URLs. The CLI conservatively scans direct `langgraph.json` dependencies, common Python package files, uv project and lock files, and common Node.js package and lock files for HTTP Git URLs with userinfo. This check is not exhaustive: generated Docker builds can copy other files, including nested requirement or constraint files, into image layers without scanning them. For private dependencies, provide short-lived credentials through your build environment's secret-backed Git credential helper. Do not store credentials in copied files such as `langgraph.json` or `pip_config_file`.
See the [full documentation](https://reference.langchain.com/python/langgraph-cli) for detailed configuration options.
## Development
+3 -87
View File
@@ -6,7 +6,6 @@ import re
import shlex
import textwrap
from collections import Counter
from collections.abc import Iterable
from typing import Literal, NamedTuple
import click
@@ -37,10 +36,6 @@ DISALLOWED_BUILD_COMMAND_CHARS = [
# This blocks background execution (cmd &) while allowing command
# chaining (cmd1 && cmd2) which is common in build commands.
_SINGLE_AMPERSAND_RE = re.compile(r"(?<!&)&(?:&&)*(?!&)")
_GIT_HTTP_AUTHORITY_RES = (
re.compile(r"git\+https?://(?P<authority>[^/\s\"']+)", re.I),
re.compile(r"\bgit\s*=\s*[\"']https?://(?P<authority>[^/\s\"']+)", re.I),
)
_API_VERSION_PATTERN = re.compile(
r"^(?P<major>\d+)"
r"(?:\.(?P<minor>\d+))?"
@@ -83,62 +78,6 @@ def has_disallowed_build_command_content(command: str) -> bool:
return False
def _has_git_http_url_userinfo(dependency: str) -> bool:
"""Check whether a Git HTTP URL contains userinfo."""
return any(
"@" in match.group("authority")
for pattern in _GIT_HTTP_AUTHORITY_RES
for match in pattern.finditer(dependency)
)
def _validate_git_http_url_userinfo(
values: Iterable[str], *, source: pathlib.Path | None = None
) -> None:
"""Reject credential-bearing Git HTTP URLs without echoing their values."""
if not any(_has_git_http_url_userinfo(value) for value in values):
return
message = (
"Git dependency URLs must not contain credentials or other URL "
"userinfo because generated Dockerfiles and image layers can retain "
"them. Use a credential-free Git URL and provide short-lived "
"credentials through your build environment's secret-backed Git "
"credential helper."
)
if source is not None:
message += f" Found in: {source}"
raise click.UsageError(message)
def _validate_git_http_url_userinfo_files(paths: Iterable[pathlib.Path]) -> None:
"""Reject credential-bearing Git HTTP URLs in dependency files."""
for path in paths:
path = path.resolve()
if not path.is_file():
continue
try:
contents = path.read_text(encoding="utf-8", errors="replace")
except OSError:
raise click.UsageError(
f"Could not inspect dependency file for embedded credentials: {path}"
) from None
_validate_git_http_url_userinfo([contents], source=path)
def _validate_local_dependency_files(config_path: pathlib.Path, config: Config) -> None:
"""Validate dependency files copied into a non-uv Python image."""
paths: list[pathlib.Path] = []
for dependency in config["dependencies"]:
if not isinstance(dependency, str) or not dependency.startswith("."):
continue
root = (config_path.parent / dependency).resolve()
paths.extend(
root / name
for name in ("requirements.txt", "pyproject.toml", "setup.py", "setup.cfg")
)
_validate_git_http_url_userinfo_files(paths)
MIN_PYTHON_VERSION = "3.11"
DEFAULT_PYTHON_VERSION = "3.11"
@@ -381,9 +320,7 @@ def _get_source_kind(config: Config) -> str | None:
return kind if isinstance(kind, str) else None
def validate_config(
config: Config, *, source_path: pathlib.Path | None = None
) -> Config:
def validate_config(config: Config) -> Config:
"""Validate a configuration dictionary."""
graphs = config.get("graphs", {})
@@ -478,15 +415,6 @@ def validate_config(
' "source": {"kind": "uv", "root": ".."}'
)
_validate_git_http_url_userinfo(
(
dependency
for dependency in config["dependencies"]
if isinstance(dependency, str)
),
source=source_path,
)
source = config.get("source")
source_kind = _get_source_kind(config)
if source is not None and not isinstance(source, dict):
@@ -681,7 +609,7 @@ def validate_config_file(config_path: pathlib.Path) -> Config:
"""Load and validate a configuration file."""
