From a71eb0948811b93759985b3aba2dcc5203976c62 Mon Sep 17 00:00:00 2001 From: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com> Date: Sat, 12 Jul 2025 14:11:25 -0700 Subject: [PATCH 01/28] chore[docs]: Mention dataclass --- docs/docs/concepts/low_level.md | 2 +- docs/docs/how-tos/graph-api.md | 5 +++-- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/docs/docs/concepts/low_level.md b/docs/docs/concepts/low_level.md index 13c0fa0f7..5670e13d5 100644 --- a/docs/docs/concepts/low_level.md +++ b/docs/docs/concepts/low_level.md @@ -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. diff --git a/docs/docs/how-tos/graph-api.md b/docs/docs/how-tos/graph-api.md index 6fa8bd241..c7627bdf2 100644 --- a/docs/docs/how-tos/graph-api.md +++ b/docs/docs/how-tos/graph-api.md @@ -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 From 0d8dfa7bbaeb6fad807eaa3ec0147e2e3297948d Mon Sep 17 00:00:00 2001 From: Darren Clark Date: Mon, 14 Jul 2025 16:45:25 -0400 Subject: [PATCH 02/28] 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. --- libs/checkpoint/langgraph/store/base/batch.py | 8 +++- libs/checkpoint/tests/test_store.py | 37 +++++++++++++++++++ 2 files changed, 43 insertions(+), 2 deletions(-) diff --git a/libs/checkpoint/langgraph/store/base/batch.py b/libs/checkpoint/langgraph/store/base/batch.py index 7d9daad4a..e581a8bc5 100644 --- a/libs/checkpoint/langgraph/store/base/batch.py +++ b/libs/checkpoint/langgraph/store/base/batch.py @@ -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 diff --git a/libs/checkpoint/tests/test_store.py b/libs/checkpoint/tests/test_store.py index 8bdabf80d..75774ef09 100644 --- a/libs/checkpoint/tests/test_store.py +++ b/libs/checkpoint/tests/test_store.py @@ -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() From 12a601c8a3b19e28c9095b5dcf765365cd41a766 Mon Sep 17 00:00:00 2001 From: Sam Crowder Date: Wed, 16 Jul 2025 11:35:48 -0700 Subject: [PATCH 03/28] fix: add disclaimer to the docs about DD_API_KEY overriding app-level tracing --- docs/docs/cloud/reference/env_var.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/docs/cloud/reference/env_var.md b/docs/docs/cloud/reference/env_var.md index 333508d96..f580e4930 100644 --- a/docs/docs/cloud/reference/env_var.md +++ b/docs/docs/cloud/reference/env_var.md @@ -28,6 +28,8 @@ 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 tracing or autoinstrumentation 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`. From 7f821dededc2740775d09f3622b2c1a117fba086 Mon Sep 17 00:00:00 2001 From: Sam Crowder Date: Wed, 16 Jul 2025 11:36:16 -0700 Subject: [PATCH 04/28] remove word tracing --- docs/docs/cloud/reference/env_var.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/docs/cloud/reference/env_var.md b/docs/docs/cloud/reference/env_var.md index f580e4930..c2a298939 100644 --- a/docs/docs/cloud/reference/env_var.md +++ b/docs/docs/cloud/reference/env_var.md @@ -28,7 +28,7 @@ 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 tracing or autoinstrumentation solutions (such as OpenTelemetry) that you may have instrumented into your application code. +> **Note:** Enabling `DD_API_KEY` (and thus `ddtrace-run`) can override or interfere with other autoinstrumentation solutions (such as OpenTelemetry) that you may have instrumented into your application code. ## `LANGCHAIN_TRACING_SAMPLING_RATE` From d2cc02d789b5db7c21de3b86852c7dfa54af7c05 Mon Sep 17 00:00:00 2001 From: Sam Crowder Date: Wed, 16 Jul 2025 14:17:56 -0700 Subject: [PATCH 05/28] Update docs/docs/cloud/reference/env_var.md Co-authored-by: Lauren Hirata Singh --- docs/docs/cloud/reference/env_var.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs/docs/cloud/reference/env_var.md b/docs/docs/cloud/reference/env_var.md index c2a298939..e24270c13 100644 --- a/docs/docs/cloud/reference/env_var.md +++ b/docs/docs/cloud/reference/env_var.md @@ -28,7 +28,8 @@ 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 autoinstrumentation solutions (such as OpenTelemetry) that you may have instrumented into your application code. +!!! 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` From 08667fe786833b3ca6e515c4e3c59277541f58a0 Mon Sep 17 00:00:00 2001 From: Lauren Hirata Singh Date: Wed, 16 Jul 2025 19:06:43 -0400 Subject: [PATCH 06/28] docs: More tracing (#5545) docs: add more about tracing --- docs/docs/concepts/tracing.md | 17 +++++++++++++++++ docs/docs/how-tos/enable-tracing.md | 16 ++++++++++++++++ docs/docs/how-tos/observability.md | 21 --------------------- docs/mkdocs.yml | 5 +++-- 4 files changed, 36 insertions(+), 23 deletions(-) create mode 100644 docs/docs/concepts/tracing.md create mode 100644 docs/docs/how-tos/enable-tracing.md delete mode 100644 docs/docs/how-tos/observability.md diff --git a/docs/docs/concepts/tracing.md b/docs/docs/concepts/tracing.md new file mode 100644 index 000000000..a9aa954c3 --- /dev/null +++ b/docs/docs/concepts/tracing.md @@ -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) + diff --git a/docs/docs/how-tos/enable-tracing.md b/docs/docs/how-tos/enable-tracing.md new file mode 100644 index 000000000..d1273b6d3 --- /dev/null +++ b/docs/docs/how-tos/enable-tracing.md @@ -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= +``` + +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) \ No newline at end of file diff --git a/docs/docs/how-tos/observability.md b/docs/docs/how-tos/observability.md deleted file mode 100644 index d21656eeb..000000000 --- a/docs/docs/how-tos/observability.md +++ /dev/null @@ -1,21 +0,0 @@ -# Observability - -Use [LangSmith](https://smith.langchain.com/) to visualize the execution of a LangGraph application and do the following: - -- [Enable tracing for your application](#enable-tracing-for-your-application). -- [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/). - -## Enable tracing for your application - -To use LangSmith