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16
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| Author | SHA1 | Date | |
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8da59aba37 | ||
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44805588b6 | ||
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68f8893847 | ||
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4cf12f9500 | ||
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a8ab1b1638 | ||
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c78270c40f | ||
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9dc68d6986 | ||
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d6c29f8157 | ||
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4b3839af0f | ||
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569f2d2d14 | ||
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0d32281d5d | ||
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69f2d3a430 | ||
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95b41d058f | ||
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e49c093f48 | ||
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9032a3f90a | ||
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1a989f22bb |
@@ -63,6 +63,9 @@ The suite tests **base** capabilities (required) and **extended** capabilities (
|
||||
| `delete_for_runs` | no | `adelete_for_runs` |
|
||||
| `copy_thread` | no | `acopy_thread` |
|
||||
| `prune` | no | `aprune` |
|
||||
| `delta_channel_history` | no | `aget_delta_channel_history` |
|
||||
| `delta_channel_keepset` | no | `aget_delta_channel_keepset` |
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||||
| `delta_channel_reconstruction` | no | `aput` |
|
||||
|
||||
Extended capabilities are detected by checking whether the method is overridden from `BaseCheckpointSaver`. If not overridden, those tests are skipped.
|
||||
|
||||
|
||||
@@ -23,6 +23,9 @@ class Capability(str, Enum):
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DELETE_FOR_RUNS = "delete_for_runs"
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||||
COPY_THREAD = "copy_thread"
|
||||
PRUNE = "prune"
|
||||
DELTA_CHANNEL_HISTORY = "delta_channel_history"
|
||||
DELTA_CHANNEL_KEEPSET = "delta_channel_keepset"
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DELTA_CHANNEL_RECONSTRUCTION = "delta_channel_reconstruction"
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||||
|
||||
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||||
# Capabilities that every checkpointer must support.
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||||
@@ -42,6 +45,9 @@ EXTENDED_CAPABILITIES = frozenset(
|
||||
Capability.DELETE_FOR_RUNS,
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||||
Capability.COPY_THREAD,
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||||
Capability.PRUNE,
|
||||
Capability.DELTA_CHANNEL_HISTORY,
|
||||
Capability.DELTA_CHANNEL_KEEPSET,
|
||||
Capability.DELTA_CHANNEL_RECONSTRUCTION,
|
||||
}
|
||||
)
|
||||
|
||||
@@ -57,6 +63,9 @@ _CAPABILITY_METHOD_MAP: dict[Capability, str] = {
|
||||
Capability.DELETE_FOR_RUNS: "adelete_for_runs",
|
||||
Capability.COPY_THREAD: "acopy_thread",
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||||
Capability.PRUNE: "aprune",
|
||||
Capability.DELTA_CHANNEL_HISTORY: "aget_delta_channel_history",
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Capability.DELTA_CHANNEL_KEEPSET: "aget_tuple",
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Capability.DELTA_CHANNEL_RECONSTRUCTION: "aput",
|
||||
}
|
||||
|
||||
|
||||
|
||||
@@ -9,6 +9,15 @@ from langgraph.checkpoint.conformance.spec.test_delete_for_runs import (
|
||||
from langgraph.checkpoint.conformance.spec.test_delete_thread import (
|
||||
run_delete_thread_tests,
|
||||
)
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||||
from langgraph.checkpoint.conformance.spec.test_delta_channel_history import (
|
||||
run_delta_channel_history_tests,
|
||||
)
|
||||
from langgraph.checkpoint.conformance.spec.test_delta_channel_keepset import (
|
||||
run_delta_channel_keepset_tests,
|
||||
)
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||||
from langgraph.checkpoint.conformance.spec.test_delta_channel_reconstruction import (
|
||||
run_delta_channel_reconstruction_tests,
|
||||
)
|
||||
from langgraph.checkpoint.conformance.spec.test_get_tuple import run_get_tuple_tests
|
||||
from langgraph.checkpoint.conformance.spec.test_list import run_list_tests
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||||
from langgraph.checkpoint.conformance.spec.test_prune import run_prune_tests
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||||
@@ -24,4 +33,7 @@ __all__ = [
|
||||
"run_delete_for_runs_tests",
|
||||
"run_copy_thread_tests",
|
||||
"run_prune_tests",
|
||||
"run_delta_channel_history_tests",
|
||||
"run_delta_channel_keepset_tests",
|
||||
"run_delta_channel_reconstruction_tests",
|
||||
]
|
||||
|
||||
@@ -0,0 +1,99 @@
|
||||
"""Shared fixtures for delta-channel conformance tests.
|
||||
|
||||
Builds a parent chain with `_DeltaSnapshot` blobs at known positions via
|
||||
direct `aput` / `aput_writes` calls. No langgraph or Pregel dependency.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
from collections.abc import Sequence
|
||||
from typing import Any
|
||||
from uuid import uuid4
|
||||
|
||||
from langchain_core.runnables import RunnableConfig
|
||||
from langgraph.checkpoint.base import BaseCheckpointSaver, Checkpoint
|
||||
from langgraph.checkpoint.base.id import uuid6
|
||||
|
||||
from langgraph.checkpoint.conformance.test_utils import generate_metadata
|
||||
|
||||
|
||||
async def build_delta_chain(
|
||||
saver: BaseCheckpointSaver,
|
||||
*,
|
||||
thread_id: str | None = None,
|
||||
checkpoint_ns: str = "",
|
||||
channel: str = "messages",
|
||||
snapshots_at_steps: Sequence[int] = (0,),
|
||||
total_steps: int = 6,
|
||||
write_value_fn: Any | None = None,
|
||||
) -> list[RunnableConfig]:
|
||||
"""Build a parent chain with `_DeltaSnapshot` at known positions.
|
||||
|
||||
Args:
|
||||
saver: Checkpointer instance.
|
||||
thread_id: Defaults to a random UUID.
|
||||
checkpoint_ns: Namespace (default root).
|
||||
channel: Channel name used for snapshots and writes.
|
||||
snapshots_at_steps: Steps at which a `_DeltaSnapshot` blob is stored
|
||||
in `channel_values[channel]`. Step 0 is the oldest checkpoint.
|
||||
total_steps: Number of checkpoints in the chain.
|
||||
write_value_fn: Callable(step) -> write value. Defaults to step index.
|
||||
|
||||
Returns:
|
||||
List of stored configs (oldest first), one per step.
|
||||
"""
|
||||
if write_value_fn is None:
|
||||
|
||||
def write_value_fn(step: int) -> Any:
|
||||
return step
|
||||
|
||||
from langgraph.checkpoint.serde.types import _DeltaSnapshot
|
||||
|
||||
thread_id = thread_id or str(uuid4())
|
||||
snapshot_set = set(snapshots_at_steps)
|
||||
stored: list[RunnableConfig] = []
|
||||
parent_cfg: RunnableConfig | None = None
|
||||
|
||||
for step in range(total_steps):
|
||||
config: RunnableConfig = {
|
||||
"configurable": {
|
||||
"thread_id": thread_id,
|
||||
"checkpoint_ns": checkpoint_ns,
|
||||
}
|
||||
}
|
||||
if parent_cfg:
|
||||
config["configurable"]["checkpoint_id"] = parent_cfg["configurable"][
|
||||
"checkpoint_id"
|
||||
]
|
||||
|
||||
channel_values: dict[str, Any] = {}
|
||||
channel_versions: dict[str, int] = {}
|
||||
if step in snapshot_set:
|
||||
channel_values[channel] = _DeltaSnapshot(
|
||||
write_value_fn(step),
|
||||
)
|
||||
channel_versions[channel] = step + 1
|
||||
|
||||
cp = Checkpoint(
|
||||
v=1,
|
||||
id=str(uuid6(clock_seq=-1)),
|
||||
ts="",
|
||||
channel_values=channel_values,
|
||||
channel_versions=channel_versions,
|
||||
versions_seen={},
|
||||
updated_channels=None,
|
||||
)
|
||||
new_versions = dict(channel_versions)
|
||||
parent_cfg = await saver.aput(
|
||||
config, cp, generate_metadata(step=step), new_versions
|
||||
)
|
||||
stored.append(parent_cfg)
|
||||
|
||||
# Write a pending write for non-snapshot steps so the walk has
|
||||
# something to collect.
|
||||
if step not in snapshot_set:
|
||||
await saver.aput_writes(
|
||||
parent_cfg, [(channel, write_value_fn(step))], str(uuid4())
|
||||
)
|
||||
|
||||
return stored
|
||||
+247
@@ -0,0 +1,247 @@
|
||||
"""DELTA_CHANNEL_HISTORY capability tests — aget_delta_channel_history contract."""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import traceback
|
||||
from collections.abc import Callable
|
||||
from uuid import uuid4
|
||||
|
||||
from langgraph.checkpoint.base import BaseCheckpointSaver
|
||||
|
||||
from langgraph.checkpoint.conformance.spec._delta_fixtures import build_delta_chain
|
||||
|
||||
|
||||
async def test_history_returns_writes_oldest_first(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Writes are returned oldest-to-newest."""
|
||||
tid = str(uuid4())
|
||||
# 5 steps: snapshot at 0, writes at 1,2,3,4.
|
||||
# Head is step 4. Walk starts at step 3 (parent of head).
|
||||
# Collects writes from steps 1,2,3 (between snapshot at 0 and head's parent).
|
||||
configs = await build_delta_chain(
|
||||
saver, thread_id=tid, channel="ch", snapshots_at_steps=[0], total_steps=5
|
||||
)
|
||||
head = configs[-1]
|
||||
result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
|
||||
writes = result["ch"]["writes"]
|
||||
values = [w[2] for w in writes]
|
||||
assert values == [1, 2, 3], f"Expected [1,2,3], got {values}"
|
||||
|
||||
|
||||
async def test_history_seed_is_nearest_snapshot(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Seed is the value from the nearest ancestor with channel_values populated."""
