Compare commits

...
Author SHA1 Message Date
5978012619 release(cli): Release new CLI version with increased bounds for server (#5565)
Co-authored-by: Sydney Runkle <54324534+sydney-runkle@users.noreply.github.com>
2025-07-17 12:22:30 -07:00
Eugene YurtsevandGitHub b447a1c7cf fix(docs): fix langgraph cli reference (#5563)
Fix for wrong indentation that completely messes up formatting
2025-07-17 12:10:11 -07:00
open-swe[bot]GitHubopen-swe-dev[bot] <open-swe-dev@users.noreply.github.com>Eugene Yurtsev
f87608a16f chore(prebuilt): Remove dead code from prebuilt tests (#5555)
Fixes #5554

This PR removes unused utility classes and functions from the prebuilt
tests directory to clean up dead code.

Changes include:
- Removed unused classes from `libs/prebuilt/tests/any_str.py`:
  - Deleted FloatBetween, AnyDict, AnyVersion, and UnsortedSequence
  - Kept only AnyStr class

- Removed unused functions from `libs/prebuilt/tests/messages.py`:
  - Deleted _AnyIdDocument and _AnyIdAIMessageChunk
  - Kept _AnyIdHumanMessage and _AnyIdToolMessage

- Removed unused classes from `libs/prebuilt/tests/memory_assert.py`:
- Deleted NoopSerializer, MemorySaverAssertCheckpointMetadata, and
MemorySaverNoPending
  - Kept MemorySaverAssertImmutable

Verification:
- Manually checked for no remaining references to removed code
- Maintained existing import structures
- Preserved functionality of the prebuilt test suite

The changes reduce code complexity and remove unnecessary utility
classes that were not being used in the test suite.

---------

Co-authored-by: open-swe-dev[bot] <open-swe-dev@users.noreply.github.com>
Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
2025-07-17 18:45:10 +00:00
Lauren Hirata SinghandGitHub b4eb57da67 docs: Rearrange nav (#5560)
Move Prebuilts overview and Run an agent to the guides page
2025-07-17 13:47:43 -04:00
Sam CrowderandGitHub cec3bef7ea docs: [LangGraph Server Changelog Bot] Changelog updates for new version(s) (#5558)
Automated changelog update created by the LangGraph Server Changelog
Bot.

Feel free to merge anytime.
2025-07-17 12:41:13 -04:00
Nuno Campos 71dc92b349 langgraph-checkpoint 2.1.1 2025-07-17 15:04:57 +02:00
79b4642e55 fix(docs): broken URL in _AIO_ERROR_MSG for AsyncSqliteSaver (#5483)
remove unreachable `yield` from unimplemented async methods

---------

Co-authored-by: Nuno Campos <nuno@langchain.dev>
2025-07-17 12:26:22 +00:00
Nuno CamposandGitHub 48446bcbd2 chore(docs): Mention dataclass (#5470) 2025-07-17 14:23:41 +02:00
Nuno CamposandGitHub cf95c870fe fix(checkpoint): fix AsyncBatchedBaseStore getting stuck (#5504) 2025-07-17 12:50:18 +02:00
Nuno CamposandGitHub a34c38a53d docs: [LangGraph Server Changelog Bot] Changelog updates for new version(s) (#5547) 2025-07-17 12:24:24 +02:00
Sam Crowder db5276ded1 Update changelog via LangGraph Server Changelog Bot 2025-07-16 16:32:19 -07:00
Sam CrowderandGitHub 9c67b9ce4b docs(docs): add disclaimer about overriding otel with DD_API_KEY (#5538) 2025-07-16 16:06:54 -07:00
Lauren Hirata SinghandGitHub 08667fe786 docs: More tracing (#5545)
docs: add more about tracing
2025-07-16 19:06:43 -04:00
Sam CrowderandGitHub 48dabc0538 docs: [LangGraph Server Changelog Bot] Changelog updates for new version(s) (#5540)
Update changelog via LangGraph Server Changelog Bot
2025-07-16 18:24:46 -04:00
d2cc02d789 Update docs/docs/cloud/reference/env_var.md
Co-authored-by: Lauren Hirata Singh <lauren@langchain.dev>
2025-07-16 14:17:56 -07:00
Lauren Hirata SinghandGitHub 92c66d13ec docs: add o11y overview (#5542)
* docs: add o11y overview