with your LangGraph application, enable tracing: - -```python -export LANGSMITH_TRACING=true -export LANGSMITH_API_KEY= -``` - -For more information, see [Trace with LangGraph](https://docs.smith.langchain.com/observability/how_to_guides/trace_with_langgraph). \ No newline at end of file diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml index a3f6961d1..3dda84548 100644 --- a/docs/mkdocs.yml +++ b/docs/mkdocs.yml @@ -157,8 +157,9 @@ nav: - Overview: concepts/mcp.md - Use MCP: agents/mcp.md - Server API: concepts/server-mcp.md - - Observability: - - Overview: how-tos/observability.md + - Tracing: + - Overview: concepts/tracing.md + - Enable tracing: how-tos/enable-tracing.md - Evaluate performance: agents/evals.md - Platform-only capabilities: - LangGraph Platform: From db5276ded105f0c23ee95a3dd179afc59bdfa6b5 Mon Sep 17 00:00:00 2001 From: Sam Crowder Date: Wed, 16 Jul 2025 16:32:19 -0700 Subject: [PATCH 07/28] Update changelog via LangGraph Server Changelog Bot --- docs/docs/cloud/reference/langgraph_server_changelog.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/docs/docs/cloud/reference/langgraph_server_changelog.md b/docs/docs/cloud/reference/langgraph_server_changelog.md index 6bb2a9cbb..e3e3deed5 100644 --- a/docs/docs/cloud/reference/langgraph_server_changelog.md +++ b/docs/docs/cloud/reference/langgraph_server_changelog.md @@ -4,6 +4,10 @@ --- +## 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. From 79b4642e552d41bf0dc2f150fc638cd1abaa06dc Mon Sep 17 00:00:00 2001 From: jito Date: Thu, 17 Jul 2025 21:26:22 +0900 Subject: [PATCH 08/28] fix(docs): broken URL in _AIO_ERROR_MSG for AsyncSqliteSaver (#5483) remove unreachable `yield` from unimplemented async methods --------- Co-authored-by: Nuno Campos --- libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/__init__.py b/libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/__init__.py index e716b1f47..e2907fe80 100644 --- a/libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/__init__.py +++ b/libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/__init__.py @@ -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." ) From 71dc92b3499b380d6009333e4553d89de6db9bfe Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Thu, 17 Jul 2025 15:04:57 +0200 Subject: [PATCH 09/28] langgraph-checkpoint 2.1.1 --- libs/checkpoint-postgres/uv.lock | 2 +- libs/checkpoint-sqlite/uv.lock | 2 +- libs/checkpoint/pyproject.toml | 2 +- libs/checkpoint/uv.lock | 2 +- libs/langgraph/uv.lock | 2 +- libs/prebuilt/uv.lock | 2 +- 6 files changed, 6 insertions(+), 6 deletions(-) diff --git a/libs/checkpoint-postgres/uv.lock b/libs/checkpoint-postgres/uv.lock index a35ac72cf..343c49a2d 100644 --- a/libs/checkpoint-postgres/uv.lock +++ b/libs/checkpoint-postgres/uv.lock @@ -304,7 +304,7 @@ wheels = [ [[package]] name = "langgraph-checkpoint" -version = "2.1.0" +version = "2.1.1" source = { editable = "../checkpoint" } dependencies = [ { name = "langchain-core" }, diff --git a/libs/checkpoint-sqlite/uv.lock b/libs/checkpoint-sqlite/uv.lock index 9eca0f9d7..711f8c904 100644 --- a/libs/checkpoint-sqlite/uv.lock +++ b/libs/checkpoint-sqlite/uv.lock @@ -316,7 +316,7 @@ wheels = [ [[package]] name = "langgraph-checkpoint" -version = "2.1.0" +version = "2.1.1" source = { editable = "../checkpoint" } dependencies = [ { name = "langchain-core" }, diff --git a/libs/checkpoint/pyproject.toml b/libs/checkpoint/pyproject.toml index b7bc90bce..647e757e0 100644 --- a/libs/checkpoint/pyproject.toml +++ b/libs/checkpoint/pyproject.toml @@ -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" diff --git a/libs/checkpoint/uv.lock b/libs/checkpoint/uv.lock index 8e9c0ea3b..4a39de103 100644 --- a/libs/checkpoint/uv.lock +++ b/libs/checkpoint/uv.lock @@ -323,7 +323,7 @@ wheels = [ [[package]] name = "langgraph-checkpoint" -version = "2.1.0" +version = "2.1.1" source = { editable = "." } dependencies = [ { name = "langchain-core" }, diff --git a/libs/langgraph/uv.lock b/libs/langgraph/uv.lock index d4455e78f..1c8f4d0bb 100644 --- a/libs/langgraph/uv.lock +++ b/libs/langgraph/uv.lock @@ -1301,7 +1301,7 @@ wheels = [ [[package]] name = "langgraph-checkpoint" -version = "2.1.0" +version = "2.1.1" source = { editable = "../checkpoint" } dependencies = [ { name = "langchain-core" }, diff --git a/libs/prebuilt/uv.lock b/libs/prebuilt/uv.lock index e27bd8b97..56db79769 100644 --- a/libs/prebuilt/uv.lock +++ b/libs/prebuilt/uv.lock @@ -367,7 +367,7 @@ dev = [ [[package]] name = "langgraph-checkpoint" -version = "2.1.0" +version = "2.1.1" source = { editable = "../checkpoint" } dependencies = [ { name = "langchain-core" }, From cec3bef7eab3b114437fab423af03738530bb252 Mon Sep 17 00:00:00 2001 From: Sam Crowder Date: Thu, 17 Jul 2025 09:41:13 -0700 Subject: [PATCH 10/28] 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. --- docs/docs/cloud/reference/langgraph_server_changelog.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/docs/docs/cloud/reference/langgraph_server_changelog.md b/docs/docs/cloud/reference/langgraph_server_changelog.md index e3e3deed5..1b2b9dc85 100644 --- a/docs/docs/cloud/reference/langgraph_server_changelog.md +++ b/docs/docs/cloud/reference/langgraph_server_changelog.md @@ -4,6 +4,10 @@ --- +## 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. From b4eb57da6795bc7cef6616395ab8e9edb82f38de Mon Sep 17 00:00:00 2001 From: Lauren Hirata Singh Date: Thu, 17 Jul 2025 13:47:43 -0400 Subject: [PATCH 11/28] docs: Rearrange nav (#5560) Move Prebuilts overview and Run an agent to the guides page --- docs/docs/guides/index.md | 5 +++++ docs/mkdocs.yml | 7 ++++--- 2 files changed, 9 insertions(+), 3 deletions(-) diff --git a/docs/docs/guides/index.md b/docs/docs/guides/index.md index 7a5098dc5..d8a29643f 100644 --- a/docs/docs/guides/index.md +++ b/docs/docs/guides/index.md @@ -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. diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml index 3dda84548..e76332942 100644 --- a/docs/mkdocs.yml +++ b/docs/mkdocs.yml @@ -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 From e0699fbdaf709b4be360286611c31132908ff154 Mon Sep 17 00:00:00 2001 From: Sam Crowder Date: Thu, 17 Jul 2025 11:04:52 -0700 Subject: [PATCH 12/28] Update changelog via LangGraph Server Changelog Bot --- docs/docs/cloud/reference/langgraph_server_changelog.