|
||||
tid = str(uuid4())
|
||||
# 6 steps: snapshots at 0 and 3, writes at 1,2,4,5.
|
||||
# Head is step 5. Walk from step 4 backward stops at step 3 (snapshot).
|
||||
# Collects writes from step 4 only (between step 3 and head's parent step 4).
|
||||
configs = await build_delta_chain(
|
||||
saver,
|
||||
thread_id=tid,
|
||||
channel="ch",
|
||||
snapshots_at_steps=[0, 3],
|
||||
total_steps=6,
|
||||
)
|
||||
head = configs[-1]
|
||||
result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
|
||||
assert "seed" in result["ch"], "Expected seed from snapshot at step 3"
|
||||
seed = result["ch"]["seed"]
|
||||
from langgraph.checkpoint.serde.types import _DeltaSnapshot
|
||||
|
||||
actual_value = seed.value if isinstance(seed, _DeltaSnapshot) else seed
|
||||
assert actual_value == 3, f"Expected seed value 3 (step 3), got {actual_value}"
|
||||
writes = result["ch"]["writes"]
|
||||
values = [w[2] for w in writes]
|
||||
assert values == [4], f"Expected [4], got {values}"
|
||||
|
||||
|
||||
async def test_history_excludes_target_pending_writes(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Target's own pending_writes are NOT included in the history."""
|
||||
tid = str(uuid4())
|
||||
configs = await build_delta_chain(
|
||||
saver, thread_id=tid, channel="ch", snapshots_at_steps=[0], total_steps=3
|
||||
)
|
||||
head = configs[-1]
|
||||
# Add writes directly to the head checkpoint
|
||||
await saver.aput_writes(head, [("ch", "extra")], str(uuid4()))
|
||||
result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
|
||||
writes = result["ch"]["writes"]
|
||||
values = [w[2] for w in writes]
|
||||
assert "extra" not in values, f"Target's writes should be excluded, got {values}"
|
||||
|
||||
|
||||
async def test_history_multi_channel(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Multiple channels have independent walk termination."""
|
||||
tid = str(uuid4())
|
||||
configs: list = []
|
||||
parent_cfg = None
|
||||
from langgraph.checkpoint.base import Checkpoint
|
||||
from langgraph.checkpoint.base.id import uuid6
|
||||
from langgraph.checkpoint.serde.types import _DeltaSnapshot
|
||||
|
||||
from langgraph.checkpoint.conformance.test_utils import generate_metadata
|
||||
|
||||
for step in range(5):
|
||||
config = {"configurable": {"thread_id": tid, "checkpoint_ns": ""}}
|
||||
if parent_cfg:
|
||||
config["configurable"]["checkpoint_id"] = parent_cfg["configurable"][
|
||||
"checkpoint_id"
|
||||
]
|
||||
cv: dict = {}
|
||||
cvs: dict = {}
|
||||
if step == 1:
|
||||
cv["a"] = _DeltaSnapshot("snap_a")
|
||||
cvs["a"] = step + 1
|
||||
if step == 3:
|
||||
cv["b"] = _DeltaSnapshot("snap_b")
|
||||
cvs["b"] = step + 1
|
||||
cp = Checkpoint(
|
||||
v=1,
|
||||
id=str(uuid6(clock_seq=-1)),
|
||||
ts="",
|
||||
channel_values=cv,
|
||||
channel_versions=cvs,
|
||||
versions_seen={},
|
||||
updated_channels=None,
|
||||
)
|
||||
parent_cfg = await saver.aput(config, cp, generate_metadata(step=step), cvs)
|
||||
configs.append(parent_cfg)
|
||||
await saver.aput_writes(parent_cfg, [("a", step), ("b", step)], str(uuid4()))
|
||||
|
||||
head = configs[-1]
|
||||
result = await saver.aget_delta_channel_history(config=head, channels=["a", "b"])
|
||||
a_writes = [w[2] for w in result["a"]["writes"]]
|
||||
b_writes = [w[2] for w in result["b"]["writes"]]
|
||||
assert a_writes == [1, 2, 3], f"Expected a writes [1,2,3], got {a_writes}"
|
||||
assert b_writes == [3], f"Expected b writes [3], got {b_writes}"
|
||||
|
||||
|
||||
async def test_history_empty_channels_returns_empty(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Empty channels list returns empty mapping."""
|
||||
tid = str(uuid4())
|
||||
configs = await build_delta_chain(
|
||||
saver, thread_id=tid, channel="ch", snapshots_at_steps=[0], total_steps=3
|
||||
)
|
||||
result = await saver.aget_delta_channel_history(config=configs[-1], channels=[])
|
||||
assert result == {}
|
||||
|
||||
|
||||
async def test_history_walk_to_root_no_seed(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Walk reaches root without finding seed — no 'seed' key in result."""
|
||||
tid = str(uuid4())
|
||||
configs = await build_delta_chain(
|
||||
saver,
|
||||
thread_id=tid,
|
||||
channel="ch",
|
||||
snapshots_at_steps=[],
|
||||
total_steps=4,
|
||||
)
|
||||
head = configs[-1]
|
||||
result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
|
||||
assert "seed" not in result["ch"], f"Expected no seed, got {result['ch']}"
|
||||
|
||||
|
||||
async def test_history_migration_plain_value_as_seed(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Pre-delta plain value in channel_values acts as seed (migration case).
|
||||
|
||||
When a thread was originally using a regular channel (BinaryOperatorAggregate)
|
||||
and later switches to DeltaChannel, the old checkpoint has a plain value in
|
||||
channel_values[ch] (not a _DeltaSnapshot). The walk should treat it as the
|
||||
seed and terminate there.
|
||||
"""
|
||||
from langgraph.checkpoint.base import Checkpoint
|
||||
from langgraph.checkpoint.base.id import uuid6
|
||||
|
||||
from langgraph.checkpoint.conformance.test_utils import generate_metadata
|
||||
|
||||
tid = str(uuid4())
|
||||
configs: list = []
|
||||
parent_cfg = None
|
||||
|
||||
for step in range(4):
|
||||
config = {"configurable": {"thread_id": tid, "checkpoint_ns": ""}}
|
||||
if parent_cfg:
|
||||
config["configurable"]["checkpoint_id"] = parent_cfg["configurable"][
|
||||
"checkpoint_id"
|
||||
]
|
||||
cv: dict = {}
|
||||
cvs: dict = {}
|
||||
# Step 1: plain value (migration case — old checkpoint before delta)
|
||||
if step == 1:
|
||||
cv["ch"] = [10, 20, 30]
|
||||
cvs["ch"] = step + 1
|
||||
cp = Checkpoint(
|
||||
v=1,
|
||||
id=str(uuid6(clock_seq=-1)),
|
||||
ts="",
|
||||
channel_values=cv,
|
||||
channel_versions=cvs,
|
||||
versions_seen={},
|
||||
updated_channels=None,
|
||||
)
|
||||
parent_cfg = await saver.aput(config, cp, generate_metadata(step=step), cvs)
|
||||
configs.append(parent_cfg)
|
||||
if step != 1:
|
||||
await saver.aput_writes(parent_cfg, [("ch", step)], str(uuid4()))
|
||||
|
||||
head = configs[-1]
|
||||
result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
|
||||
# Seed should be the plain value from step 1
|
||||
assert "seed" in result["ch"], "Expected seed from migration plain value at step 1"
|
||||
seed = result["ch"]["seed"]
|
||||
assert seed == [10, 20, 30], f"Expected plain value [10,20,30], got {seed}"
|
||||
# Writes should be from step 2 only (between seed at step 1 and head's parent step 2)
|
||||
writes = result["ch"]["writes"]
|
||||
values = [w[2] for w in writes]
|
||||
assert values == [2], f"Expected [2], got {values}"
|
||||
|
||||
|
||||
ALL_DELTA_CHANNEL_HISTORY_TESTS = [
|
||||
test_history_returns_writes_oldest_first,
|
||||
test_history_seed_is_nearest_snapshot,
|
||||
test_history_excludes_target_pending_writes,
|
||||
test_history_multi_channel,
|
||||
test_history_empty_channels_returns_empty,
|
||||
test_history_walk_to_root_no_seed,
|
||||
test_history_migration_plain_value_as_seed,
|
||||
]
|
||||
|
||||
|
||||
async def run_delta_channel_history_tests(
|
||||
saver: BaseCheckpointSaver,
|
||||
on_test_result: Callable[[str, str, bool, str | None], None] | None = None,
|
||||
) -> tuple[int, int, list[str]]:
|
||||
"""Run all delta_channel_history tests. Returns (passed, failed, failure_names)."""