with open(config_path) as f:
config = json.load(f)
validated = validate_config(config, source_path=config_path.resolve())
validated = validate_config(config)
# Enforce the package.json doesn't enforce an
# incompatible Node.js version
if validated.get("node_version"):
@@ -1352,7 +1280,6 @@ def python_config_to_docker(
api_version=api_version,
build_tools_to_uninstall=build_tools_to_uninstall,
)
_validate_local_dependency_files(config_path, config)
if pip_installer == "auto":
if _image_supports_uv(base_image):
pip_installer = "uv"
@@ -1563,18 +1490,7 @@ def node_config_to_docker(
) -> tuple[str, dict[str, str]]:
# Calculate paths for monorepo support
install_root = (
pathlib.Path(build_context).resolve()
if build_context
else config_path.parent.resolve()
)
config_root = config_path.parent.resolve()
dependency_roots = (
(install_root, config_root) if install_root != config_root else (install_root,)
)
_validate_git_http_url_userinfo_files(
root / name
for root in dependency_roots
for name in ("package.json", "package-lock.json", "yarn.lock", "pnpm-lock.yaml")
pathlib.Path(build_context).resolve() if build_context else config_path.parent
)
install_cmd = install_command or _get_node_pm_install_cmd(install_root)
if build_context:
+13 -3
View File
@@ -12,6 +12,7 @@ from collections.abc import Callable, Mapping, Sequence
from contextlib import contextmanager
from dataclasses import asdict, dataclass, field
from datetime import datetime, timezone
from functools import partial
from typing import Protocol, TypeVar
import click
@@ -1917,7 +1918,8 @@ OPT_AGENT_ID = click.option(
help="Logical agent ID (requires agent mode enabled for the tenant).",
)
OPT_AGENT_ENVIRONMENT = click.option(
OPT_AGENT_ENVIRONMENT = partial(
click.option,
"--agent-environment",
"environment",
envvar="LANGSMITH_AGENT_ENVIRONMENT",
@@ -2025,7 +2027,9 @@ def _deploy_base_options(
OPT_HOST_API_KEY,
OPT_HOST_DEPLOYMENT_NAME,
OPT_AGENT_ID,
OPT_AGENT_ENVIRONMENT,
OPT_AGENT_ENVIRONMENT()
if include_docker_args
else OPT_AGENT_ENVIRONMENT(type=str),
click.option(
"--deployment-id",
help=(
@@ -2172,6 +2176,12 @@ def deploy(ctx: click.Context, **_: object):
# otherwise, we return None here and click will proceed to actually run the subcommand (list or delete)
if ctx.invoked_subcommand is not None:
return
environment_param = next(
param for param in _deploy_cmd.params if param.name == "environment"
)
ctx.params["environment"] = environment_param.type_cast_value(
ctx, ctx.params["environment"]
)
if (
ctx.params.get("agent_id") is not None
or ctx.params.get("environment") is not None
@@ -2371,7 +2381,7 @@ def _deploy_cmd(
@OPT_HOST_API_KEY
@OPT_HOST_URL
@OPT_AGENT_ID
@OPT_AGENT_ENVIRONMENT
@OPT_AGENT_ENVIRONMENT()
@click.option(
"--name-contains",
default="",
+1 -5
View File
@@ -650,8 +650,7 @@ class Config(TypedDict, total=False):
pip_config_file: str | None
"""Optional. Path to a pip config file (e.g., "/etc/pip.conf" or "pip.ini") for controlling
package installation (custom indices, timeouts, etc.). The file is copied into the
generated image, so it must not contain credentials or other secrets.
package installation (custom indices, credentials, etc.).
Only relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.
"""
@@ -690,9 +689,6 @@ class Config(TypedDict, total=False):
- "." or "./src" if you have a local Python package
- str (aka "anthropic") for a PyPI package
- "git+https://github.com/org/repo.git@main" for a Git-based package
Git HTTP URLs must not contain userinfo such as a username or token. For private
dependencies, provide short-lived credentials through the build environment's
secret-backed Git credential helper.
Defaults to an empty list, meaning no additional packages installed beyond your base environment.
This field is not supported when `source.kind` is `uv`.