* add section for enabling tracing
2025-07-16 16:32:11 -04:00
Sam Crowder 7f821deded remove word tracing 2025-07-16 11:36:16 -07:00
Sam Crowder 12a601c8a3 fix: add disclaimer to the docs about DD_API_KEY overriding app-level tracing 2025-07-16 11:35:48 -07:00
Eugene YurtsevandGitHub d64447c4c2 chore(prebuilt): Allow testing fast (#5533)
Allow testing fast
2025-07-16 15:56:28 +00:00
0d2db35d93 docs: [LangGraph Server Changelog Bot] Changelog updates for new version(s) (#5530)
* Update changelog via LangGraph Server Changelog Bot

* Update docs/docs/cloud/reference/langgraph_server_changelog.md

* Update docs/docs/cloud/reference/langgraph_server_changelog.md

---------

Co-authored-by: William FH <13333726+hinthornw@users.noreply.github.com>
2025-07-16 14:01:46 +00:00
renchaoandGitHub b290e1ffdc docs(mcp): update workflow usage examples (#5525)
Update mcp.md

 "END" is missing
2025-07-16 13:21:26 +00:00
Darren Clark 0d8dfa7bba fix(checkpoint): fix AsyncBatchedBaseStore getting stuck
This commit fixes #5503

Gist of it is:

- `asyncio.exception.InvalidStateError` were being raised when the
  future was cancelled
- this exception bubbled up and killed the background task
- `AsyncBatchedBaseStore` stopped doing queries because the background
  task wasn't running anymore