|
||||
passed = 0
|
||||
failed = 0
|
||||
failures: list[str] = []
|
||||
for test_fn in ALL_DELTA_CHANNEL_HISTORY_TESTS:
|
||||
try:
|
||||
await test_fn(saver)
|
||||
passed += 1
|
||||
if on_test_result:
|
||||
on_test_result("delta_channel_history", test_fn.__name__, True, None)
|
||||
except Exception:
|
||||
failed += 1
|
||||
msg = f"{test_fn.__name__}: {traceback.format_exc()}"
|
||||
failures.append(msg)
|
||||
if on_test_result:
|
||||
on_test_result(
|
||||
"delta_channel_history",
|
||||
test_fn.__name__,
|
||||
False,
|
||||
traceback.format_exc(),
|
||||
)
|
||||
return passed, failed, failures
|
||||
+172
@@ -0,0 +1,172 @@
|
||||
"""DELTA_CHANNEL_KEEPSET capability tests — aget_delta_channel_keepset contract."""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import traceback
|
||||
from collections.abc import Callable
|
||||
from uuid import uuid4
|
||||
|
||||
from langgraph.checkpoint.base import BaseCheckpointSaver
|
||||
|
||||
from langgraph.checkpoint.conformance.spec._delta_fixtures import build_delta_chain
|
||||
|
||||
|
||||
async def test_keepset_empty_channels_returns_target_only(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Empty channels → keep-set is just {target_id}."""
|
||||
tid = str(uuid4())
|
||||
configs = await build_delta_chain(
|
||||
saver, thread_id=tid, channel="ch", snapshots_at_steps=[0], total_steps=4
|
||||
)
|
||||
head = configs[-1]
|
||||
keep = await saver.aget_delta_channel_keepset(config=head, channels=[])
|
||||
head_id = head["configurable"]["checkpoint_id"]
|
||||
assert keep == {head_id}, f"Expected only target, got {keep}"
|
||||
|
||||
|
||||
async def test_keepset_snapshot_at_target(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""When target itself has a snapshot, keep-set is just {target_id}."""
|
||||
tid = str(uuid4())
|
||||
configs = await build_delta_chain(
|
||||
saver,
|
||||
thread_id=tid,
|
||||
channel="ch",
|
||||
snapshots_at_steps=[0, 3],
|
||||
total_steps=4,
|
||||
)
|
||||
head = configs[3]
|
||||
keep = await saver.aget_delta_channel_keepset(config=head, channels=["ch"])
|
||||
head_id = head["configurable"]["checkpoint_id"]
|
||||
assert keep == {head_id}, f"Snapshot at target should yield only target, got {keep}"
|
||||
|
||||
|
||||
async def test_keepset_snapshot_n_back(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Snapshot N steps back → target + intermediates + snapshot ancestor."""
|
||||
tid = str(uuid4())
|
||||
configs = await build_delta_chain(
|
||||
saver, thread_id=tid, channel="ch", snapshots_at_steps=[0], total_steps=5
|
||||
)
|
||||
head = configs[-1]
|
||||
keep = await saver.aget_delta_channel_keepset(config=head, channels=["ch"])
|
||||
expected_ids = {c["configurable"]["checkpoint_id"] for c in configs}
|
||||
assert keep == expected_ids, f"Expected all ancestors, got {keep}"
|
||||
|
||||
|
||||
async def test_keepset_multi_channel_union(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Multi-channel keep-set is the union (max chain per channel)."""
|
||||
tid = str(uuid4())
|
||||
from langgraph.checkpoint.base import Checkpoint
|
||||
from langgraph.checkpoint.base.id import uuid6
|
||||
from langgraph.checkpoint.serde.types import _DeltaSnapshot
|
||||
|
||||
from langgraph.checkpoint.conformance.test_utils import generate_metadata
|
||||
|
||||
configs: list = []
|
||||
parent_cfg = None
|
||||
for step in range(6):
|
||||
config = {"configurable": {"thread_id": tid, "checkpoint_ns": ""}}
|
||||
if parent_cfg:
|
||||
config["configurable"]["checkpoint_id"] = parent_cfg["configurable"][
|
||||
"checkpoint_id"
|
||||
]
|
||||
cv: dict = {}
|
||||
cvs: dict = {}
|
||||
# Channel "a" has snapshot at step 3 (recent)
|
||||
if step == 3:
|
||||
cv["a"] = _DeltaSnapshot("snap_a")
|
||||
cvs["a"] = step + 1
|
||||
# Channel "b" has snapshot at step 1 (further back)
|
||||
if step == 1:
|
||||
cv["b"] = _DeltaSnapshot("snap_b")
|
||||
cvs["b"] = step + 1
|
||||
cp = Checkpoint(
|
||||
v=1,
|
||||
id=str(uuid6(clock_seq=-1)),
|
||||
ts="",
|
||||
channel_values=cv,
|
||||
channel_versions=cvs,
|
||||
versions_seen={},
|
||||
updated_channels=None,
|
||||
)
|
||||
parent_cfg = await saver.aput(config, cp, generate_metadata(step=step), cvs)
|
||||
configs.append(parent_cfg)
|
||||
|
||||
head = configs[-1]
|
||||
keep = await saver.aget_delta_channel_keepset(config=head, channels=["a", "b"])
|
||||
# Union: b needs back to step 1, so steps 1..5 (all except step 0) plus head
|
||||
expected_ids = {c["configurable"]["checkpoint_id"] for c in configs[1:]}
|
||||
expected_ids.add(head["configurable"]["checkpoint_id"])
|
||||
assert keep == expected_ids, f"Expected union, got {keep} vs {expected_ids}"
|
||||
|
||||
|
||||
async def test_keepset_walk_to_root(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""No snapshot anywhere → entire chain to root is in keep-set."""
|
||||
tid = str(uuid4())
|
||||
configs = await build_delta_chain(
|
||||
saver, thread_id=tid, channel="ch", snapshots_at_steps=[], total_steps=4
|
||||
)
|
||||
head = configs[-1]
|
||||
keep = await saver.aget_delta_channel_keepset(config=head, channels=["ch"])
|
||||
all_ids = {c["configurable"]["checkpoint_id"] for c in configs}
|
||||
assert keep == all_ids, f"Expected full chain, got {keep}"
|
||||
|
||||
|
||||
async def test_keepset_deterministic(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Same inputs return identical sets."""
|
||||
tid = str(uuid4())
|
||||
configs = await build_delta_chain(
|
||||
saver, thread_id=tid, channel="ch", snapshots_at_steps=[0], total_steps=5
|
||||
)
|
||||
head = configs[-1]
|
||||
keep1 = await saver.aget_delta_channel_keepset(config=head, channels=["ch"])
|
||||
keep2 = await saver.aget_delta_channel_keepset(config=head, channels=["ch"])
|
||||
assert keep1 == keep2
|
||||
|
||||
|
||||
ALL_DELTA_CHANNEL_KEEPSET_TESTS = [
|
||||
test_keepset_empty_channels_returns_target_only,
|
||||
test_keepset_snapshot_at_target,
|
||||
test_keepset_snapshot_n_back,
|
||||
test_keepset_multi_channel_union,
|
||||
test_keepset_walk_to_root,
|
||||
test_keepset_deterministic,
|
||||
]
|
||||
|
||||
|
||||
async def run_delta_channel_keepset_tests(
|
||||
saver: BaseCheckpointSaver,
|
||||
on_test_result: Callable[[str, str, bool, str | None], None] | None = None,
|
||||
) -> tuple[int, int, list[str]]:
|
||||
"""Run all delta_channel_keepset tests. Returns (passed, failed, failure_names)."""
|
||||
passed = 0
|
||||
failed = 0
|
||||
failures: list[str] = []
|
||||
for test_fn in ALL_DELTA_CHANNEL_KEEPSET_TESTS:
|
||||
try:
|
||||
await test_fn(saver)
|
||||
passed += 1
|
||||
if on_test_result:
|
||||
on_test_result("delta_channel_keepset", test_fn.__name__, True, None)
|
||||
except Exception:
|
||||
failed += 1
|
||||
msg = f"{test_fn.__name__}: {traceback.format_exc()}"
|
||||
failures.append(msg)
|
||||
if on_test_result:
|
||||
on_test_result(
|
||||
"delta_channel_keepset",
|
||||
test_fn.__name__,
|
||||
False,
|
||||
traceback.format_exc(),
|
||||
)
|
||||
return passed, failed, failures
|
||||
+164
@@ -0,0 +1,164 @@
|
||||
"""DELTA_CHANNEL_RECONSTRUCTION capability tests — end-to-end round-trip.
|
||||
|
||||
Exercises: aput + aput_writes + aget_delta_channel_history + reconstruction.
|
||||
This catches the most common silent-corruption mode: failing to round-trip
|
||||
`_DeltaSnapshot` blobs through serialization.
|
||||
|
||||
NOTE: This test does NOT import from `langgraph` (which is not a dependency
|
||||
of checkpoint-conformance). Instead it inlines a minimal reconstruction
|
||||
equivalent: seed + fold writes through a simple list-append reducer.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import traceback
|
||||
from collections.abc import Callable
|
||||
from typing import Any
|
||||
from uuid import uuid4
|
||||
|
||||
from langgraph.checkpoint.base import BaseCheckpointSaver
|
||||
|
||||
from langgraph.checkpoint.conformance.spec._delta_fixtures import build_delta_chain
|
||||
|
||||
|
||||
def _reconstruct(seed: Any, writes: list) -> list:
|
||||
"""Minimal DeltaChannel reconstruction: list-append reducer.
|
||||
|
||||
Mirrors DeltaChannel.from_checkpoint(seed) + replay_writes(writes).
|
||||
"""
|
||||
from langgraph.checkpoint.serde.types import _DeltaSnapshot
|
||||
|
||||
if seed is None:
|
||||
base: list = []
|
||||
elif isinstance(seed, _DeltaSnapshot):
|
||||
base = list(seed.value)
|
||||
else:
|
||||
base = list(seed)
|
||||
for _task_id, _ch, value in writes:
|
||||
base = base + value
|
||||
return base
|
||||
|
||||
|
||||
async def test_reconstruction_basic(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Reconstruct delta channel value from history matches expected."""