-10
View File
@@ -880,7 +880,6 @@ def python_config_to_docker_uv_lock(
_get_node_pm_install_cmd,
_get_pip_cleanup_lines,
_image_supports_uv,
_validate_git_http_url_userinfo_files,
docker_tag,
)
@@ -891,20 +890,11 @@ def python_config_to_docker_uv_lock(
)
config_root = config_path.parent.resolve()
source_root = config["source"].get("root", ".")
project_root = (config_root / source_root).resolve()
_validate_git_http_url_userinfo_files(
[project_root / "pyproject.toml", project_root / "uv.lock"]
)
install_cmd = "uv pip install --system"
_, global_reqs_pip_install, pip_config_file_str = _build_python_install_commands(
config, install_cmd
)
plan = _plan_uv_lock_workspace(config_path, config)
_validate_git_http_url_userinfo_files(
package.pyproject_path for package in plan.install_order
)
_update_uv_lock_graph_paths(config_path, config, plan)
for section, key in [
+2 -2
View File
@@ -28,7 +28,7 @@
"type": "null"
}
],
"description": "Optional. Path to a pip config file (e.g., \"/etc/pip.conf\" or \"pip.ini\") for controlling\npackage installation (custom indices, timeouts, etc.). The file is copied into the\ngenerated image, so it must not contain credentials or other secrets.\n\nOnly relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.\n"
"description": "Optional. Path to a pip config file (e.g., \"/etc/pip.conf\" or \"pip.ini\") for controlling\npackage installation (custom indices, credentials, etc.).\n\nOnly relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.\n"
},
"_INTERNAL_docker_tag": {
"anyOf": [
@@ -270,7 +270,7 @@
"type": "null"
}
],
"description": "Optional. Path to a pip config file (e.g., \"/etc/pip.conf\" or \"pip.ini\") for controlling\npackage installation (custom indices, timeouts, etc.). The file is copied into the\ngenerated image, so it must not contain credentials or other secrets.\n\nOnly relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.\n"
"description": "Optional. Path to a pip config file (e.g., \"/etc/pip.conf\" or \"pip.ini\") for controlling\npackage installation (custom indices, credentials, etc.).\n\nOnly relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.\n"
},
"_INTERNAL_docker_tag": {
"anyOf": [
+2 -2
View File
@@ -28,7 +28,7 @@
"type": "null"
}
],
"description": "Optional. Path to a pip config file (e.g., \"/etc/pip.conf\" or \"pip.ini\") for controlling\npackage installation (custom indices, timeouts, etc.). The file is copied into the\ngenerated image, so it must not contain credentials or other secrets.\n\nOnly relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.\n"
"description": "Optional. Path to a pip config file (e.g., \"/etc/pip.conf\" or \"pip.ini\") for controlling\npackage installation (custom indices, credentials, etc.).\n\nOnly relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.\n"
},
"_INTERNAL_docker_tag": {
"anyOf": [
@@ -270,7 +270,7 @@
"type": "null"
}
],
"description": "Optional. Path to a pip config file (e.g., \"/etc/pip.conf\" or \"pip.ini\") for controlling\npackage installation (custom indices, timeouts, etc.). The file is copied into the\ngenerated image, so it must not contain credentials or other secrets.\n\nOnly relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.\n"
"description": "Optional. Path to a pip config file (e.g., \"/etc/pip.conf\" or \"pip.ini\") for controlling\npackage installation (custom indices, credentials, etc.).\n\nOnly relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.\n"
},
"_INTERNAL_docker_tag": {
"anyOf": [
-237
View File
@@ -255,243 +255,6 @@ def test_validate_config():
)
@pytest.mark.parametrize(
"dependency",
[
"git+https://user:secret-token@github.com/org/private.git@main",
"private-package @ git+http://token@github.com/org/private.git",
"git+HTTPS://user%40example.com:secret%2Ftoken@github.com/org/private.git",
"git+https://${GIT_TOKEN}@github.com/org/private.git",