This commit adds some "if future is not done" checks to guard against
this.
2025-07-14 18:03:51 -04:00
William Fu-Hinthorn a71eb09488 chore[docs]: Mention dataclass 2025-07-12 14:11:25 -07:00
26 changed files with 364 additions and 373 deletions
+1 -1
View File
@@ -58,7 +58,7 @@ The `langchain-mcp-adapters` package enables agents to use tools defined across
```python title="Workflow using MCP tools with ToolNode"
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain.chat_models import init_chat_model
from langgraph.graph import StateGraph, MessagesState, START
from langgraph.graph import StateGraph, MessagesState, START, END
from langgraph.prebuilt import ToolNode
# Initialize the model
+4 -4
View File
@@ -409,8 +409,8 @@ The LangGraph CLI requires a JSON configuration file that follows this [schema](
| Option | Default | Description |
| ---------------------------- | ------------------------- | ----------------------------------------------------------------------------------------------------------------------- |
| `--wait` | | Wait for services to start before returning. Implies --detach |
| `--base-image TEXT` | `langchain/langgraph-api` | Base image to use for the LangGraph API server. Pin to specific versions using version tags. |
| `--image TEXT` | | Docker image to use for the langgraph-api service. If specified, skips building and uses this image directly. |
| `--base-image TEXT` | `langchain/langgraph-api` | Base image to use for the LangGraph API server. Pin to specific versions using version tags. |
| `--image TEXT` | | Docker image to use for the langgraph-api service. If specified, skips building and uses this image directly. |
| `--postgres-uri TEXT` | Local database | Postgres URI to use for the database. |
| `--watch` | | Restart on file changes |
| `--debugger-base-url TEXT` | `http://127.0.0.1:[PORT]` | URL used by the debugger to access LangGraph API. |
@@ -438,8 +438,8 @@ The LangGraph CLI requires a JSON configuration file that follows this [schema](
| Option | Default | Description |
| ---------------------------------------------------------------------- | ------------------------- | ----------------------------------------------------------------------------------------------------------------------- |
| <span style="white-space: nowrap;">`--wait`</span> | | Wait for services to start before returning. Implies --detach |
| <span style="white-space: nowrap;">`--base-image TEXT`</span> | <span style="white-space: nowrap;">`langchain/langgraph-api`</span> | Base image to use for the LangGraph API server. Pin to specific versions using version tags. |
| <span style="white-space: nowrap;">`--image TEXT`</span> | | Docker image to use for the langgraph-api service. If specified, skips building and uses this image directly. |
| <span style="white-space: nowrap;">`--base-image TEXT`</span> | <span style="white-space: nowrap;">`langchain/langgraph-api`</span> | Base image to use for the LangGraph API server. Pin to specific versions using version tags. |
| <span style="white-space: nowrap;">`--image TEXT`</span> | | Docker image to use for the langgraph-api service. If specified, skips building and uses this image directly. |
| <span style="white-space: nowrap;">`--postgres-uri TEXT`</span> | Local database | Postgres URI to use for the database. |
| <span style="white-space: nowrap;">`--watch`</span> | | Restart on file changes |
| <span style="white-space: nowrap;">`-c, --config FILE`</span> | `langgraph.json` | Path to configuration file declaring dependencies, graphs and environment variables. |
+3
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@@ -28,6 +28,9 @@ Specify `DD_API_KEY` (your [Datadog API Key](https://docs.datadoghq.com/account_
If `DD_API_KEY` is specified, the application process is wrapped in the [`ddtrace-run` command](https://ddtrace.readthedocs.io/en/stable/installation_quickstart.html). Other `DD_*` environment variables (e.g. `DD_SITE`, `DD_ENV`, `DD_SERVICE`, `DD_TRACE_ENABLED`) are typically needed to properly configure the tracing instrumentation. See [`DD_*` environment variables](https://ddtrace.readthedocs.io/en/stable/configuration.html) for more details.