|
||||
tid = str(uuid4())
|
||||
# 5 steps: snapshot at 0 (value=[0]), writes at 1,2,3,4.
|
||||
# Head = step 4. Walk from parent (step 3) collects writes 1,2,3.
|
||||
configs = await build_delta_chain(
|
||||
saver,
|
||||
thread_id=tid,
|
||||
channel="msgs",
|
||||
snapshots_at_steps=[0],
|
||||
total_steps=5,
|
||||
write_value_fn=lambda step: [step],
|
||||
)
|
||||
head = configs[-1]
|
||||
result = await saver.aget_delta_channel_history(config=head, channels=["msgs"])
|
||||
history = result["msgs"]
|
||||
|
||||
seed = history.get("seed")
|
||||
reconstructed = _reconstruct(seed, history["writes"])
|
||||
|
||||
# seed=[0] from step 0, writes from steps 1,2,3
|
||||
expected = [0] + [1] + [2] + [3]
|
||||
assert reconstructed == expected, (
|
||||
f"Reconstructed {reconstructed} != expected {expected}"
|
||||
)
|
||||
|
||||
|
||||
async def test_reconstruction_mid_chain_snapshot(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Reconstruction works when snapshot is mid-chain."""
|
||||
tid = str(uuid4())
|
||||
# 6 steps: snapshots at 0 and 3, writes at 1,2,4,5.
|
||||
# Head = step 5. Walk from step 4 stops at step 3 (snapshot).
|
||||
# Collects writes from step 4.
|
||||
configs = await build_delta_chain(
|
||||
saver,
|
||||
thread_id=tid,
|
||||
channel="msgs",
|
||||
snapshots_at_steps=[0, 3],
|
||||
total_steps=6,
|
||||
write_value_fn=lambda step: [step],
|
||||
)
|
||||
head = configs[-1]
|
||||
result = await saver.aget_delta_channel_history(config=head, channels=["msgs"])
|
||||
history = result["msgs"]
|
||||
|
||||
seed = history.get("seed")
|
||||
reconstructed = _reconstruct(seed, history["writes"])
|
||||
|
||||
# Snapshot at step 3 = [3], write from step 4
|
||||
expected = [3] + [4]
|
||||
assert reconstructed == expected, (
|
||||
f"Reconstructed {reconstructed} != expected {expected}"
|
||||
)
|
||||
|
||||
|
||||
async def test_reconstruction_no_snapshot(
|
||||
saver: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
"""Reconstruction from root (no snapshot) gives all writes accumulated."""
|
||||
tid = str(uuid4())
|
||||
# 4 steps: no snapshot, writes at 0,1,2,3.
|
||||
# Head = step 3. Walk from step 2 collects writes 0,1,2.
|
||||
configs = await build_delta_chain(
|
||||
saver,
|
||||
thread_id=tid,
|
||||
channel="msgs",
|
||||
snapshots_at_steps=[],
|
||||
total_steps=4,
|
||||
write_value_fn=lambda step: [step],
|
||||
)
|
||||
head = configs[-1]
|
||||
result = await saver.aget_delta_channel_history(config=head, channels=["msgs"])
|
||||
history = result["msgs"]
|
||||
|
||||
seed = history.get("seed")
|
||||
reconstructed = _reconstruct(seed, history["writes"])
|
||||
|
||||
# No seed → start empty, writes from steps 0,1,2
|
||||
expected = [0] + [1] + [2]
|
||||
assert reconstructed == expected, (
|
||||
f"Reconstructed {reconstructed} != expected {expected}"
|
||||
)
|
||||
|
||||
|
||||
ALL_DELTA_CHANNEL_RECONSTRUCTION_TESTS = [
|
||||
test_reconstruction_basic,
|
||||
test_reconstruction_mid_chain_snapshot,
|
||||
test_reconstruction_no_snapshot,
|
||||
]
|
||||
|
||||
|
||||
async def run_delta_channel_reconstruction_tests(
|
||||
saver: BaseCheckpointSaver,
|
||||
on_test_result: Callable[[str, str, bool, str | None], None] | None = None,
|
||||
) -> tuple[int, int, list[str]]:
|
||||
"""Run all reconstruction tests. Returns (passed, failed, failure_names)."""
|
||||
passed = 0
|
||||
failed = 0
|
||||
failures: list[str] = []
|
||||
for test_fn in ALL_DELTA_CHANNEL_RECONSTRUCTION_TESTS:
|
||||
try:
|
||||
await test_fn(saver)
|
||||
passed += 1
|
||||
if on_test_result:
|
||||
on_test_result(
|
||||
"delta_channel_reconstruction", test_fn.__name__, True, None
|
||||
)
|
||||
except Exception:
|
||||
failed += 1
|
||||
msg = f"{test_fn.__name__}: {traceback.format_exc()}"
|
||||
failures.append(msg)
|
||||
if on_test_result:
|
||||
on_test_result(
|
||||
"delta_channel_reconstruction",
|
||||
test_fn.__name__,
|
||||
False,
|
||||
traceback.format_exc(),
|
||||
)
|
||||
return passed, failed, failures
|
||||
@@ -19,6 +19,15 @@ from langgraph.checkpoint.conformance.spec.test_delete_for_runs import (
|
||||
from langgraph.checkpoint.conformance.spec.test_delete_thread import (
|
||||
run_delete_thread_tests,
|
||||
)
|
||||
from langgraph.checkpoint.conformance.spec.test_delta_channel_history import (
|
||||
run_delta_channel_history_tests,
|
||||
)
|
||||
from langgraph.checkpoint.conformance.spec.test_delta_channel_keepset import (
|
||||
run_delta_channel_keepset_tests,
|
||||
)
|
||||
from langgraph.checkpoint.conformance.spec.test_delta_channel_reconstruction import (
|
||||
run_delta_channel_reconstruction_tests,
|
||||
)
|
||||
from langgraph.checkpoint.conformance.spec.test_get_tuple import run_get_tuple_tests
|
||||
from langgraph.checkpoint.conformance.spec.test_list import run_list_tests
|
||||
from langgraph.checkpoint.conformance.spec.test_prune import run_prune_tests
|
||||
@@ -35,6 +44,9 @@ _RUNNERS = {
|
||||
Capability.DELETE_FOR_RUNS: run_delete_for_runs_tests,
|
||||
Capability.COPY_THREAD: run_copy_thread_tests,
|
||||
Capability.PRUNE: run_prune_tests,
|
||||
Capability.DELTA_CHANNEL_HISTORY: run_delta_channel_history_tests,
|
||||
Capability.DELTA_CHANNEL_KEEPSET: run_delta_channel_keepset_tests,
|
||||
Capability.DELTA_CHANNEL_RECONSTRUCTION: run_delta_channel_reconstruction_tests,
|
||||
}
|
||||
|
||||
|
||||
|
||||
@@ -43,7 +43,11 @@ asyncio_mode = "auto"
|
||||
# The extended methods (acopy_thread, adelete_for_runs, aprune) are checked
|
||||
# at runtime via capability detection and may not exist on the installed
|
||||
# base class. Dict literal inference is also overly strict for RunnableConfig.
|
||||
# Delta-channel tests import from `langgraph` (not a declared dep of this
|
||||
# package — at test time it is installed alongside); private `_DeltaSnapshot`
|
||||
# imports are intentional (beta surface).
|
||||
unresolved-attribute = "ignore"
|
||||
unresolved-import = "ignore"
|
||||
invalid-argument-type = "ignore"
|
||||
invalid-return-type = "ignore"
|
||||
|
||||
@@ -58,6 +62,9 @@ lint.select = [
|
||||
lint.ignore = ["E501", "B008"]
|
||||
target-version = "py310"
|
||||
|
||||
[tool.uv.sources]
|
||||
langgraph-checkpoint = {path = "../checkpoint", editable = true}
|
||||
|
||||
[[tool.uv.index]]
|
||||
name = "testpypi"
|
||||
url = "https://test.pypi.org/simple/"
|
||||
|
||||
Generated
+605
-504
File diff suppressed because it is too large
Load Diff
@@ -279,8 +279,8 @@ def _build_delta_stage2_sql(
|
||||
)
|
||||
for _ in channels_with_seed:
|
||||
branches.append(
|
||||
"SELECT 'b'::text, NULL, channel, "
|
||||
"type, blob, NULL, NULL, version "
|
||||
"SELECT 'b'::text AS _kind, NULL::text AS checkpoint_id, channel, "
|
||||
"type, blob, NULL::text AS task_id, NULL::int AS idx, version "
|
||||
"FROM checkpoint_blobs "
|
||||
"WHERE thread_id = %s AND checkpoint_ns = %s AND channel = %s "
|
||||
"AND version = %s"
|
||||
|
||||
@@ -0,0 +1,37 @@
|
||||
"""Run delta-channel conformance capabilities against AsyncSqliteSaver."""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import pytest
|
||||
|
||||
pytest.importorskip(
|
||||
"langgraph.checkpoint.conformance",
|
||||
reason="langgraph-checkpoint-conformance not installed",
|
||||
)
|
||||
pytest.importorskip("aiosqlite", reason="aiosqlite not installed")
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_delta_channel_conformance():
|
||||
from langgraph.checkpoint.conformance import validate
|
||||
from langgraph.checkpoint.conformance.initializer import checkpointer_test
|
||||
|
||||
from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver
|
||||
|
||||
@checkpointer_test(name="AsyncSqliteSaver")
|
||||
async def sqlite_saver():
|
||||
async with AsyncSqliteSaver.from_conn_string(":memory:") as saver:
|
||||
yield saver
|
||||
|
||||
report = await validate(
|
||||
sqlite_saver,
|
||||
capabilities={
|
||||
"delta_channel_history",
|
||||
"delta_channel_keepset",
|
||||
"delta_channel_reconstruction",
|
||||
},
|
||||
)
|
||||
for cap, result in report.results.items():
|
||||
if result.passed is False:
|
||||
details = "\n".join(result.failures or [])
|
||||
pytest.fail(f"Capability {cap} failed:\n{details}")
|
||||
@@ -63,6 +63,11 @@ class CheckpointMetadata(TypedDict, total=False):
|
||||
delta_updates_since_snapshot: dict[str, int]
|
||||
"""Per-channel update count since the last `_DeltaSnapshot` was written.