],
)
def test_validate_config_rejects_git_http_url_userinfo(dependency: str):
with pytest.raises(click.UsageError) as exc_info:
validate_config(
{
"python_version": "3.11",
"dependencies": [dependency],
"graphs": {"agent": "./agent.py:graph"},
}
)
message = str(exc_info.value)
assert "must not contain credentials or other URL userinfo" in message
assert "secret-token" not in message
assert "secret%2Ftoken" not in message
def test_validate_config_file_reports_source_for_git_http_url_userinfo(
tmp_path: pathlib.Path,
):
config_path = tmp_path / "langgraph.json"
config_path.write_text(
json.dumps(
{
"python_version": "3.11",
"dependencies": ["git+https://secret-token@github.com/org/private.git"],
"graphs": {"agent": "./agent.py:graph"},
}
)
)
with pytest.raises(click.UsageError) as exc_info:
validate_config_file(config_path)
message = str(exc_info.value)
assert "secret-token" not in message
assert f"Found in: {config_path.resolve()}" in message
@pytest.mark.parametrize(
"manifest", ["package.json", "package-lock.json", "yarn.lock", "pnpm-lock.yaml"]
)
def test_config_to_docker_rejects_git_http_url_userinfo_in_node_files(
tmp_path: pathlib.Path, manifest: str
):
config_path = tmp_path / "langgraph.json"
config_path.write_text("{}\n")
(tmp_path / "agent.js").write_text("export const graph = {};\n")
(tmp_path / "package.json").write_text('{"name":"agent"}\n')
(tmp_path / manifest).write_text(
'"priv": "git+https://user:secret-token@github.com/org/private.git"\n'
)
config = validate_config(
{
"node_version": "20",
"graphs": {"agent": "./agent.js:graph"},
}
)
with pytest.raises(click.UsageError) as exc_info:
config_to_docker(
config_path,
config,
base_image="langchain/langgraphjs-api",
)
message = str(exc_info.value)
assert "must not contain credentials or other URL userinfo" in message
assert "secret-token" not in message
assert f"Found in: {(tmp_path / manifest).resolve()}" in message
def test_config_to_docker_allows_node_git_urls_without_http_userinfo(
tmp_path: pathlib.Path,
):
config_path = tmp_path / "langgraph.json"
config_path.write_text("{}\n")
(tmp_path / "agent.js").write_text("export const graph = {};\n")
(tmp_path / "package.json").write_text(
'{"dependencies":{"public":"git+https://github.com/org/public.git"}}\n'
)
config = validate_config(
{
"node_version": "20",
"graphs": {"agent": "./agent.js:graph"},
}
)
docker, _ = config_to_docker(
config_path,
config,
base_image="langchain/langgraphjs-api",
)
assert f"ADD . /deps/{tmp_path.name}" in docker
def test_config_to_docker_rejects_git_http_url_userinfo_in_node_workspace(
tmp_path: pathlib.Path,
):
config_root = tmp_path / "apps" / "agent"
config_root.mkdir(parents=True)
config_path = config_root / "langgraph.json"
config_path.write_text("{}\n")
(config_root / "agent.js").write_text("export const graph = {};\n")
(config_root / "package.json").write_text(
'{"dependencies":{"priv":"git+https://secret-token@github.com/org/private.git"}}\n'
)
(tmp_path / "package.json").write_text('{"name":"workspace"}\n')
config = validate_config(
{
"node_version": "20",
"graphs": {"agent": "./agent.js:graph"},
}
)
with pytest.raises(click.UsageError) as exc_info:
config_to_docker(
config_path,
config,
base_image="langchain/langgraphjs-api",
build_context=str(tmp_path),
)
message = str(exc_info.value)
assert "secret-token" not in message
assert f"Found in: {(config_root / 'package.json').resolve()}" in message
@pytest.mark.parametrize(
"dependency",
[
"git+https://github.com/org/public.git@main",
"private-package @ git+https://github.com/org/private.git@main",
"git+ssh://git@github.com/org/private.git@main",
],
)
def test_validate_config_allows_git_urls_without_http_userinfo(dependency: str):
config = validate_config(
{
"python_version": "3.11",
"dependencies": [dependency],
"graphs": {"agent": "./agent.py:graph"},
}
)
assert config["dependencies"] == [dependency]