!!! note
Enabling `DD_API_KEY` (and thus `ddtrace-run`) can override or interfere with other auto-instrumentation solutions (such as OpenTelemetry) that you may have instrumented into your application code.
## `LANGCHAIN_TRACING_SAMPLING_RATE`
Sampling rate for traces sent to LangSmith. Valid values: Any float between `0` and `1`.
@@ -4,8 +4,26 @@
---
## v0.2.95 (2025-07-17)
- Avoided setting the future if it is already done to prevent redundant operations.
- Resolved compatibility errors in CI by switching from `typing.TypedDict` to `typing_extensions.TypedDict` for Python versions below 3.12.
## v0.2.94 (2025-07-16)
- Improved performance by omitting pending sends for langgraph versions 0.5 and above.
- Improved server startup logs to provide clearer warnings when the DD_API_KEY environment variable is set.
## v0.2.93 (2025-07-16)
- Removed the GIN index for run metadata to improve performance.
## v0.2.92 (2025-07-16)
- Enabled copying functionality for blobs and checkpoints, improving data management flexibility.
## v0.2.91 (2025-07-16)
- Reduced writes to the `checkpoint_blobs` table by inlining small values (null, numeric, str, etc.). This means we don't need to store extra values for channels that haven't been updated.
## v0.2.90 (2025-07-16)
- Improve checkpoint writes via node-local background queing.
- Improve checkpoint writes via node-local background queueing.
## v0.2.89 (2025-07-15)
- Decoupled checkpoint writing from thread/run state by removing foreign keys and updated logger to prevent timeout-related failures.
+1 -1
View File
@@ -45,7 +45,7 @@ The first thing you do when you define a graph is define the `State` of the grap
### Schema
The main documented way to specify the schema of a graph is by using `TypedDict`. However, we also support [using a Pydantic BaseModel](../how-tos/graph-api.md#use-pydantic-models-for-graph-state) as your graph state to add **default values** and additional data validation.
The main documented way to specify the schema of a graph is by using a [`TypedDict`](https://docs.python.org/3/library/typing.html#typing.TypedDict). If you want to provide default values in your state, use a [`dataclass`](https://docs.python.org/3/library/dataclasses.html). We also support using a Pydantic [BaseModel](../how-tos/graph-api.md#use-pydantic-models-for-graph-state) as your graph state if you want recursive data validation (though note that pydantic is less performant than a `TypedDict` or `dataclass`).
By default, the graph will have the same input and output schemas. If you want to change this, you can also specify explicit input and output schemas directly. This is useful when you have a lot of keys, and some are explicitly for input and others for output. See the [guide here](../how-tos/graph-api.md#define-input-and-output-schemas) for how to use.
+17
View File
@@ -0,0 +1,17 @@
# Tracing
Traces are a series of steps that your application takes to go from input to output. Each of these individual steps is represented by a run. You can use [LangSmith](https://smith.langchain.com/) to visualize these execution steps. To use it, [enable tracing for your application](../how-tos/enable-tracing.md). This enables you to do the following:
- [Debug a locally running application](../cloud/how-tos/clone_traces_studio.md).
- [Evaluate the application performance](../agents/evals.md).
- [Monitor the application](https://docs.smith.langchain.com/observability/how_to_guides/dashboards).
To get started, sign up for a free account at [LangSmith](https://smith.langchain.com/).
## Learn more
- [Graph runs in LangSmith](../how-tos/run-id-langsmith.md)
- [LangSmith Observability quickstart](https://docs.smith.langchain.com/observability)
- [Trace with LangGraph](https://docs.smith.langchain.com/observability/how_to_guides/trace_with_langgraph)
- [Tracing conceptual guide](https://docs.smith.langchain.com/observability/concepts#traces)
+5
View File
@@ -2,6 +2,11 @@
The pages in this section provide a conceptual overview and how-tos for the following topics:
## Agent development
- [Overview](../agents/overview.md): Use prebuilt components to build an agent.
- [Run an agent](../agents/run_agents.md): Run an agent by providing input, interpreting output, enabling streaming, and controlling execution limits.
## LangGraph APIs
- [Graph API](../concepts/low_level.md): Use the Graph API to define workflows using a graph paradigm.
+16
View File
@@ -0,0 +1,16 @@
# Enable tracing for your application
To enable [tracing](../concepts/tracing.md) for your application, set the following environment variables:
```python
export LANGSMITH_TRACING=true
export LANGSMITH_API_KEY=<your-api-key>
```
For more information, see [Trace with LangGraph](https://docs.smith.langchain.com/observability/how_to_guides/trace_with_langgraph).
## Learn more
- [Graph runs in LangSmith](../how-tos/run-id-langsmith.md)
- [LangSmith Observability quickstart](https://docs.smith.langchain.com/observability)
- [Tracing conceptual guide](https://docs.smith.langchain.com/observability/concepts#traces)
+3 -2
View File
@@ -328,14 +328,15 @@ Output of graph invocation: {'a': 'set by node_3'}
A [StateGraph](https://langchain-ai.github.io/langgraph/reference/graphs.md#langgraph.graph.StateGraph) accepts a `state_schema` argument on initialization that specifies the "shape" of the state that the nodes in the graph can access and update.
In our examples, we typically use a python-native `TypedDict` for `state_schema`, but `state_schema` can be any [type](https://docs.python.org/3/library/stdtypes.html#type-objects).
In our examples, we typically use a python-native `TypedDict` or [`dataclass`](https://docs.python.org/3/library/dataclasses.html) for `state_schema`, but `state_schema` can be any [type](https://docs.python.org/3/library/stdtypes.html#type-objects).
Here, we'll see how a [Pydantic BaseModel](https://docs.pydantic.dev/latest/api/base_model/). can be used for `state_schema` to add run time validation on **inputs**.
Here, we'll see how a [Pydantic BaseModel](https://docs.pydantic.dev/latest/api/base_model/) can be used for `state_schema` to add run-time validation on **inputs**.
!!! note "Known Limitations"
- Currently, the output of the graph will **NOT** be an instance of a pydantic model.
- Run-time validation only occurs on inputs into nodes, not on the outputs.
- The validation error trace from pydantic does not show which node the error arises in.
- Pydantic's recursive validation can be slow. For performance-sensitive applications, you may want to consider using a `dataclass` instead.
```python
from langgraph.graph import StateGraph, START, END
+8 -5
View File
@@ -103,14 +103,15 @@ nav:
- 5. Customize state: tutorials/get-started/5-customize-state.md
- 6. Time travel: tutorials/get-started/6-time-travel.md
- Run a local server: tutorials/langgraph-platform/local-server.md
- Agent development:
- General concepts:
- Workflows & agents: tutorials/workflows.md
- Prebuilt components: agents/overview.md
- Run an agent: agents/run_agents.md
- Agent architectures: concepts/agentic_concepts.md
- Guides:
- guides/index.md
- Agent development:
- Overview: agents/overview.md
- Run an agent: agents/run_agents.md
- LangGraph APIs:
- Graph API:
- Overview: concepts/low_level.md
@@ -157,8 +158,10 @@ nav:
- Overview: concepts/mcp.md
- Use MCP: agents/mcp.md
- Server API: concepts/server-mcp.md
- Evaluation:
- Basic implementation: agents/evals.md
- Tracing:
- Overview: concepts/tracing.md
- Enable tracing: how-tos/enable-tracing.md
- Evaluate performance: agents/evals.md
- Platform-only capabilities:
- LangGraph Platform:
- Overview: concepts/langgraph_platform.md
+1 -1
View File
@@ -304,7 +304,7 @@ wheels = [
[[package]]
name = "langgraph-checkpoint"
version = "2.1.0"
version = "2.1.1"
source = { editable = "../checkpoint" }
dependencies = [
{ name = "langchain-core" },
@@ -29,7 +29,7 @@ _AIO_ERROR_MSG = (
"from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver\n"
"Note: AsyncSqliteSaver requires the aiosqlite package to use.\n"
"Install with:\n`pip install aiosqlite`\n"
"See https://langchain-ai.github.io/langgraph/reference/checkpoints/asyncsqlitesaver"