|
||||
|
||||
!!! warning "Beta"
|
||||
|
||||
This metadata field backs `DeltaChannel` (beta). The key name and
|
||||
contents may change while the delta-channel design stabilizes.
|
||||
|
||||
Maps channel name → number of supersteps that wrote to this channel
|
||||
since its last snapshot blob. Used by `pregel.create_checkpoint` to
|
||||
decide when to write the next snapshot (when the count reaches the
|
||||
@@ -135,6 +140,11 @@ class CheckpointTuple(NamedTuple):
|
||||
class DeltaChannelHistory(TypedDict):
|
||||
"""Per-channel result entry from `BaseCheckpointSaver.get_delta_channel_history`.
|
||||
|
||||
!!! warning "Beta"
|
||||
|
||||
Part of the `DeltaChannel` support surface; in beta. Field names and
|
||||
semantics may change.
|
||||
|
||||
Storage-level view of what one channel contributed across the ancestor
|
||||
chain of a target checkpoint:
|
||||
|
||||
@@ -317,6 +327,14 @@ class BaseCheckpointSaver(Generic[V]):
|
||||
|
||||
Args:
|
||||
run_ids: The run IDs whose checkpoints should be deleted.
|
||||
|
||||
!!! warning "DeltaChannel"
|
||||
|
||||
Deleting a run that produced ancestor `checkpoint_writes` — or
|
||||
the only `_DeltaSnapshot` blob — for a still-live thread will
|
||||
break reconstruction of any `DeltaChannel` whose history
|
||||
depended on those rows. See the `DeltaChannel` note on `prune`
|
||||
for safe-recovery strategies.
|
||||
"""
|
||||
raise NotImplementedError
|
||||
|
||||
@@ -330,6 +348,17 @@ class BaseCheckpointSaver(Generic[V]):
|
||||
Args:
|
||||
source_thread_id: The thread ID to copy from.
|
||||
target_thread_id: The thread ID to copy to.
|
||||
|
||||
!!! warning "DeltaChannel"
|
||||
|
||||
Implementations must copy the **complete** parent chain (all
|
||||
ancestor checkpoints and their `checkpoint_writes`) — copying
|
||||
only the head checkpoint will leave the target thread with
|
||||
`DeltaChannel` state that cannot be reconstructed (no path back
|
||||
to a `_DeltaSnapshot` ancestor). Equivalently, the copy must
|
||||
include enough ancestors that every `DeltaChannel`-backed key
|
||||
has either a `_DeltaSnapshot` in `channel_values` somewhere in
|
||||
the chain, or a complete write history back to the chain root.
|
||||
"""
|
||||
raise NotImplementedError
|
||||
|
||||
@@ -345,6 +374,34 @@ class BaseCheckpointSaver(Generic[V]):
|
||||
thread_ids: The thread IDs to prune.
|
||||
strategy: The pruning strategy. `"keep_latest"` retains only the most
|
||||
recent checkpoint per namespace. `"delete"` removes all checkpoints.
|
||||
|
||||
!!! warning "DeltaChannel"
|
||||
|
||||
Custom implementations must be `DeltaChannel`-aware. `DeltaChannel`
|
||||
stores only a sentinel in `channel_values` for non-snapshot steps;
|
||||
reconstruction walks the parent chain via
|
||||
`get_delta_channel_history`, accumulating rows from
|
||||
`checkpoint_writes` until it reaches an ancestor whose
|
||||
`channel_values` contains a `_DeltaSnapshot` blob (written every
|
||||
`snapshot_frequency` updates).
|
||||
|
||||
A naive `"keep_latest"` that drops intermediate checkpoints and
|
||||
their writes can sever that chain: the surviving "latest"
|
||||
checkpoint is rarely a snapshot point itself, so its delta
|
||||
channels would silently reconstruct as empty (no error raised —
|
||||
`get_delta_channel_history` simply returns no `seed`). Safe
|
||||
options when the graph uses `DeltaChannel`:
|
||||
|
||||
* Walk back from each kept checkpoint and preserve every
|
||||
ancestor (plus its `checkpoint_writes`) up to the nearest one
|
||||
whose `channel_values` already contains a `_DeltaSnapshot` for
|
||||
every `DeltaChannel`-backed key.
|
||||
* Force a fresh snapshot on the kept checkpoint before deleting
|
||||
ancestors — rewrite `channel_values[k] = _DeltaSnapshot(value)`
|
||||
for each delta channel `k` (resolving `value` via the existing
|
||||
ancestor walk first), then prune.
|
||||
* Skip pruning threads whose graph uses `DeltaChannel` until one
|
||||
of the above is implemented.
|
||||
"""
|
||||
raise NotImplementedError
|
||||
|
||||
@@ -461,6 +518,13 @@ class BaseCheckpointSaver(Generic[V]):
|
||||
|
||||
Args:
|
||||
run_ids: The run IDs whose checkpoints should be deleted.
|
||||
|
||||
!!! warning "DeltaChannel"
|
||||
|
||||
See `delete_for_runs` — deleting rows a still-live thread's
|
||||
`DeltaChannel` reconstruction depends on (writes between the
|
||||
head and its nearest `_DeltaSnapshot` ancestor) will silently
|
||||
corrupt that channel's state.
|
||||
"""
|
||||
raise NotImplementedError
|
||||
|
||||
@@ -474,6 +538,13 @@ class BaseCheckpointSaver(Generic[V]):
|
||||
Args:
|
||||
source_thread_id: The thread ID to copy from.
|
||||
target_thread_id: The thread ID to copy to.
|
||||
|
||||
!!! warning "DeltaChannel"
|
||||
|
||||
See `copy_thread` — the copy must carry the complete parent
|
||||
chain (or at least back to a `_DeltaSnapshot` ancestor for every
|
||||
`DeltaChannel`) so the target thread can reconstruct delta
|
||||
state.
|
||||
"""
|
||||
raise NotImplementedError
|
||||
|
||||
@@ -489,6 +560,13 @@ class BaseCheckpointSaver(Generic[V]):
|
||||
thread_ids: The thread IDs to prune.
|
||||
strategy: The pruning strategy. `"keep_latest"` retains only the most
|
||||
recent checkpoint per namespace. `"delete"` removes all checkpoints.
|
||||
|
||||
!!! warning "DeltaChannel"
|
||||
|
||||
See `prune` for the full `DeltaChannel` caveat. In short:
|
||||
`"keep_latest"` must not drop ancestor checkpoints / writes that
|
||||
sit between the kept checkpoint and the nearest `_DeltaSnapshot`
|
||||
ancestor, or delta channels will silently reconstruct as empty.
|
||||
"""
|
||||
raise NotImplementedError
|
||||
|
||||
@@ -497,6 +575,14 @@ class BaseCheckpointSaver(Generic[V]):
|
||||
) -> Mapping[str, DeltaChannelHistory]:
|
||||
"""Walk the parent chain returning per-channel writes + seed.
|
||||
|
||||
!!! warning "Beta"
|
||||
|
||||
This method is part of the `DeltaChannel` support surface and is
|
||||
in beta. The signature, return shape (`DeltaChannelHistory`), and
|
||||
interaction with `_DeltaSnapshot` blobs may change. Override at
|
||||
your own risk; the default implementation will continue to work
|
||||
against the public `BaseCheckpointSaver` contract.
|
||||
|
||||
For each requested channel, walks ancestors of the checkpoint
|
||||
identified by `config` (following `parent_config`) and accumulates
|
||||
`pending_writes` for that channel. The walk terminates per-channel
|
||||
@@ -556,7 +642,13 @@ class BaseCheckpointSaver(Generic[V]):
|
||||
async def aget_delta_channel_history(
|
||||
self, *, config: RunnableConfig, channels: Sequence[str]
|
||||
) -> Mapping[str, DeltaChannelHistory]:
|
||||
"""Async version of `get_delta_channel_history`."""
|
||||
"""Async version of `get_delta_channel_history`.
|
||||
|
||||
!!! warning "Beta"
|
||||
|
||||
This method is part of the `DeltaChannel` support surface and is
|
||||
in beta. See `get_delta_channel_history` for caveats.
|
||||
"""
|
||||
if not channels:
|
||||
return {}
|
||||
collected_by_ch: dict[str, list[PendingWrite]] = {c: [] for c in channels}
|
||||
@@ -588,6 +680,123 @@ class BaseCheckpointSaver(Generic[V]):
|
||||
result[ch] = entry
|
||||
return result
|
||||
|
||||
def get_delta_channel_keepset(
|
||||
self,
|
||||
*,
|
||||
config: RunnableConfig,
|
||||
channels: Sequence[str],
|
||||
) -> set[str]:
|
||||
"""Return ancestor checkpoint_ids that must survive deletion.
|
||||
|
||||
!!! warning "Beta"
|
||||
|
||||
This method is part of the `DeltaChannel` support surface and is
|
||||
in beta. The signature may change while the delta-channel design
|
||||
stabilizes.