def test_config_to_docker_rejects_git_http_url_userinfo_in_requirements(
tmp_path: pathlib.Path,
):
config_path = tmp_path / "langgraph.json"
config_path.write_text("{}\n")
(tmp_path / "agent.py").write_text("graph = object()\n")
(tmp_path / "requirements.txt").write_text(
"private @ git+https://secret-token@github.com/org/private.git\n"
)
config = validate_config(
{
"python_version": "3.11",
"dependencies": ["."],
"graphs": {"agent": "./agent.py:graph"},
}
)
with pytest.raises(click.UsageError) as exc_info:
config_to_docker(
config_path,
config,
base_image="langchain/langgraph-api:0.2.47",
)
message = str(exc_info.value)
assert "must not contain credentials or other URL userinfo" in message
assert "secret-token" not in message
assert f"Found in: {(tmp_path / 'requirements.txt').resolve()}" in message
@pytest.mark.parametrize("manifest", ["pyproject.toml", "uv.lock"])
def test_config_to_docker_rejects_git_http_url_userinfo_in_uv_files(
tmp_path: pathlib.Path, manifest: str
):
config_path = tmp_path / "langgraph.json"
config_path.write_text("{}\n")
(tmp_path / "src").mkdir()
(tmp_path / "src" / "agent.py").write_text("graph = object()\n")
pyproject = textwrap.dedent(
"""
[project]
name = "agent"
version = "0.1.0"
dependencies = ["private"]
[tool.uv.sources]
private = { git = "https://github.com/org/private.git" }
"""
).strip()
uv_lock = "# uv lock file\n"
if manifest == "pyproject.toml":
pyproject = pyproject.replace(
"https://github.com", "https://secret-token@github.com"
)
else:
uv_lock += (
'source = { git = "https://secret-token@github.com/org/private.git" }\n'
)
(tmp_path / "pyproject.toml").write_text(pyproject + "\n")
(tmp_path / "uv.lock").write_text(uv_lock)
config = validate_config(
{
"python_version": "3.11",
"graphs": {"agent": "./src/agent.py:graph"},
"source": {"kind": "uv"},
}
)
with pytest.raises(click.UsageError) as exc_info:
config_to_docker(
config_path,
config,
base_image="langchain/langgraph-api:0.2.47",
)
message = str(exc_info.value)
assert "must not contain credentials or other URL userinfo" in message
assert "secret-token" not in message
def test_validate_config_image_distro():
"""Test validation of image_distro field."""
# Valid image_distro values should work
+4 -14
View File
@@ -1950,7 +1950,7 @@ class Pregel(
run_tasks: list[PregelTaskWrites] = []
run_task_ids: list[str] = []
for i, (as_node, values, provided_task_id) in enumerate(valid_updates):
for as_node, values, provided_task_id in valid_updates:
# create task to run all writers of the chosen node
writers = self.nodes[as_node].flat_writers
if not writers:
@@ -1964,7 +1964,7 @@ class Pregel(
task_id = provided_task_id or (
prepared_task_ids.popleft()
if prepared_task_ids
else _update_task_id(checkpoint["id"], i)
else str(uuid5(UUID(checkpoint["id"]), INTERRUPT))
)
run_tasks.append(task)
run_task_ids.append(task_id)
@@ -2410,7 +2410,7 @@ class Pregel(
run_tasks: list[PregelTaskWrites] = []
run_task_ids: list[str] = []
for i, (as_node, values, provided_task_id) in enumerate(valid_updates):
for as_node, values, provided_task_id in valid_updates:
# create task to run all writers of the chosen node
writers = self.nodes[as_node].flat_writers
if not writers:
@@ -2424,7 +2424,7 @@ class Pregel(
task_id = provided_task_id or (
prepared_task_ids.popleft()
if prepared_task_ids
else _update_task_id(checkpoint["id"], i)
else str(uuid5(UUID(checkpoint["id"]), INTERRUPT))
)
run_tasks.append(task)
run_task_ids.append(task_id)
@@ -4172,16 +4172,6 @@ class Pregel(
await self.cache.aclear(namespaces)
def _update_task_id(checkpoint_id: str, i: int) -> str:
"""Task id for the `i`th update of a superstep that has no task to reuse.
Savers keep one write per `(task_id, idx)`, so updates sharing an id lose
all but the first one's writes, which a `DeltaChannel` replays from. The
first update keeps the id a lone update has always had.