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/docs/docs/cloud/reference/langgraph_server_changelog.md b/docs/docs/cloud/reference/langgraph_server_changelog.md index 1b2b9dc85..66e1702af 100644 --- a/docs/docs/cloud/reference/langgraph_server_changelog.md +++ b/docs/docs/cloud/reference/langgraph_server_changelog.md @@ -4,6 +4,9 @@ --- +## v0.2.96 (2025-07-17) +- Added a fallback mechanism for configurable header patterns to handle exclude/include settings more effectively. + ## 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. From f87608a16f315b6f83e00d6fdf2b1f138c8bae58 Mon Sep 17 00:00:00 2001 From: "open-swe[bot]" <215916821+open-swe[bot]@users.noreply.github.com> Date: Thu, 17 Jul 2025 18:45:10 +0000 Subject: [PATCH 13/28] 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] Co-authored-by: Eugene Yurtsev --- libs/prebuilt/Makefile | 2 +- libs/prebuilt/tests/any_str.py | 70 +------------------------ libs/prebuilt/tests/memory_assert.py | 77 +--------------------------- libs/prebuilt/tests/messages.py | 24 +-------- 4 files changed, 4 insertions(+), 169 deletions(-) diff --git a/libs/prebuilt/Makefile b/libs/prebuilt/Makefile index d62e65e3a..aef3028e5 100644 --- a/libs/prebuilt/Makefile +++ b/libs/prebuilt/Makefile @@ -52,7 +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 diff --git a/libs/prebuilt/tests/any_str.py b/libs/prebuilt/tests/any_str.py index 5643a00fb..790324322 100644 --- a/libs/prebuilt/tests/any_str.py +++ b/libs/prebuilt/tests/any_str.py @@ -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) diff --git a/libs/prebuilt/tests/memory_assert.py b/libs/prebuilt/tests/memory_assert.py index 10b93fdbd..c12cbb3b8 100644 --- a/libs/prebuilt/tests/memory_assert.py +++ b/libs/prebuilt/tests/memory_assert.py @@ -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 diff --git a/libs/prebuilt/tests/messages.py b/libs/prebuilt/tests/messages.py index ecc657a36..06f64bc7d 100644 --- a/libs/prebuilt/tests/messages.py +++ b/libs/prebuilt/tests/messages.py @@ -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) From b447a1c7cf941310862e11d4d79a3024b1ca5941 Mon Sep 17 00:00:00 2001 From: Eugene Yurtsev Date: Thu, 17 Jul 2025 15:10:11 -0400 Subject: [PATCH 14/28] fix(docs): fix langgraph cli reference (#5563) Fix for wrong indentation that completely messes up formatting --- docs/docs/cloud/reference/cli.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/docs/cloud/reference/cli.md b/docs/docs/cloud/reference/cli.md index 87f405cba..b2a45bf61 100644 --- a/docs/docs/cloud/reference/cli.md +++ b/docs/docs/cloud/reference/cli.md @@ -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 | | ---------------------------------------------------------------------- | ------------------------- | ----------------------------------------------------------------------------------------------------------------------- | | `--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 | | `-c, --config FILE` | `langgraph.json` | Path to configuration file declaring dependencies, graphs and environment variables. | From 5978012619203a3667403d3208e7c920b6672930 Mon Sep 17 00:00:00 2001 From: William FH <13333726+hinthornw@users.noreply.github.com> Date: Thu, 17 Jul 2025 12:22:30 -0700 Subject: [PATCH 15/28] release(cli): Release new CLI version with increased bounds for server (#5565) Co-authored-by: Sydney Runkle <54324534+sydney-runkle@users.noreply.github.com> --- libs/cli/pyproject.toml | 4 +- libs/cli/uv.lock | 330 +++++++++++++++++++++------------------- 2 files changed, 172 insertions(+), 162 deletions(-) diff --git a/libs/cli/pyproject.toml b/libs/cli/pyproject.toml index 8c959ccab..757e92b55 100644 --- a/libs/cli/pyproject.toml +++ b/libs/cli/pyproject.toml @@ -4,7 +4,7 @@ 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b/docs/docs/cloud/how-tos/webhooks.md index 59509c774..12e7a62b2 100644 --- a/docs/docs/cloud/how-tos/webhooks.md +++ b/docs/docs/cloud/how-tos/webhooks.md @@ -140,6 +140,22 @@ https://my-server.app/my-webhook-endpoint?token=YOUR_SECRET_TOKEN Your server should extract and validate this token before processing requests. +## Disable webhooks + +As of `langgraph-api>=0.2.78`, developers can disable webhooks in the `langgraph.json` file: + +```json +{ + "http": { + "disable_webhooks": true + } +} +``` + +This feature is primarily intended for self-hosted deployments, where platform administrators or developers may prefer to disable webhooks to simplify their security posture—especially if they are not configuring firewall rules or other network controls. Disabling webhooks helps prevent untrusted payloads from being sent to internal endpoints. + +For full configuration details, refer to the [configuration file reference](https://langchain-ai.github.io/langgraph/cloud/reference/cli/?h=disable_webhooks#configuration-file). + ## Test webhooks You can test your webhook using online services like: From fdbe31a3aa376ad6939a5510cc5135e2188b5bb9 Mon Sep 17 00:00:00 2001 From: infra Date: Fri, 18 Jul 2025 00:28:04 -0400 Subject: [PATCH 17/28] docs: add egress docs for LGP self hosted --- docs/docs/cloud/deployment/egress.md | 119 ++++++++++++++++++ .../deployment/self_hosted_control_plane.md | 1 + .../cloud/deployment/standalone_container.md | 1 + 3 files changed, 121 insertions(+) create mode 100644 docs/docs/cloud/deployment/egress.md diff --git