|
||||
|
||||
Walks the parent chain from `config` backward, collecting visited
|
||||
checkpoint_ids (inclusive of the target), and terminates per-channel
|
||||
when that channel has a populated `channel_values[ch]` (a
|
||||
`_DeltaSnapshot` blob or a pre-migration plain value). The returned
|
||||
set is the minimum keep-set: every checkpoint_id whose removal would
|
||||
break reconstruction of the listed channels at `config`.
|
||||
|
||||
Pass `channels=[]` to return just `{config.checkpoint_id}` — useful
|
||||
for graphs that don't use `DeltaChannel`.
|
||||
|
||||
Compose this into custom `prune` / `delete_for_runs` / `copy_thread`::
|
||||
|
||||
keep = saver.get_delta_channel_keepset(
|
||||
config=head_config, channels=delta_channels,
|
||||
)
|
||||
delete_rows_not_in(keep)
|
||||
|
||||
Note:
|
||||
The default implementation here uses repeated `get_tuple` calls
|
||||
to walk the parent chain. This is a basic reference implementation
|
||||
suitable for low-frequency maintenance operations (prune, etc.).
|
||||
Custom checkpointer backends may override with a more efficient
|
||||
version tailored to their data model (e.g. a single SQL query
|
||||
with a recursive CTE), but it is not required — the default works
|
||||
correctly for any saver that implements `get_tuple`.
|
||||
|
||||
Args:
|
||||
config: Configuration identifying the target checkpoint.
|
||||
channels: Channel names whose delta history must be preserved.
|
||||
Empty sequence means only the target checkpoint_id is kept.
|
||||
|
||||
Returns:
|
||||
Set of checkpoint_ids that must not be deleted.
|
||||
"""
|
||||
target_tuple = self.get_tuple(config)
|
||||
if target_tuple is None:
|
||||
return set()
|
||||
target_id = target_tuple.config["configurable"]["checkpoint_id"]
|
||||
keep: set[str] = {target_id}
|
||||
if not channels:
|
||||
return keep
|
||||
remaining: set[str] = set(channels)
|
||||
for ch in list(remaining):
|
||||
if ch in target_tuple.checkpoint["channel_values"]:
|
||||
remaining.discard(ch)
|
||||
if not remaining:
|
||||
return keep
|
||||
cursor_config: RunnableConfig | None = target_tuple.parent_config
|
||||
while cursor_config is not None and remaining:
|
||||
tup = self.get_tuple(cursor_config)
|
||||
if tup is None:
|
||||
break
|
||||
cid = tup.config["configurable"]["checkpoint_id"]
|
||||
keep.add(cid)
|
||||
for ch in list(remaining):
|
||||
if ch in tup.checkpoint["channel_values"]:
|
||||
remaining.discard(ch)
|
||||
if not remaining:
|
||||
break
|
||||
cursor_config = tup.parent_config
|
||||
return keep
|
||||
|
||||
async def aget_delta_channel_keepset(
|
||||
self,
|
||||
*,
|
||||
config: RunnableConfig,
|
||||
channels: Sequence[str],
|
||||
) -> set[str]:
|
||||
"""Async version of `get_delta_channel_keepset`.
|
||||
|
||||
!!! warning "Beta"
|
||||
|
||||
This method is part of the `DeltaChannel` support surface and is
|
||||
in beta. See `get_delta_channel_keepset` for full documentation.
|
||||
"""
|
||||
target_tuple = await self.aget_tuple(config)
|
||||
if target_tuple is None:
|
||||
return set()
|
||||
target_id = target_tuple.config["configurable"]["checkpoint_id"]
|
||||
keep: set[str] = {target_id}
|
||||
if not channels:
|
||||
return keep
|
||||
remaining: set[str] = set(channels)
|
||||
for ch in list(remaining):
|
||||
if ch in target_tuple.checkpoint["channel_values"]:
|
||||
remaining.discard(ch)
|
||||
if not remaining:
|
||||
return keep
|
||||
cursor_config: RunnableConfig | None = target_tuple.parent_config
|
||||
while cursor_config is not None and remaining:
|
||||
tup = await self.aget_tuple(cursor_config)
|
||||
if tup is None:
|
||||
break
|
||||
cid = tup.config["configurable"]["checkpoint_id"]
|
||||
keep.add(cid)
|
||||
for ch in list(remaining):
|
||||
if ch in tup.checkpoint["channel_values"]:
|
||||
remaining.discard(ch)
|
||||
if not remaining:
|
||||
break
|
||||
cursor_config = tup.parent_config
|
||||
return keep
|
||||
|
||||
def get_next_version(self, current: V | None, channel: None) -> V:
|
||||
"""Generate the next version ID for a channel.
|
||||
|
||||
|
||||
@@ -0,0 +1,35 @@
|
||||
"""Run delta-channel conformance capabilities against InMemorySaver."""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import pytest
|
||||
|
||||
conformance = pytest.importorskip(
|
||||
"langgraph.checkpoint.conformance",
|
||||
reason="langgraph-checkpoint-conformance not installed",
|
||||
)
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_delta_channel_conformance():
|
||||
from langgraph.checkpoint.conformance import validate
|
||||
from langgraph.checkpoint.conformance.initializer import checkpointer_test
|
||||
|
||||
from langgraph.checkpoint.memory import InMemorySaver
|
||||
|
||||
@checkpointer_test(name="InMemorySaver")
|
||||
async def mem_saver():
|
||||
yield InMemorySaver()
|
||||
|
||||
report = await validate(
|
||||
mem_saver,
|
||||
capabilities={
|
||||
"delta_channel_history",
|
||||
"delta_channel_keepset",
|
||||
"delta_channel_reconstruction",
|
||||
},
|
||||
)
|
||||
for cap, result in report.results.items():
|
||||
if result.passed is False:
|
||||
details = "\n".join(result.failures or [])
|
||||
pytest.fail(f"Capability {cap} failed:\n{details}")
|
||||
@@ -1 +1 @@
|
||||
__version__ = "0.4.24"
|
||||
__version__ = "0.4.25"
|
||||
|
||||
@@ -26,6 +26,15 @@ class DeltaChannel(Generic[Value], BaseChannel[Any, Any, Any]):
|
||||
"""Reducer channel that stores only a sentinel in checkpoint blobs and
|
||||
reconstructs state by replaying ancestor writes through the reducer.
|
||||
|
||||
!!! warning "Beta"
|
||||
|
||||
`DeltaChannel` is in beta. The API and on-disk representation may
|
||||
change in future releases. Threads written with `DeltaChannel` today
|
||||
are expected to remain readable, but the surrounding contract
|
||||
(`BaseCheckpointSaver.get_delta_channel_history`, the
|
||||
`_DeltaSnapshot` blob shape, the `delta_updates_since_snapshot`
|
||||
metadata field) is not yet stable.
|
||||
|
||||
The reducer receives the current accumulated value and a batch of writes
|
||||
in one call: `reducer(state, [write1, write2, ...]) -> new_state`.
|
||||
|
||||
|
||||
@@ -1674,28 +1674,15 @@ async def test_arun_with_retry_timeout_observer_tracks_attempts():
|
||||
async def test_arun_with_retry_timeout_observer_emits_progress_on_heartbeat():
|
||||
events: list = []
|
||||
|
||||
# `_TimedAttemptScope.__init__` sets `_last_progress` to `time.monotonic()`,
|
||||
# but the watchdog itself doesn't start running until after `wrap_config`
|
||||
# and task scheduling — under CI load that gap can be large enough to eat
|
||||
# the entire idle window before the task body's first await even runs. We
|
||||
# defend against that by:
|
||||
# 1. Using a generous idle_timeout so scheduling slack stays well within it.
|
||||
# 2. Calling `runtime.heartbeat()` BEFORE the first sleep, which resets
|
||||
# `_last_progress` to "now" the moment the task body actually starts.
|
||||
idle_timeout_s = 1.0
|
||||
|
||||
class HeartbeatProc:
|
||||
async def ainvoke(self, input, config):
|
||||
runtime = config[CONF][CONFIG_KEY_RUNTIME]
|
||||
runtime.heartbeat() # reset the idle clock at task-body entry
|
||||
for _ in range(8):
|
||||
await asyncio.sleep(0.05)
|
||||
runtime.heartbeat()
|
||||
return "ok"
|
||||
|
||||
task = _make_task(
|
||||
HeartbeatProc(), timeout=_idle_timeout(idle_timeout_s), name="heartbeat"
|
||||
)
|
||||
task = _make_task(HeartbeatProc(), timeout=_idle_timeout(0.2), name="heartbeat")
|
||||
task.config[CONF][CONFIG_KEY_TIMED_ATTEMPT_OBSERVER] = events.append
|
||||
assert await arun_with_retry(task, retry_policy=None) == "ok"
|
||||
|
||||
@@ -1704,13 +1691,13 @@ async def test_arun_with_retry_timeout_observer_emits_progress_on_heartbeat():
|
||||
assert by_event[-1] == "finish"
|
||||
progress = [ev for ev in events if ev.event == "progress"]
|
||||
assert progress, "expected at least one progress event from heartbeat"