"See https://langchain-ai.github.io/langgraph/reference/checkpoints/#langgraph.checkpoint.sqlite.aio.AsyncSqliteSaver"
"for more information."
)
+1 -1
View File
@@ -316,7 +316,7 @@ wheels = [
[[package]]
name = "langgraph-checkpoint"
version = "2.1.0"
version = "2.1.1"
source = { editable = "../checkpoint" }
dependencies = [
{ name = "langchain-core" },
@@ -343,10 +343,14 @@ async def _run(
# set the results of each operation
for fut, result in zip(futs, results):
fut.set_result(result)
# guard against future being done (e.g. cancelled)
if not fut.done():
fut.set_result(result)
except Exception as e:
for fut in futs:
fut.set_exception(e)
# guard against future being done (e.g. cancelled)
if not fut.done():
fut.set_exception(e)
finally:
# remove strong ref to store
del s
+1 -1
View File
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
[project]
name = "langgraph-checkpoint"
version = "2.1.0"
version = "2.1.1"
description = "Library with base interfaces for LangGraph checkpoint savers."
authors = []
requires-python = ">=3.9"
+37
View File
@@ -155,6 +155,43 @@ async def test_async_batch_store(mocker: MockerFixture) -> None:
]
async def test_async_batch_store_handles_cancellation() -> None:
class MockStore(AsyncBatchedBaseStore):
def batch(self, ops: Iterable[Op]) -> list[Result]:
raise NotImplementedError
async def abatch(self, ops: Iterable[Op]) -> list[Result]:
assert all(isinstance(op, GetOp) for op in ops)
return [
Item(
value={},
key=getattr(op, "key", ""),
namespace=getattr(op, "namespace", ()),
created_at=datetime(2024, 9, 24, 17, 29, 10, 128397),
updated_at=datetime(2024, 9, 24, 17, 29, 10, 128397),
)
for op in ops
]
store = MockStore()
# Simulate cancellation
task = asyncio.create_task(store.aget(namespace=("a",), key="b"))
await asyncio.sleep(0)
task.cancel()
await asyncio.sleep(0)
# Cancelling individual queries against the store should not break the store
result = await store.aget(namespace=("c",), key="d")
assert result == Item(
value={},
key="d",
namespace=("c",),
created_at=datetime(2024, 9, 24, 17, 29, 10, 128397),
updated_at=datetime(2024, 9, 24, 17, 29, 10, 128397),
)
def test_list_namespaces_basic() -> None:
store = InMemoryStore()
+1 -1
View File
@@ -323,7 +323,7 @@ wheels = [
[[package]]
name = "langgraph-checkpoint"
version = "2.1.0"
version = "2.1.1"
source = { editable = "." }
dependencies = [
{ name = "langchain-core" },
+2 -2
View File
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
[project]
name = "langgraph-cli"
version = "0.3.4"
version = "0.3.5"
description = "CLI for interacting with LangGraph API"
authors = []
requires-python = ">=3.9"
@@ -19,7 +19,7 @@ dependencies = [
[project.optional-dependencies]
inmem = [
"langgraph-api>=0.2.67,<0.3.0 ; python_version >= '3.11'",
"langgraph-runtime-inmem>=0.3.0,<0.4.0 ; python_version >= '3.11'",
"langgraph-runtime-inmem>=0.6.0 ; python_version >= '3.11'",
"python-dotenv>=0.8.0",
]
+170 -160
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[[package]]
+1 -1
View File
@@ -1301,7 +1301,7 @@ wheels = [
[[package]]
name = "langgraph-checkpoint"
version = "2.1.0"
version = "2.1.1"
source = { editable = "../checkpoint" }
dependencies = [
{ name = "langchain-core" },
+8 -4
View File
@@ -1,4 +1,4 @@
.PHONY: all format lint test test_watch integration_tests spell_check spell_fix benchmark profile
.PHONY: all format lint test test-fast test_watch integration_tests spell_check spell_fix benchmark profile
# Default target executed when no arguments are given to make.
all: help
@@ -15,14 +15,17 @@ stop-postgres:
TEST ?= .
test-fast:
LANGGRAPH_TEST_FAST=1 uv run pytest $(TEST)
test:
make start-postgres && uv run pytest $(TEST); \
make start-postgres && LANGGRAPH_TEST_FAST=0 uv run pytest $(TEST); \
EXIT_CODE=$$?; \
make stop-postgres; \
exit $$EXIT_CODE
test_watch:
make start-postgres && uv run ptw $(TEST); \
make start-postgres && LANGGRAPH_TEST_FAST=0 uv run ptw $(TEST); \
EXIT_CODE=$$?; \
make stop-postgres; \
exit $$EXIT_CODE
@@ -49,7 +52,7 @@ lint lint_diff lint_package lint_tests:
format format_diff:
uv run ruff format $(PYTHON_FILES)
uv run ruff check --select I --fix $(PYTHON_FILES)