a/docs/docs/cloud/deployment/egress.md b/docs/docs/cloud/deployment/egress.md new file mode 100644 index 000000000..4c6aaaecd --- /dev/null +++ b/docs/docs/cloud/deployment/egress.md @@ -0,0 +1,119 @@ +# Egress for Subscription Metrics and Operational Metadata + +> **Important: Self Hosted Only** +> This section only applies to customers who are not running in offline mode and assumes you are using a self-hosted LangGraph Platform instance. +> This does not apply to SaaS or Hybrid deployments. + +Self-Hosted LangGraph Platform instances store all information locally and will never send sensitive information outside of your network. We currently only track platform usage for billing purposes according to the entitlements in your order. In order to better remotely support our customers, we do require egress to `https://beacon.langchain.com`. + +In the future, we will be introducing support diagnostics to help us ensure that the LangGraph Platform is running at an optimal level within your environment. + +> **Warning** +> **This will require egress to `https://beacon.langchain.com` from your network.** +> **If using an API key, you will also need to allow egress to `https://api.smith.langchain.com` or `https://eu.api.smith.langchain.com` for API key verification.** + +Generally, data that we send to Beacon can be categorized as follows: + +- **Subscription Metrics** + - Subscription metrics are used to determine level of access and utilization of LangSmith. This includes, but are not limited to: + - Nodes Executed + - Runs Executed + - License Key Verification +- **Operational Metadata** + - This metadata will contain and collect the above subscription metrics to assist with remote support, allowing the LangChain team to diagnose and troubleshoot performance issues more effectively and proactively. + +## Example Payloads + +In an effort to maximize transparency, we provide sample payloads here: + +### License Verification (If using an Enterprise License) + +**Endpoint:** + +`POST beacon.langchain.com/v1/beacon/verify` + +**Request:** + +```json +{ + "license": "" +} +``` + +**Response:** + +```json +{ + "token": "Valid JWT" // Short-lived JWT token to avoid repeated license checks +} +``` + +### Api Key Verification (If using a LangSmith API Key) + +**Endpoint:** +`POST api.smith.langchain.com/auth` + +**Request:** + +```json +"Headers": { + X-Api-Key: +} +``` + +**Response:** + +```json +{ + "org_config": { + "org_id": "3a1c2b6f-4430-4b92-8a5b-79b8b567bbc1", + ... // Additional organization details + } +} +``` + +### Usage Reporting + +**Endpoint:** + +`POST beacon.langchain.com/v1/metadata/submit` + +**Request:** + +```json +{ + "license": "", + "from_timestamp": "2025-01-06T09:00:00Z", + "to_timestamp": "2025-01-06T10:00:00Z", + "tags": { + "langgraph.python.version": "0.1.0", + "langgraph_api.version": "0.2.0", + "langgraph.platform.revision": "abc123", + "langgraph.platform.variant": "standard", + "langgraph.platform.host": "host-1", + "langgraph.platform.tenant_id": "3a1c2b6f-4430-4b92-8a5b-79b8b567bbc1", + "langgraph.platform.project_id": "c5b5f53a-4716-4326-8967-d4f7f7799735", + "langgraph.platform.plan": "enterprise", + "user_app.uses_indexing": "true", + "user_app.uses_custom_app": "false", + "user_app.uses_custom_auth": "true", + "user_app.uses_thread_ttl": "true", + "user_app.uses_store_ttl": "false" + }, + "measures": { + "langgraph.platform.runs": 150, + "langgraph.platform.nodes": 450 + }, + "logs": [] +} +``` + +**Response:** + +```json +"204 No Content" +``` + +## Our Commitment + +LangChain will not store any sensitive information in the Subscription Metrics or Operational Metadata. Any data collected will not be shared with a third party. If you have any concerns about the data being sent, please reach out to your account team. diff --git a/docs/docs/cloud/deployment/self_hosted_control_plane.md b/docs/docs/cloud/deployment/self_hosted_control_plane.md index 0a8575080..02037de57 100644 --- a/docs/docs/cloud/deployment/self_hosted_control_plane.md +++ b/docs/docs/cloud/deployment/self_hosted_control_plane.md @@ -22,6 +22,7 @@ Before deploying, review the [conceptual guide for the Self-Hosted Control Plane 1. A valid Dynamic PV provisioner or PVs available on your cluster. You can verify this by running: kubectl get storageclass +1. Egress to `https://beacon.langchain.com` from your network. This is required for license verification and usage reporting if not running in air-gapped mode. See the [Egress documentation](../../cloud/deployment/egress.md) for more details. ## Setup diff --git a/docs/docs/cloud/deployment/standalone_container.md b/docs/docs/cloud/deployment/standalone_container.md index 4e0015bbc..ac5fa1527 100644 --- a/docs/docs/cloud/deployment/standalone_container.md +++ b/docs/docs/cloud/deployment/standalone_container.md @@ -24,6 +24,7 @@ Before deploying, review the [conceptual guide for the Standalone Container](../ 1. `LANGSMITH_API_KEY`: (if using [Lite](../../concepts/langgraph_server.md#server-versions)) LangSmith API key. This will be used to authenticate ONCE at server start up. 1. `LANGGRAPH_CLOUD_LICENSE_KEY`: (if using [Enterprise](../../concepts/langgraph_data_plane.md#licensing)) LangGraph Platform license key. This will be used to authenticate ONCE at server start up. 1. `LANGSMITH_ENDPOINT`: To send traces to a [self-hosted LangSmith](https://docs.smith.langchain.com/self_hosting) instance, set `LANGSMITH_ENDPOINT` to the hostname of the self-hosted LangSmith instance. +1. Egress to `https://beacon.langchain.com` from your network. This is required for license verification and usage reporting if not running in air-gapped mode. See the [Egress documentation](../../cloud/deployment/egress.md) for more details. ## Kubernetes (Helm) From 777fe692d4baca63c0eb734edfa23c300d06fbfa Mon Sep 17 00:00:00 2001 From: infra Date: Fri, 18 Jul 2025 00:40:15 -0400 Subject: [PATCH 18/28] docs: add egress docs for LGP self hosted --- docs/docs/cloud/deployment/egress.