|
||||
# Rate limit is `idle_timeout / 4` = 0.25s; with the task running for
|
||||
# ~400ms we expect 1–2 progress events (well below the 9 heartbeats).
|
||||
# Rate limit is `idle_timeout / 4` = 0.05s; with 8 heartbeats spaced ~0.05s
|
||||
# we should see at most ~one progress event per heartbeat (well below 8).
|
||||
assert len(progress) <= len(by_event)
|
||||
for ev in progress:
|
||||
assert ev.context.task_name == "heartbeat"
|
||||
assert ev.context.attempt == 1
|
||||
assert ev.context.idle_timeout_secs == idle_timeout_s
|
||||
assert ev.context.idle_timeout_secs == 0.2
|
||||
assert isinstance(ev.progress_at, datetime)
|
||||
|
||||
|
||||
|
||||
Generated
+2
-2
@@ -1849,14 +1849,14 @@ dev = [
|
||||
{ name = "pytest-watch" },
|
||||
{ name = "ruff", specifier = "==0.15.12" },
|
||||
{ name = "starlette" },
|
||||
{ name = "ty", specifier = "==0.0.23" },
|
||||
{ name = "ty", specifier = "==0.0.33" },
|
||||
]
|
||||
lint = [
|
||||
{ name = "codespell" },
|
||||
{ name = "mypy", specifier = "==1.20.2" },
|
||||
{ name = "ruff", specifier = "==0.15.12" },
|
||||
{ name = "starlette" },
|
||||
{ name = "ty", specifier = "==0.0.23" },
|
||||
{ name = "ty", specifier = "==0.0.33" },
|
||||
]
|
||||
test = [
|
||||
{ name = "pytest" },
|
||||
|
||||
Generated
+2
-2
@@ -618,14 +618,14 @@ dev = [
|
||||
{ name = "pytest-watch" },
|
||||
{ name = "ruff", specifier = "==0.15.12" },
|
||||
{ name = "starlette" },
|
||||
{ name = "ty", specifier = "==0.0.23" },
|
||||
{ name = "ty", specifier = "==0.0.33" },
|
||||
]
|
||||
lint = [
|
||||
{ name = "codespell" },
|
||||
{ name = "mypy", specifier = "==1.20.2" },
|
||||
{ name = "ruff", specifier = "==0.15.12" },
|
||||
{ name = "starlette" },
|
||||
{ name = "ty", specifier = "==0.0.23" },
|
||||
{ name = "ty", specifier = "==0.0.33" },
|
||||
]
|
||||
test = [
|
||||
{ name = "pytest" },
|
||||
|
||||
@@ -110,7 +110,7 @@ def get_client(
|
||||
if url is None:
|
||||
url = "http://api"
|
||||
if os.environ.get("__LANGGRAPH_DEFER_LOOPBACK_TRANSPORT") == "true":
|
||||
transport = get_asgi_transport()(app=None, root_path="/noauth") # type: ignore[invalid-argument-type]
|
||||
transport = get_asgi_transport()(app=None, root_path="/noauth") # ty: ignore[invalid-argument-type]
|
||||
_registered_transports.append(transport)
|
||||
else:
|
||||
try:
|
||||
@@ -122,7 +122,7 @@ def get_client(
|
||||
"Failed to connect to in-process LangGraph server. Deferring configuration.",
|
||||
exc_info=True,
|
||||
)
|
||||
transport = get_asgi_transport()(app=None, root_path="/noauth") # type: ignore[invalid-argument-type]
|
||||
transport = get_asgi_transport()(app=None, root_path="/noauth") # ty: ignore[invalid-argument-type]
|
||||
_registered_transports.append(transport)
|
||||
|
||||
if transport is None:
|
||||
@@ -131,7 +131,7 @@ def get_client(
|
||||
base_url=url,
|
||||
transport=transport,
|
||||
timeout=(
|
||||
httpx.Timeout(timeout) # type: ignore[arg-type]
|
||||
httpx.Timeout(timeout) # ty: ignore[invalid-argument-type]
|
||||
if timeout is not None
|
||||
else httpx.Timeout(connect=5, read=300, write=300, pool=5)
|
||||
),
|
||||
|
||||
@@ -49,7 +49,7 @@ async def _wrap_stream_v2(
|
||||
async for part in raw:
|
||||
v2 = _sse_to_v2_dict(part.event, part.data)
|
||||
if v2 is not None:
|
||||
yield v2
|
||||
yield v2 # ty: ignore[invalid-yield]
|
||||
|
||||
|
||||
class RunsClient:
|
||||
|
||||
@@ -144,8 +144,9 @@ def _resolve_timezone(tz: str | tzinfo | ZoneInfo | None) -> str | None:
|
||||
return tz
|
||||
if isinstance(tz, tzinfo):
|
||||
# ZoneInfo objects have a .key attribute with the IANA name
|
||||
if hasattr(tz, "key"):
|
||||
return tz.key # type: ignore[union-attr]
|
||||
key = getattr(tz, "key", None)
|
||||
if isinstance(key, str):
|
||||
return key
|
||||
# Fall back to tzname for fixed-offset timezones like datetime.timezone.utc
|
||||
name = tz.tzname(None)
|
||||
if name is not None:
|
||||
@@ -209,7 +210,7 @@ def configure_loopback_transports(app: Any) -> None:
|
||||
@functools.lru_cache(maxsize=1)
|
||||
def get_asgi_transport() -> type[httpx.ASGITransport]:
|
||||
try:
|
||||
from langgraph_api import asgi_transport # type: ignore[unresolved-import]
|
||||
from langgraph_api import asgi_transport # ty: ignore[unresolved-import]
|
||||
|
||||
return asgi_transport.ASGITransport
|
||||
except ImportError:
|
||||
|
||||
@@ -77,7 +77,7 @@ def get_sync_client(
|
||||
base_url=url,
|
||||
transport=transport,
|
||||
timeout=(
|
||||
httpx.Timeout(timeout) # type: ignore[arg-type]
|
||||
httpx.Timeout(timeout) # ty: ignore[invalid-argument-type]
|
||||
if timeout is not None
|
||||
else httpx.Timeout(connect=5, read=300, write=300, pool=5)
|
||||
),
|
||||
|
||||
@@ -49,7 +49,7 @@ def _wrap_stream_v2_sync(
|
||||
for part in raw:
|
||||
v2 = _sse_to_v2_dict(part.event, part.data)
|
||||
if v2 is not None:
|
||||
yield v2
|
||||
yield v2 # ty: ignore[invalid-yield]
|
||||
|
||||
|
||||
class SyncRunsClient:
|
||||
|
||||
@@ -16,10 +16,10 @@ T = TypeVar("T")
|
||||
CacheStatus = Literal["miss", "fresh", "stale", "expired"]
|
||||
|
||||
try:
|
||||
from langgraph_api.cache import ( # type: ignore[unresolved-import]
|
||||
from langgraph_api.cache import ( # ty: ignore[unresolved-import]
|
||||
cache_get as _cache_get,
|
||||
)
|
||||
from langgraph_api.cache import ( # type: ignore[unresolved-import]
|
||||
from langgraph_api.cache import ( # ty: ignore[unresolved-import]
|
||||
cache_set as _cache_set,
|
||||
)
|
||||
except ImportError:
|
||||
@@ -28,8 +28,8 @@ except ImportError:
|
||||
|
||||
|
||||
try:
|
||||
from langgraph_api.cache import SWRResult # type: ignore[unresolved-import]
|
||||
from langgraph_api.cache import swr as _api_swr # type: ignore[unresolved-import]
|
||||
from langgraph_api.cache import SWRResult # ty: ignore[unresolved-import]
|
||||
from langgraph_api.cache import swr as _api_swr # ty: ignore[unresolved-import]
|
||||
|
||||
except ImportError:
|
||||
_api_swr = None
|
||||
@@ -40,7 +40,10 @@ except ImportError:
|
||||
value: T
|
||||
status: CacheStatus
|
||||
|
||||
async def mutate(self, value: T = ...) -> T: # type: ignore[assignment]
|
||||
async def mutate(
|
||||
self,
|
||||
value: T = ..., # ty: ignore[invalid-parameter-default]
|
||||
) -> T: # ty: ignore[empty-body]
|
||||
"""Update or revalidate the cached value."""
|
||||
...
|
||||
|
||||
|
||||
@@ -37,7 +37,7 @@ class APIError(httpx.HTTPStatusError, LangGraphError):
|
||||
req = response_or_request
|
||||
response = None
|
||||
|
||||
httpx.HTTPStatusError.__init__(self, message, request=req, response=response) # type: ignore[arg-type]
|
||||
httpx.HTTPStatusError.__init__(self, message, request=req, response=response) # ty: ignore[invalid-argument-type]
|
||||
LangGraphError.__init__(self, message)
|
||||
|
||||
self.request = req
|
||||
|
||||
@@ -156,7 +156,7 @@ class _ExecutionRuntime(_ServerRuntimeBase[ContextT], Generic[ContextT]):
|
||||
This API is in beta and may change in future releases.
|
||||
"""
|
||||
|
||||
context: ContextT = field(default=None) # type: ignore[assignment]
|
||||
context: ContextT = field(default=None) # ty: ignore[invalid-assignment]
|
||||
"""The graph run context, typed by the graph's `context_schema`.
|
||||
|
||||
Only available during `threads.create_run`.