uv run ruff check --fix $(PYTHON_FILES)
spell_check:
uv run codespell --toml pyproject.toml
@@ -74,5 +77,6 @@ help:
@echo '-- TESTS --'
@echo 'coverage - run unit tests and generate coverage report'
@echo 'test - run unit tests'
@echo 'test-fast - run unit tests with in-memory checkpointer only'
@echo 'test TEST_FILE=<test_file> - run all tests in file'
@echo 'test_watch - run unit tests in watch mode'
+1 -69
View File
@@ -1,27 +1,5 @@
import re
from typing import Any, Sequence, Union
from typing_extensions import Self
class FloatBetween(float):
def __new__(cls, min_value: float, max_value: float) -> Self:
return super().__new__(cls, min_value)
def __init__(self, min_value: float, max_value: float) -> None:
super().__init__()
self.min_value = min_value
self.max_value = max_value
def __eq__(self, other: object) -> bool:
return (
isinstance(other, float)
and other >= self.min_value
and other <= self.max_value
)
def __hash__(self) -> int:
return hash((float(self), self.min_value, self.max_value))
from typing import Union
class AnyStr(str):
@@ -38,49 +16,3 @@ class AnyStr(str):
def __hash__(self) -> int:
return hash((str(self), self.prefix))
class AnyDict(dict):
def __init__(self, *args, **kwargs) -> None:
super().__init__(*args, **kwargs)
def __eq__(self, other: object) -> bool:
if not isinstance(other, dict) or len(self) != len(other):
return False
for k, v in self.items():
if kk := next((kk for kk in other if kk == k), None):
if v == other[kk]:
continue
else:
return False
else:
return True
class AnyVersion:
def __init__(self) -> None:
super().__init__()
def __eq__(self, other: object) -> bool:
return isinstance(other, (str, int, float))
def __hash__(self) -> int:
return hash(str(self))
class UnsortedSequence:
def __init__(self, *values: Any) -> None:
self.seq = values
def __eq__(self, value: object) -> bool:
return (
isinstance(value, Sequence)
and len(self.seq) == len(value)
and all(a in value for a in self.seq)
)
def __hash__(self) -> int:
return hash(frozenset(self.seq))
def __repr__(self) -> str:
return repr(self.seq)
+54 -16
View File
@@ -1,3 +1,4 @@
import os
from collections.abc import AsyncIterator, Iterator
from uuid import UUID
@@ -29,6 +30,55 @@ from tests.conftest_store import (
pytest.register_assert_rewrite("tests.memory_assert")
# Global variables for checkpointer and store configurations
FAST_MODE = os.getenv("LANGGRAPH_TEST_FAST", "true").lower() in ("true", "1", "yes")
SYNC_CHECKPOINTER_PARAMS = (
["memory"]
if FAST_MODE
else [
"memory",
"sqlite",
"postgres",
"postgres_pipe",
"postgres_pool",
]
)
ASYNC_CHECKPOINTER_PARAMS = (
["memory"]
if FAST_MODE
else [
"memory",
"sqlite_aio",
"postgres_aio",
"postgres_aio_pipe",
"postgres_aio_pool",
]
)
SYNC_STORE_PARAMS = (
["in_memory"]
if FAST_MODE
else [
"in_memory",
"postgres",
"postgres_pipe",
"postgres_pool",
]
)
ASYNC_STORE_PARAMS = (
["in_memory"]
if FAST_MODE
else [
"in_memory",
"postgres_aio",
"postgres_aio_pipe",
"postgres_aio_pool",
]
)
@pytest.fixture
def anyio_backend():
@@ -48,7 +98,7 @@ def deterministic_uuids(mocker: MockerFixture) -> MockerFixture:
@pytest.fixture(
scope="function",
params=["in_memory", "postgres", "postgres_pipe", "postgres_pool"],
params=SYNC_STORE_PARAMS,
)
def sync_store(request: pytest.FixtureRequest) -> Iterator[BaseStore]:
store_name = request.param
@@ -72,7 +122,7 @@ def sync_store(request: pytest.FixtureRequest) -> Iterator[BaseStore]:
@pytest.fixture(
scope="function",
params=["in_memory", "postgres_aio", "postgres_aio_pipe", "postgres_aio_pool"],
params=ASYNC_STORE_PARAMS,
)
async def async_store(request: pytest.FixtureRequest) -> AsyncIterator[BaseStore]:
store_name = request.param
@@ -96,13 +146,7 @@ async def async_store(request: pytest.FixtureRequest) -> AsyncIterator[BaseStore
@pytest.fixture(
scope="function",
params=[
"memory",
"sqlite",
"postgres",
"postgres_pipe",
"postgres_pool",
],
params=SYNC_CHECKPOINTER_PARAMS,
)
def sync_checkpointer(
request: pytest.FixtureRequest,
@@ -129,13 +173,7 @@ def sync_checkpointer(
@pytest.fixture(
scope="function",
params=[
"memory",
"sqlite_aio",
"postgres_aio",
"postgres_aio_pipe",
"postgres_aio_pool",
],