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/docs/cloud/deployment/egress.md b/docs/docs/cloud/deployment/egress.md index 4c6aaaecd..40e149402 100644 --- a/docs/docs/cloud/deployment/egress.md +++ b/docs/docs/cloud/deployment/egress.md @@ -57,7 +57,7 @@ In an effort to maximize transparency, we provide sample payloads here: ```json "Headers": { - X-Api-Key: + X-Api-Key: } ``` From f63bec8578b561bc949686d3b7a228880e33e683 Mon Sep 17 00:00:00 2001 From: Eugene Yurtsev Date: Fri, 18 Jul 2025 09:59:14 -0400 Subject: [PATCH 19/28] chore(prebuilt): restructure tool node and tool injection logic (#5562) * Cleaning up the underlying tool injection logic which is happening in multiple locations. * State was being injected into the ToolCall via Send in two places in create react agent and the logic doesn't belong there, the actual injection should be happening inside the ToolNode where there's awareness of what run time parameters the tool accepts. Change is required to unblock: https://github.com/langchain-ai/langgraph/pull/5537 --- libs/prebuilt/langgraph/prebuilt/_internal.py | 26 ++++++++++ .../langgraph/prebuilt/chat_agent_executor.py | 29 +++++++---- libs/prebuilt/langgraph/prebuilt/tool_node.py | 48 ++++++++++++------- libs/prebuilt/tests/test_react_agent.py | 22 +++++---- 4 files changed, 91 insertions(+), 34 deletions(-) create mode 100644 libs/prebuilt/langgraph/prebuilt/_internal.py diff --git a/libs/prebuilt/langgraph/prebuilt/_internal.py b/libs/prebuilt/langgraph/prebuilt/_internal.py new file mode 100644 index 000000000..a5d66211c --- /dev/null +++ b/libs/prebuilt/langgraph/prebuilt/_internal.py @@ -0,0 +1,26 @@ +from typing import Any, Literal, TypedDict + +from langchain_core.messages import ToolCall + + +class ToolCallWithContext(TypedDict): + """ToolCall with additional context for graph state. + + This is an internal data-structure meant to help the ToolNode accept + tools calls with additional context (e.g. state) when dispatched using the + `Send` API. + + The Send API is used in create_react_agent to be able to distribute the tool + calls in parallel and support human-in-the-loop workflows where graph execution + may be paused for an indefinite time. + """ + + tool_call: ToolCall + __type: Literal["tool_call_with_context"] + """Type to parameterize the payload. + + Using "__" as a prefix to be defensive against potential name collisions with + regular user state. + """ + state: Any + """The state is provided as additional context.""" diff --git a/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py b/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py index 6425c7c3c..0b474f259 100644 --- a/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py +++ b/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py @@ -39,6 +39,7 @@ from langgraph.graph import END, StateGraph from langgraph.graph.message import add_messages from langgraph.graph.state import CompiledStateGraph from langgraph.managed import IsLastStep, RemainingSteps +from langgraph.prebuilt._internal import ToolCallWithContext from langgraph.prebuilt.tool_node import ToolNode from langgraph.store.base import BaseStore from langgraph.types import Checkpointer, Send @@ -650,11 +651,17 @@ def create_react_agent( elif version == "v2": if post_model_hook is not None: return "post_model_hook" - tool_calls = [ - tool_node.inject_tool_args(call, state, store) # type: ignore[arg-type] - for call in last_message.tool_calls + return [ + Send( + "tools", + ToolCallWithContext( + __type="tool_call_with_context", + tool_call=tool_call, + state=state, + ), + ) + for tool_call in last_message.tool_calls ] - return [Send("tools", [tool_call]) for tool_call in tool_calls] # Define a new graph workflow = StateGraph(state_schema or AgentState, config_schema=config_schema) @@ -733,11 +740,17 @@ def create_react_agent( ] if pending_tool_calls: - pending_tool_calls = [ - tool_node.inject_tool_args(call, state, store) # type: ignore[arg-type] - for call in pending_tool_calls + return [ + Send( + "tools", + ToolCallWithContext( + __type="tool_call_with_context", + tool_call=tool_call, + state=state, + ), + ) + for tool_call in pending_tool_calls ] - return [Send("tools", [tool_call]) for tool_call in pending_tool_calls] elif isinstance(messages[-1], ToolMessage): return entrypoint elif response_format is not None: diff --git a/libs/prebuilt/langgraph/prebuilt/tool_node.py b/libs/prebuilt/langgraph/prebuilt/tool_node.py index 5980d0492..da84cc520 100644 --- a/libs/prebuilt/langgraph/prebuilt/tool_node.py +++ b/libs/prebuilt/langgraph/prebuilt/tool_node.py @@ -71,6 +71,7 @@ from pydantic import BaseModel from typing_extensions import Annotated, get_args, get_origin from langgraph.errors import GraphBubbleUp +from langgraph.prebuilt._internal import ToolCallWithContext from langgraph.store.base import BaseStore from langgraph.types import Command, Send from langgraph.utils.runnable import RunnableCallable @@ -358,7 +359,8 @@ class ToolNode(RunnableCallable): *, store: Optional[BaseStore], ) -> Any: - tool_calls, input_type = self._parse_input(input, store) + tool_calls, input_type = self._parse_input(input) + tool_calls = [self.inject_tool_args(call, input, store) for call in tool_calls] config_list = get_config_list(config, len(tool_calls)) input_types = [input_type] * len(tool_calls) with get_executor_for_config(config) as executor: @@ -379,7 +381,8 @@ class ToolNode(RunnableCallable): *, store: Optional[BaseStore], ) -> Any: - tool_calls, input_type = self._parse_input(input, store) + tool_calls, input_type = self._parse_input(input) + tool_calls = [self.inject_tool_args(call, input, store) for call in tool_calls] outputs = await asyncio.gather( *(self._arun_one(call, input_type, config) for