|
||||
|
||||
@@ -55,7 +55,7 @@ class BytesLineDecoder:
|
||||
# Include any existing buffer in the first portion of the
|
||||
# splitlines result.
|
||||
self.buffer.extend(lines[0])
|
||||
lines = cast(list[BytesLike], [self.buffer, *lines[1:]])
|
||||
lines = [self.buffer, *lines[1:]]
|
||||
self.buffer = bytearray()
|
||||
|
||||
if not trailing_newline:
|
||||
@@ -69,7 +69,7 @@ class BytesLineDecoder:
|
||||
if not self.buffer and not self.trailing_cr:
|
||||
return []
|
||||
|
||||
lines = [self.buffer]
|
||||
lines: list[BytesLike] = [self.buffer]
|
||||
self.buffer = bytearray()
|
||||
self.trailing_cr = False
|
||||
return lines
|
||||
@@ -102,7 +102,7 @@ class SSEDecoder:
|
||||
|
||||
sse = StreamPart(
|
||||
event=self._event,
|
||||
data=orjson.loads(self._data) if self._data else None, # type: ignore[invalid-argument-type]
|
||||
data=orjson.loads(self._data) if self._data else None, # ty: ignore[invalid-argument-type]
|
||||
id=self.last_event_id,
|
||||
)
|
||||
|
||||
|
||||
@@ -33,7 +33,7 @@ lint = [
|
||||
"ruff==0.15.12",
|
||||
"codespell",
|
||||
"mypy==1.20.2",
|
||||
"ty==0.0.23",
|
||||
"ty==0.0.33",
|
||||
"starlette",
|
||||
]
|
||||
dev = [
|
||||
|
||||
@@ -388,7 +388,7 @@ async def test_async_stream_v2_client_side_conversion() -> None:
|
||||
event="values", data={"messages": [{"role": "user", "content": "hi"}]}
|
||||
)
|
||||
yield StreamPart(event="updates|sub:abc", data={"node": {"out": 1}})
|
||||
yield StreamPart(event="end", data=None) # type: ignore[arg-type]
|
||||
yield StreamPart(event="end", data=None) # ty: ignore[invalid-argument-type]
|
||||
|
||||
parts: list[StreamPartV2] = [part async for part in _wrap_stream_v2(mock_stream())]
|
||||
assert len(parts) == 3
|
||||
@@ -420,7 +420,7 @@ def test_sync_stream_v2_client_side_conversion() -> None:
|
||||
def mock_stream() -> Any:
|
||||
yield StreamPart(event="metadata", data={"run_id": "r1"})
|
||||
yield StreamPart(event="values", data={"state": "full"})
|
||||
yield StreamPart(event="end", data=None) # type: ignore[arg-type]
|
||||
yield StreamPart(event="end", data=None) # ty: ignore[invalid-argument-type]
|
||||
|
||||
parts: list[StreamPartV2] = list(_wrap_stream_v2_sync(mock_stream()))
|
||||
assert len(parts) == 2
|
||||
|
||||
@@ -67,6 +67,6 @@ class TestHandlerValidation:
|
||||
|
||||
with pytest.raises(TypeError, match="must accept exactly 2 parameters"):
|
||||
|
||||
@encryption.encrypt.blob # type: ignore[arg-type]
|
||||
@encryption.encrypt.blob # ty: ignore[invalid-argument-type]
|
||||
async def wrong_params(ctx):
|
||||
return ctx
|
||||
|
||||
Generated
+20
-20
@@ -533,14 +533,14 @@ dev = [
|
||||
{ name = "pytest-watch" },
|
||||
{ name = "ruff", specifier = "==0.15.12" },
|
||||
{ name = "starlette" },
|
||||
{ name = "ty", specifier = "==0.0.23" },
|
||||
{ name = "ty", specifier = "==0.0.33" },
|
||||
]
|
||||
lint = [
|
||||
{ name = "codespell" },
|
||||
{ name = "mypy", specifier = "==1.20.2" },
|
||||
{ name = "ruff", specifier = "==0.15.12" },
|
||||
{ name = "starlette" },
|
||||
{ name = "ty", specifier = "==0.0.23" },
|
||||
{ name = "ty", specifier = "==0.0.33" },
|
||||
]
|
||||
test = [
|
||||
{ name = "pytest" },
|
||||
@@ -1275,26 +1275,26 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "ty"
|
||||
version = "0.0.23"
|
||||
version = "0.0.33"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/75/ba/d3c998ff4cf6b5d75b39356db55fe1b7caceecc522b9586174e6a5dee6f7/ty-0.0.23.tar.gz", hash = "sha256:5fb05db58f202af366f80ef70f806e48f5237807fe424ec787c9f289e3f3a4ef", size = 5341461, upload-time = "2026-03-13T12:34:23.125Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/84/44/9478c50c266826c1bf30d1692e589755bffa8f1c0a3eb7af8a346c255991/ty-0.0.33.tar.gz", hash = "sha256:46d63bda07403322cb6c28ccfdd5536be916e13df725c29f7ccd0a21f06bd9e8", size = 5559373, upload-time = "2026-04-28T10:45:13.18Z" }
|
||||
wheels = [
|
||||
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||||
{ url = "https://files.pythonhosted.org/packages/9f/a9/dd3287a82dce3df546ec560296208d4905dcf06346b6e18c2f3c63523bd1/ty-0.0.23-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:e43d36bd89a151ddcad01acaeff7dcc507cb73ff164c1878d2d11549d39a061c", size = 10156631, upload-time = "2026-03-13T12:34:53.122Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/0f/01/3f25909b02fac29bb0a62b2251f8d62e65d697781ffa4cf6b47a4c075c85/ty-0.0.23-py3-none-macosx_11_0_arm64.whl", hash = "sha256:bd6a340969577b4645f231572c4e46012acba2d10d4c0c6570fe1ab74e76ae00", size = 9653211, upload-time = "2026-03-13T12:34:15.049Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/d5/60/bfc0479572a6f4b90501c869635faf8d84c8c68ffc5dd87d04f049affabc/ty-0.0.23-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:341441783e626eeb7b1ec2160432956aed5734932ab2d1c26f94d0c98b229937", size = 10156143, upload-time = "2026-03-13T12:34:34.468Z" },
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{ url = "https://files.pythonhosted.org/packages/da/cb/2ac81c850c58acc9f976814404d28389c9c1c939676e32287b9cff61381e/ty-0.0.23-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bae1e7a294bf8528836f7617dc5c360ea2dddb63789fc9471ae6753534adca05", size = 10655025, upload-time = "2026-03-13T12:34:37.105Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/b5/9b/bac771774c198c318ae699fc013d8cd99ed9caf993f661fba11238759244/ty-0.0.23-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d2b162768764d9dc177c83fb497a51532bb67cbebe57b8fa0f2668436bf53f3c", size = 11230107, upload-time = "2026-03-13T12:34:20.751Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/14/09/7644fb0e297265e18243f878aca343593323b9bb19ed5278dcbc63781be0/ty-0.0.23-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d28384e48ca03b34e4e2beee0e230c39bbfb68994bb44927fec61ef3642900da", size = 10934177, upload-time = "2026-03-13T12:34:17.904Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/18/14/69a25a0cad493fb6a947302471b579a03516a3b00e7bece77fdc6b4afb9b/ty-0.0.23-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:559d9a299df793cb7a7902caed5eda8a720ff69164c31c979673e928f02251ee", size = 10752487, upload-time = "2026-03-13T12:34:31.785Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/9d/2a/42fc3cbccf95af0a62308ebed67e084798ab7a85ef073c9986ef18032743/ty-0.0.23-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:32a7b8a14a98e1d20a9d8d2af23637ed7efdb297ac1fa2450b8e465d05b94482", size = 10133007, upload-time = "2026-03-13T12:34:42.838Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/e1/69/307833f1b52fa3670e0a1d496e43ef7df556ecde838192d3fcb9b35e360d/ty-0.0.23-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:6f803b9b9cca87af793467973b9abdd4b83e6b96d9b5e749d662cff7ead70b6d", size = 10169698, upload-time = "2026-03-13T12:34:12.351Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/89/ae/5dd379ec22d0b1cba410d7af31c366fcedff191d5b867145913a64889f66/ty-0.0.23-py3-none-musllinux_1_2_i686.whl", hash = "sha256:4a0bf086ec8e2197b7ea7ebfcf4be36cb6a52b235f8be61647ef1b2d99d6ffd3", size = 10346080, upload-time = "2026-03-13T12:34:40.012Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/98/c7/dfc83203d37998620bba9c4873a080c8850a784a8a46f56f8163c5b4e320/ty-0.0.23-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:252539c3fcd7aeb9b8d5c14e2040682c3e1d7ff640906d63fd2c4ce35865a4ba", size = 10848162, upload-time = "2026-03-13T12:34:45.421Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/89/08/05481511cfbcc1fd834b6c67aaae090cb609a079189ddf2032139ccfc490/ty-0.0.23-py3-none-win32.whl", hash = "sha256:51b591d19eef23bbc3807aef77d38fa1f003c354e1da908aa80ea2dca0993f77", size = 9748283, upload-time = "2026-03-13T12:34:50.607Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/31/2e/eaed4ff5c85e857a02415084c394e02c30476b65e158eec1938fdaa9a205/ty-0.0.23-py3-none-win_amd64.whl", hash = "sha256:1e137e955f05c501cfbb81dd2190c8fb7d01ec037c7e287024129c722a83c9ad", size = 10698355, upload-time = "2026-03-13T12:34:26.134Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/91/29/b32cb7b4c7d56b9ed50117f8ad6e45834aec293e4cb14749daab4e9236d5/ty-0.0.23-py3-none-win_arm64.whl", hash = "sha256:a0399bd13fd2cd6683fd0a2d59b9355155d46546d8203e152c556ddbdeb20842", size = 10155890, upload-time = "2026-03-13T12:34:48.082Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/e9/24/e287388c63a19191be26b32ff4dbd06029834068150ebe2532939bc4c851/ty-0.0.33-py3-none-linux_armv6l.whl", hash = "sha256:94d0a9d2234261a8911396d59e506b5923fe0971dbda43b9dcea287936887fcc", size = 11021308, upload-time = "2026-04-28T10:45:43.34Z" },
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||||
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]
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||||
[[package]]
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||||
|
||||
Reference in New Issue
Block a user