"""
return str(uuid5(UUID(checkpoint_id), INTERRUPT if i == 0 else f"{INTERRUPT}:{i}"))
def _trigger_to_nodes(nodes: dict[str, PregelNode]) -> Mapping[str, Sequence[str]]:
"""Index from a trigger to nodes that depend on it."""
trigger_to_nodes: defaultdict[str, list[str]] = defaultdict(list)
@@ -20,7 +20,6 @@ from typing import Annotated, Any
import pytest
from langchain_core.messages import HumanMessage
from langgraph.checkpoint.base import BaseCheckpointSaver
from langgraph.checkpoint.memory import InMemorySaver
from langgraph.checkpoint.serde.types import _DeltaSnapshot
from typing_extensions import TypedDict
@@ -28,17 +27,16 @@ from typing_extensions import TypedDict
from langgraph.channels.delta import DeltaChannel
from langgraph.graph import START, StateGraph
from langgraph.graph.message import _messages_delta_reducer
from langgraph.types import StateSnapshot, StateUpdate
from langgraph.types import StateUpdate
pytestmark = pytest.mark.anyio
def _build_graph(
checkpointer: BaseCheckpointSaver,
checkpointer: InMemorySaver,
*,
two_nodes: bool = False,
snapshot_frequency: int = 1000,
interrupt_before: list[str] | None = None,
) -> Any:
"""Compile a minimal DeltaChannel-backed `messages` graph.
@@ -65,7 +63,7 @@ def _build_graph(
builder.set_finish_point("assistant")
else:
builder.set_finish_point("model")
return builder.compile(checkpointer=checkpointer, interrupt_before=interrupt_before)
return builder.compile(checkpointer=checkpointer)
# ---------------------------------------------------------------------------
@@ -275,6 +273,10 @@ def test_bulk_update_state_multi_task_per_superstep_delta_channel() -> None:
that each call `put_writes`. Guards the regression where moving
`put_writes` outside the per-task loop would persist only the last
task's writes.
Explicit `task_id`s are required to disambiguate writes belonging to
different `StateUpdate`s targeting the same node — otherwise both share
the deterministic interrupt-derived id and collide in the saver.
"""
saver = InMemorySaver()
@@ -308,92 +310,6 @@ def test_bulk_update_state_multi_task_per_superstep_delta_channel() -> None:
assert sorted(ids) == ["m1", "m2"]
def _update(content: str, as_node: str) -> StateUpdate:
return StateUpdate(
values={"messages": [HumanMessage(content=content, id=content)]},
as_node=as_node,
)
def _contents(state: StateSnapshot) -> list[str]:
return [m.content for m in state.values["messages"]]
def test_bulk_update_state_keeps_every_update_without_task_ids(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
graph = _build_graph(sync_checkpointer, two_nodes=True)
config = {"configurable": {"thread_id": "bulk-no-task-ids"}}
graph.invoke({"messages": [HumanMessage(content="hi", id="hi")]}, config)
graph.bulk_update_state(
config,
[
[
_update("first", "model"),
_update("second", "model"),
_update("third", "assistant"),
]
],
)
contents = _contents(graph.get_state(config))
assert sorted(contents) == ["first", "hi", "second", "third"], (
f"every update's writes must persist; got {contents}"
)
async def test_abulk_update_state_keeps_every_update_without_task_ids(
async_checkpointer: BaseCheckpointSaver,
) -> None:
graph = _build_graph(async_checkpointer, two_nodes=True)
config = {"configurable": {"thread_id": "bulk-no-task-ids"}}
await graph.ainvoke({"messages": [HumanMessage(content="hi", id="hi")]}, config)
await graph.abulk_update_state(
config,
[
[
_update("first", "model"),
_update("second", "model"),
_update("third", "assistant"),
]
],
)
contents = _contents(await graph.aget_state(config))
assert sorted(contents) == ["first", "hi", "second", "third"], (
f"every update's writes must persist; got {contents}"
)
def test_bulk_update_state_keeps_every_update_next_to_a_pending_task(
sync_checkpointer: BaseCheckpointSaver,
) -> None:
graph = _build_graph(
sync_checkpointer, two_nodes=True, interrupt_before=["assistant"]
)
config = {"configurable": {"thread_id": "bulk-pending-task"}}
graph.invoke({"messages": [HumanMessage(content="hi", id="hi")]}, config)
assert graph.get_state(config).next == ("assistant",)
graph.bulk_update_state(
config,
[
[
_update("first", "assistant"),
_update("second", "model"),
_update("third", "model"),
]
],
)
contents = _contents(graph.get_state(config))
assert sorted(contents) == ["first", "hi", "second", "third"], (
f"every update's writes must persist; got {contents}"
)
# ---------------------------------------------------------------------------
# Public-API observation of fresh-thread checkpoint shape
# ---------------------------------------------------------------------------