call in tool_calls) ) @@ -436,18 +439,19 @@ class ToolNode(RunnableCallable): input_type: Literal["list", "dict", "tool_calls"], config: RunnableConfig, ) -> ToolMessage: + """Run a single tool call synchronously.""" if invalid_tool_message := self._validate_tool_call(call): return invalid_tool_message - try: - input = {**call, **{"type": "tool_call"}} - response = self.tools_by_name[call["name"]].invoke(input, config) + call_args = {**call, **{"type": "tool_call"}} + response = self.tools_by_name[call["name"]].invoke(call_args, config) # GraphInterrupt is a special exception that will always be raised. # It can be triggered in the following scenarios: # (1) a NodeInterrupt is raised inside a tool # (2) a NodeInterrupt is raised inside a graph node for a graph called as a tool - # (3) a GraphInterrupt is raised when a subgraph is interrupted inside a graph called as a tool + # (3) a GraphInterrupt is raised when a subgraph is interrupted inside a graph + # called as a tool # (2 and 3 can happen in a "supervisor w/ tools" multi-agent architecture) except GraphBubbleUp as e: raise e @@ -491,6 +495,7 @@ class ToolNode(RunnableCallable): input_type: Literal["list", "dict", "tool_calls"], config: RunnableConfig, ) -> ToolMessage: + """Run a single tool call asynchronously.""" if invalid_tool_message := self._validate_tool_call(call): return invalid_tool_message @@ -548,16 +553,25 @@ class ToolNode(RunnableCallable): dict[str, Any], BaseModel, ], - store: Optional[BaseStore], ) -> Tuple[list[ToolCall], Literal["list", "dict", "tool_calls"]]: + input_type: Literal["list", "dict", "tool_calls"] if isinstance(input, list): if isinstance(input[-1], dict) and input[-1].get("type") == "tool_call": input_type = "tool_calls" - tool_calls = input + tool_calls = cast(list[ToolCall], input) return tool_calls, input_type else: input_type = "list" messages = input + elif ( + isinstance(input, dict) and input.get("__type") == "tool_call_with_context" + ): + # mypy will not be able to type narrow correctly since the signature + # for input contains dict[str, Any]. We'd need to type dict[str, Any] + # before we can apply correct typing. + input = cast(ToolCallWithContext, input) # type: ignore[assignment] + input_type = "tool_calls" + return [input["tool_call"]], input_type elif isinstance(input, dict) and (messages := input.get(self.messages_key, [])): input_type = "dict" elif messages := getattr(input, self.messages_key, []): @@ -573,10 +587,7 @@ class ToolNode(RunnableCallable): except StopIteration: raise ValueError("No AIMessage found in input") - tool_calls = [ - self.inject_tool_args(call, input, store) - for call in latest_ai_message.tool_calls - ] + tool_calls = [call for call in latest_ai_message.tool_calls] return tool_calls, input_type def _validate_tool_call(self, call: ToolCall) -> Optional[ToolMessage]: @@ -618,15 +629,20 @@ class ToolNode(RunnableCallable): required_fields_str = ", ".join(f for f in required_fields if f) err_msg += f" State should contain fields {required_fields_str}." raise ValueError(err_msg) - if isinstance(input, dict): + + if isinstance(input, dict) and input.get("__type") == "tool_call_with_context": + state = input["state"] + else: + state = input + + if isinstance(state, dict): tool_state_args = { - tool_arg: input[state_field] if state_field else input + tool_arg: state[state_field] if state_field else state for tool_arg, state_field in state_args.items() } - else: tool_state_args = { - tool_arg: getattr(input, state_field) if state_field else input + tool_arg: getattr(state, state_field) if state_field else state for tool_arg, state_field in state_args.items() } diff --git a/libs/prebuilt/tests/test_react_agent.py b/libs/prebuilt/tests/test_react_agent.py index 8c110126b..d31c67256 100644 --- a/libs/prebuilt/tests/test_react_agent.py +++ b/libs/prebuilt/tests/test_react_agent.py @@ -5,6 +5,7 @@ from functools import partial from typing import ( Annotated, List, + Literal, Optional, Type, TypeVar, @@ -509,7 +510,7 @@ class CustomStatePydantic(AgentStatePydantic): @pytest.mark.parametrize("state_schema", [CustomState, CustomStatePydantic]) def test_react_agent_update_state( sync_checkpointer: BaseCheckpointSaver, - version: str, + version: Literal["v1", "v2"], state_schema: StateSchemaType, ) -> None: @dec_tool @@ -557,7 +558,7 @@ def test_react_agent_update_state( version=version, ) config = {"configurable": {"thread_id": "1"}} - # run until interrpupted + # Run until interrupted agent.invoke({"messages": [("user", "what's my name")]}, config) # supply the value for the interrupt response = agent.invoke(Command(resume="Archibald"), config) @@ -781,8 +782,9 @@ class AgentStateExtraKeyPydantic(AgentStatePydantic): "state_schema", [AgentStateExtraKey, AgentStateExtraKeyPydantic] ) def test_create_react_agent_inject_vars( - version: str, state_schema: StateSchemaType + version: Literal["v1", "v2"], state_schema: StateSchemaType ) -> None: + """Test that the agent can inject state and store into tool functions.""" store = InMemoryStore() namespace = ("test",) store.put(namespace, "test_key", {"bar": 3}) @@ -817,15 +819,14 @@ def test_create_react_agent_inject_vars( model = FakeToolCallingModel(tool_calls=[[tool_call], []]) agent = create_react_agent( model, - [tool1], + ToolNode([tool1], handle_tool_errors=False), state_schema=state_schema, store=store, version=version, ) - input_message = HumanMessage("hi") - result = agent.invoke({"messages": [input_message], "foo": 2}) + result = agent.invoke({"messages": [{"role": "user", "content": "hi"}], "foo": 2}) assert result["messages"] == [ - input_message, + _AnyIdHumanMessage(content="hi"), AIMessage(content="hi", tool_calls=[tool_call], id="0"), _AnyIdToolMessage(content="6", name="tool1", tool_call_id="some 0"), AIMessage("hi-hi-6", id="1"), @@ -1580,13 +1581,14 @@ def test_create_react_agent_inject_vars_with_post_model_hook( "type": "tool_call", } - def post_model_hook(state: dict) -> None: - return + def post_model_hook(state: dict) -> dict: + """Post model hook is injecting a new foo key.""" + return {"foo": 2} model = FakeToolCallingModel(tool_calls=[[tool_call], []]) agent = create_react_agent( model, - [tool1], + ToolNode([tool1], handle_tool_errors=False), state_schema=state_schema, store=store, post_model_hook=post_model_hook, From 250a17d71112953fd5974a1dc2717594c791f206 Mon Sep 17 00:00:00 2001 From: infra Date: Fri, 18 Jul 2025 09:42:46 -0500 Subject: [PATCH 20/28] docs: fix egress formatting --- docs/docs/cloud/deployment/self_hosted_control_plane.