params=ASYNC_CHECKPOINTER_PARAMS,
)
async def async_checkpointer(
request: pytest.FixtureRequest,
+1 -76
View File
@@ -1,31 +1,19 @@
import asyncio
import os
import tempfile
from collections import defaultdict
from functools import partial
from typing import Any, Optional
from langchain_core.runnables import RunnableConfig
from typing import Optional
from langgraph.checkpoint.base import (
ChannelVersions,
Checkpoint,
CheckpointMetadata,
CheckpointTuple,
SerializerProtocol,
)
from langgraph.checkpoint.memory import InMemorySaver, PersistentDict
from langgraph.pregel.checkpoint import copy_checkpoint
class NoopSerializer(SerializerProtocol):
def loads_typed(self, data: tuple[str, bytes]) -> Any:
return data[1]
def dumps_typed(self, obj: Any) -> tuple[str, bytes]:
return "type", obj
class MemorySaverAssertImmutable(InMemorySaver):
storage_for_copies: defaultdict[str, dict[str, dict[str, Checkpoint]]]
@@ -69,66 +57,3 @@ class MemorySaverAssertImmutable(InMemorySaver):
)
# call super to write checkpoint
return super().put(config, checkpoint, metadata, new_versions)
class MemorySaverAssertCheckpointMetadata(InMemorySaver):
"""This custom checkpointer is for verifying that a run's configurable
fields are merged with the previous checkpoint config for each step in
the run. This is the desired behavior. Because the checkpointer's (a)put()
method is called for each step, the implementation of this checkpointer
should produce a side effect that can be asserted.
"""
def put(
self,
config: RunnableConfig,
checkpoint: Checkpoint,
metadata: CheckpointMetadata,
new_versions: ChannelVersions,
) -> None:
"""The implementation of put() merges config["configurable"] (a run's
configurable fields) with the metadata field. The state of the
checkpoint metadata can be asserted to confirm that the run's
configurable fields were merged with the previous checkpoint config.
"""
configurable = config["configurable"].copy()
# remove checkpoint_id to make testing simpler
checkpoint_id = configurable.pop("checkpoint_id", None)
thread_id = config["configurable"]["thread_id"]
checkpoint_ns = config["configurable"]["checkpoint_ns"]
self.storage[thread_id][checkpoint_ns].update(
{
checkpoint["id"]: (
self.serde.dumps_typed(checkpoint),
# merge configurable fields and metadata
self.serde.dumps_typed({**configurable, **metadata}),
checkpoint_id,
)
}
)
return {
"configurable": {
"thread_id": config["configurable"]["thread_id"],
"checkpoint_id": checkpoint["id"],
}
}
async def aput(
self,
config: RunnableConfig,
checkpoint: Checkpoint,
metadata: CheckpointMetadata,
new_versions: ChannelVersions,
) -> RunnableConfig:
return await asyncio.get_running_loop().run_in_executor(
None, self.put, config, checkpoint, metadata, new_versions
)
class MemorySaverNoPending(InMemorySaver):
def get_tuple(self, config: RunnableConfig) -> Optional[CheckpointTuple]:
result = super().get_tuple(config)
if result:
return CheckpointTuple(result.config, result.checkpoint, result.metadata)
return result
+1 -23
View File
@@ -9,33 +9,11 @@ subclassed strings.
from typing import Any
from langchain_core.documents import Document
from langchain_core.messages import AIMessage, AIMessageChunk, HumanMessage, ToolMessage
from langchain_core.messages import HumanMessage, ToolMessage
from tests.any_str import AnyStr
def _AnyIdDocument(**kwargs: Any) -> Document:
"""Create a document with an id field."""
message = Document(**kwargs)
message.id = AnyStr()
return message
def _AnyIdAIMessage(**kwargs: Any) -> AIMessage:
"""Create ai message with an any id field."""
message = AIMessage(**kwargs)
message.id = AnyStr()
return message
def _AnyIdAIMessageChunk(**kwargs: Any) -> AIMessageChunk:
"""Create ai message with an any id field."""
message = AIMessageChunk(**kwargs)
message.id = AnyStr()
return message
def _AnyIdHumanMessage(**kwargs: Any) -> HumanMessage:
"""Create a human message with an any id field."""
message = HumanMessage(**kwargs)
+1 -1
View File
@@ -367,7 +367,7 @@ dev = [
[[package]]
name = "langgraph-checkpoint"
version = "2.1.0"
version = "2.1.1"
source = { editable = "../checkpoint" }
dependencies = [
{ name = "langchain-core" },