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/docs/cloud/deployment/self_hosted_control_plane.md b/docs/docs/cloud/deployment/self_hosted_control_plane.md index 02037de57..14905ac79 100644 --- a/docs/docs/cloud/deployment/self_hosted_control_plane.md +++ b/docs/docs/cloud/deployment/self_hosted_control_plane.md @@ -22,6 +22,7 @@ Before deploying, review the [conceptual guide for the Self-Hosted Control Plane 1. A valid Dynamic PV provisioner or PVs available on your cluster. You can verify this by running: kubectl get storageclass + 1. Egress to `https://beacon.langchain.com` from your network. This is required for license verification and usage reporting if not running in air-gapped mode. See the [Egress documentation](../../cloud/deployment/egress.md) for more details. ## Setup From 61676b8db07f373ad1a98664e9dc52a3bbd26280 Mon Sep 17 00:00:00 2001 From: Andrew Nguonly Date: Fri, 18 Jul 2025 14:54:55 -0700 Subject: [PATCH 21/28] docs: Change 'that' to 'than' (#5581) --- docs/docs/concepts/deployment_options.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/docs/concepts/deployment_options.md b/docs/docs/concepts/deployment_options.md index 247a392f8..da3ee2d9d 100644 --- a/docs/docs/concepts/deployment_options.md +++ b/docs/docs/concepts/deployment_options.md @@ -10,7 +10,7 @@ search: There are two free options for deploying LangGraph applications via the LangGraph Server: 1. [Local](../tutorials/langgraph-platform/local-server.md): Deploy for local testing and development. -1. [Standalone Container (Lite)](../concepts/langgraph_standalone_container.md): A limited version of Standalone Container for deployments unlikely to see more that 1 million node executions per year and that do not need crons and other enterprise features. Standalone Container (Lite) deployment option is free with a LangSmith API key. +1. [Standalone Container (Lite)](../concepts/langgraph_standalone_container.md): A limited version of Standalone Container for deployments unlikely to see more than 1 million node executions per year and that do not need crons and other enterprise features. Standalone Container (Lite) deployment option is free with a LangSmith API key. ## Production deployment From c61ac946af75f98cf377c8e053e9461adb83572c Mon Sep 17 00:00:00 2001 From: Sydney Runkle <54324534+sydney-runkle@users.noreply.github.com> Date: Sun, 20 Jul 2025 09:33:17 -0400 Subject: [PATCH 22/28] feat(docs): add python alt for UI how to (#5593) Fixes https://github.com/langchain-ai/langgraph/issues/5311 --- .../docs/cloud/how-tos/generative_ui_react.md | 38 +++++++++++++------ 1 file changed, 27 insertions(+), 11 deletions(-) diff --git a/docs/docs/cloud/how-tos/generative_ui_react.md b/docs/docs/cloud/how-tos/generative_ui_react.md index 428723e1e..d5e131d61 100644 --- a/docs/docs/cloud/how-tos/generative_ui_react.md +++ b/docs/docs/cloud/how-tos/generative_ui_react.md @@ -30,17 +30,33 @@ export default { Next, define your UI components in your `langgraph.json` configuration: -```json -{ - "node_version": "20", - "graphs": { - "agent": "./src/agent/index.ts:graph" - }, - "ui": { - "agent": "./src/agent/ui.tsx" - } -} -``` +=== "Python agent" + + ```json title="langgraph.json" + { + "node_version": "20", + "graphs": { + "agent": "./src/agent.py:graph" + }, + "ui": { + "agent": "./src/agent/ui.tsx" + } + } + ``` + +=== "JS agent" + + ```json title="langgraph.json" + { + "node_version": "20", + "graphs": { + "agent": "./src/agent/index.ts:graph" + }, + "ui": { + "agent": "./src/agent/ui.tsx" + } + } + ``` The `ui` section points to the UI components that will be used by graphs. By default, we recommend using the same key as the graph name, but you can split out the components however you like, see [Customise the namespace of UI components](#customise-the-namespace-of-ui-components) for more details. From 2c85cba9ca49d2393907e7bd417927992106878c Mon Sep 17 00:00:00 2001 From: "Yagnesh M. Bhadiyadra" <35532869+yagneshmb@users.noreply.github.com> Date: Mon, 21 Jul 2025 02:28:37 +0530 Subject: [PATCH 23/28] fix(docs): Change of condition arguments in Command API example for ease of reading. (#5571) --- docs/docs/how-tos/graph-api.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/docs/how-tos/graph-api.md b/docs/docs/how-tos/graph-api.md index 64bdf389b..f6aba2698 100644 --- a/docs/docs/how-tos/graph-api.md +++ b/docs/docs/how-tos/graph-api.md @@ -1566,9 +1566,9 @@ class State(TypedDict): def node_a(state: State) -> Command[Literal["node_b", "node_c"]]: print("Called A") - value = random.choice(["a", "b"]) + value = random.choice(["b", "c"]) # this is a replacement for a conditional edge function - if value == "a": + if value == "b": goto = "node_b" else: goto = "node_c" From adaa340c15f040634d3f4162e77c76e9657a00f9 Mon Sep 17 00:00:00 2001 From: Sakshi Gupta <64280320+sakshi1989@users.noreply.github.com> Date: Sun, 20 Jul 2025 17:32:47 -0400 Subject: [PATCH 24/28] fix(docs): jokes needs reducer in graph-api.md (#5489) (#5489) --- docs/docs/how-tos/graph-api.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/docs/docs/how-tos/graph-api.md b/docs/docs/how-tos/graph-api.md index f6aba2698..123b40399 100644 --- a/docs/docs/how-tos/graph-api.md +++ b/docs/docs/how-tos/graph-api.md @@ -1152,12 +1152,13 @@ LangGraph supports map-reduce and other advanced branching patterns using the Se ```python from langgraph.graph import StateGraph, START, END from langgraph.types import Send -from typing_extensions import TypedDict +from typing_extensions import TypedDict, Annotated +import operator class OverallState(TypedDict): topic: str subjects: list[str] - jokes: list[str] + jokes: Annotated[list[str], operator.add] best_selected_joke: str def generate_topics(state: OverallState): From 951a3f2d1ca0c17f3a6157947a99df26162ef34f Mon Sep 17 00:00:00 2001 From: Eugene Yurtsev Date: Sun, 20 Jul 2025 17:34:20 -0400 Subject: [PATCH 25/28] ci: Update privileged.yml (#5481) --- .github/ISSUE_TEMPLATE/privileged.yml | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/.github/ISSUE_TEMPLATE/privileged.yml b/.github/ISSUE_TEMPLATE/privileged.yml index f258be6ee..47210dde1 100644 --- a/.github/ISSUE_TEMPLATE/privileged.yml +++ b/.github/ISSUE_TEMPLATE/privileged.yml @@ -23,3 +23,7 @@ body: attributes: label: Issue Content description: Add the content of the issue here. + - type: markdown + attributes: + value: | + Community members should **NOT** work on Privileged issues unless these issues have been explicitly marked with a "help-wanted" tag. From dd9b5c42e8d972c56ce37039149b9b66fbb7d843 Mon Sep 17 00:00:00 2001 From: AG2AI-Admin Date: Sun, 20 Jul 2025 19:43:54 -0400 Subject: [PATCH 26/28] chore(docs): Migrate from pyautogen to ag2 Library (#5577) --- docs/docs/how-tos/autogen-integration.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/docs/how-tos/autogen-integration.md b/docs/docs/how-tos/autogen-integration.md index efbcf3d30..905018a29 100644 --- a/docs/docs/how-tos/autogen-integration.md +++ b/docs/docs/how-tos/autogen-integration.md @@ -290,7 +290,7 @@ my-autogen-agent/ ``` langgraph>=0.1.0 - pyautogen>=0.2.0 + ag2>=0.2.0 langchain-core>=0.1.0 langchain-openai>=0.0.5 ``` From 9d9476e664fa526e9933dcb2297cf2655cfe07cc Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 21 Jul 2025 09:30:41 -0400 Subject: [PATCH 27/28] chore: bump codespell-project/actions-codespell from 2.0 to 2.1 (#5597) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Bumps [codespell-project/actions-codespell](https://github.com/codespell-project/actions-codespell) from 2.0 to 2.1.
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Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- .github/workflows/codespell.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/codespell.yml b/.github/workflows/codespell.yml index c00bb42ae..a4d9f9c41 100644 --- a/.github/workflows/codespell.yml +++ b/.github/workflows/codespell.yml @@ -34,7 +34,7 @@ id: extract_ignore_words - name: Codespell - uses: codespell-project/actions-codespell@v2.0 + uses: codespell-project/actions-codespell@v2.1 with: skip: '*.ambr,*.lock,*.ipynb,*.yaml,*.zlib,*.css.map,*.js.map' ignore_words_list: ${{ steps.extract_ignore_words.outputs.ignore_words_list }} From b3c5298100e6f64cf38c8f1f4b77184179155785 Mon Sep 17 00:00:00 2001 From: Sydney Runkle <54324534+sydney-runkle@users.noreply.github.com> Date: Mon, 21 Jul 2025 10:03:00 -0400 Subject: [PATCH 28/28] fix(langgraph): ignore write to `END` with `Command` (#5601) Fixes https://github.com/langchain-ai/langgraph/issues/5572 End is a special terminal node, so we don't need a branch to channel like we do for other values passed to `Command.goto` --- libs/langgraph/langgraph/graph/state.py | 23 ++++++++++---------- libs/langgraph/tests/test_large_cases.py | 27 ++++++++++++++++++++++++ 2 files changed, 39 insertions(+), 11 deletions(-) diff --git a/libs/langgraph/langgraph/graph/state.py b/libs/langgraph/langgraph/graph/state.py index f5e35c665..697637686 100644 --- a/libs/langgraph/langgraph/graph/state.py +++ b/libs/langgraph/langgraph/graph/state.py @@ -1236,17 +1236,18 @@ def _control_branch(value: Any) -> Sequence[tuple[str, Any]]: for command in commands: if command.graph == Command.PARENT: raise ParentCommand(command) - if isinstance(command.goto, Send): - rtn.append((TASKS, command.goto)) - elif isinstance(command.goto, str): - rtn.append((CHANNEL_BRANCH_TO.format(command.goto), None)) - else: - rtn.extend( - (TASKS, go) - if isinstance(go, Send) - else (CHANNEL_BRANCH_TO.format(go), None) - for go in command.goto - ) + + goto_targets = ( + [command.goto] if isinstance(command.goto, (Send, str)) else command.goto + ) + + for go in goto_targets: + if isinstance(go, Send): + rtn.append((TASKS, go)) + elif isinstance(go, str) and go != END: + # END is a special case, it's not actually a node in a practical sense + # but rather a special terminal node that we don't need to branch to + rtn.append((CHANNEL_BRANCH_TO.format(go), None)) return rtn diff --git a/libs/langgraph/tests/test_large_cases.py b/libs/langgraph/tests/test_large_cases.py index e642d07da..7ff1343db 100644 --- a/libs/langgraph/tests/test_large_cases.py +++ b/libs/langgraph/tests/test_large_cases.py @@ -6955,3 +6955,30 @@ def test_weather_subgraph( }, ), ] + + +def test_subgraph_to_end_does_not_warn() -> None: + """Regression test for https://github.com/langchain-ai/langgraph/issues/5572.""" + + class State(TypedDict): + x: str + + def update_x(state: State): + return Command(goto=END, update={"x": state["x"] + "!"}) + + # Subgraph + subgraph_builder = StateGraph(State) + subgraph_builder.add_node("update_x", update_x) + subgraph_builder.add_edge(START, "update_x") + subgraph_builder.add_edge("update_x", END) + subgraph = subgraph_builder.compile() + + # Parent graph + builder = StateGraph(State) + builder.add_node("subgraph_node", subgraph) + builder.add_edge(START, "subgraph_node") + builder.add_edge("subgraph_node", END) + graph = builder.compile() + + response = graph.invoke({"x": "hello"}) + print(response)