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Author SHA1 Message Date
Vadym BardaandGitHub 55f922cf2f langgraph: release 0.3.23 (#4141) 2025-04-02 09:50:18 -04:00
William FHandGitHub 9a5dc5d8f2 Update link (#4131) 2025-04-01 23:18:54 -07:00
William FHandGitHub 90b3da5959 TTL How-to (#4129)
Signed-off-by: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
2025-04-01 22:54:31 -07:00
William FHandGitHub d2275a6727 Update cli.md to mention ttl (#4128)
Signed-off-by: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
2025-04-01 22:21:55 -07:00
Nuno CamposandGitHub 0c590afb27 Maintain checkpoint LATEST_VERSION constant in langgraph lib (#4126)
- This should be controlled by the langgraph version, not the version of
langgraph-checkpoint installed
2025-04-01 21:53:12 -07:00
Nuno Campos 6efeefe424 Maintain checkpoint LATEST_VERSION constant in langgraph lib
- This should be controlled by the langgraph version, not the version of langgraph-checkpoint installed
2025-04-01 21:46:38 -07:00
William FHandGitHub da8b8c606a Release CLI (#4124)
Signed-off-by: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
2025-04-01 21:28:58 -07:00
William FHandGitHub dcda8c24d6 Add checkpointer configuration support in langgraph.json (#4122)
Signed-off-by: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
2025-04-01 21:16:12 -07:00
Vadym BardaandGitHub e3d697620b langgraph: support removing all messages with RemoveMessage (#4117) 2025-04-01 17:51:54 -04:00
18 changed files with 672 additions and 119 deletions
+62 -4
View File
@@ -29,7 +29,7 @@ The LangGraph command line interface includes commands to build and run a LangGr
## Configuration File {#configuration-file}
The LangGraph CLI requires a JSON configuration file with the following keys:
The LangGraph CLI requires a JSON configuration file that follows this [schema](https://raw.githubusercontent.com/langchain-ai/langgraph/refs/heads/main/libs/cli/schemas/schema.json). It contains the following properties:
<div class="admonition tip">
<p class="admonition-title">Note</p>
@@ -46,11 +46,12 @@ The LangGraph CLI requires a JSON configuration file with the following keys:
| <span style="white-space: nowrap;">`graphs`</span> | **Required**. Mapping from graph ID to path where the compiled graph or a function that makes a graph is defined. Example: <ul><li>`./your_package/your_file.py:variable`, where `variable` is an instance of `langgraph.graph.state.CompiledStateGraph`</li><li>`./your_package/your_file.py:make_graph`, where `make_graph` is a function that takes a config dictionary (`langchain_core.runnables.RunnableConfig`) and creates an instance of `langgraph.graph.state.StateGraph` / `langgraph.graph.state.CompiledStateGraph`.</li></ul> |
| <span style="white-space: nowrap;">`auth`</span> | _(Added in v0.0.11)_ Auth configuration containing the path to your authentication handler. Example: `./your_package/auth.py:auth`, where `auth` is an instance of `langgraph_sdk.Auth`. See [authentication guide](../../concepts/auth.md) for details. |
| <span style="white-space: nowrap;">`env`</span> | Path to `.env` file or a mapping from environment variable to its value. |
| <span style="white-space: nowrap;">`store`</span> | Configuration for adding semantic search to the BaseStore. Contains the following fields: <ul><li>`index`: Configuration for semantic search indexing with fields:<ul><li>`embed`: Embedding provider (e.g., "openai:text-embedding-3-small") or path to custom embedding function</li><li>`dims`: Dimension size of the embedding model. Used to initialize the vector table.</li><li>`fields` (optional): List of fields to index. Defaults to `["$"]`, which means to index entire documents. Can be specific fields like `["text", "summary", "some.value"]`</li></ul></li></ul> |
| <span style="white-space: nowrap;">`store`</span> | Configuration for adding semantic search and/or time-to-live (TTL) to the BaseStore. Contains the following fields: <ul><li>`index` (optional): Configuration for semantic search indexing with fields `embed`, `dims`, and optional `fields`.</li><li>`ttl` (optional): Configuration for item expiration. An object with optional fields: `refresh_on_read` (boolean, defaults to `true`), `default_ttl` (float, lifespan in **minutes**, defaults to no expiration), and `sweep_interval_minutes` (integer, how often to check for expired items, defaults to no sweeping).</li></ul> |
| <span style="white-space: nowrap;">`python_version`</span> | `3.11`, `3.12`, or `3.13`. Defaults to `3.11`. |
| <span style="white-space: nowrap;">`node_version`</span> | Specify `node_version: 20` to use LangGraph.js. |
| <span style="white-space: nowrap;">`pip_config_file`</span> | Path to `pip` config file. |
| <span style="white-space: nowrap;">`dockerfile_lines`</span> | Array of additional lines to add to Dockerfile following the import from parent image. |
| <span style="white-space: nowrap;">`checkpointer`</span> | Configuration for the checkpointer. Contains a `ttl` field which is an object with the following keys: <ul><li>`strategy`: How to handle expired checkpoints (e.g., `"delete"`).</li><li>`sweep_interval_minutes`: How often to check for expired checkpoints (integer).</li><li>`default_ttl`: Default time-to-live for checkpoints in **minutes** (integer). Defines how long checkpoints are kept before the specified strategy is applied.</li></ul> |
| <span style="white-space: nowrap;">`http`</span> | HTTP server configuration with the following fields: <ul><li>`app`: Path to custom Starlette/FastAPI app (e.g., `"./src/agent/webapp.py:app"`). See [custom routes guide](../../how-tos/http/custom_routes.md).</li><li>`disable_assistants`: Disable `/assistants` routes</li><li>`disable_threads`: Disable `/threads` routes</li><li>`disable_runs`: Disable `/runs` routes</li><li>`disable_store`: Disable `/store` routes</li><li>`disable_meta`: Disable `/ok`, `/info`, `/metrics`, and `/docs` routes</li><li>`cors`: CORS configuration with fields for `allow_origins`, `allow_methods`, `allow_headers`, etc.</li></ul> |
=== "JS"
@@ -59,9 +60,10 @@ The LangGraph CLI requires a JSON configuration file with the following keys:
| ------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| <span style="white-space: nowrap;">`graphs`</span> | **Required**. Mapping from graph ID to path where the compiled graph or a function that makes a graph is defined. Example: <ul><li>`./src/graph.ts:variable`, where `variable` is an instance of `CompiledStateGraph`</li><li>`./src/graph.ts:makeGraph`, where `makeGraph` is a function that takes a config dictionary (`LangGraphRunnableConfig`) and creates an instance of `StateGraph` / `CompiledStateGraph`.</li></ul> |
| <span style="white-space: nowrap;">`env`</span> | Path to `.env` file or a mapping from environment variable to its value. |
| <span style="white-space: nowrap;">`store`</span> | Configuration for adding semantic search to the BaseStore. Contains the following fields: <ul><li>`index`: Configuration for semantic search indexing with fields:<ul><li>`embed`: Embedding provider (e.g., "openai:text-embedding-3-small") or path to custom embedding function</li><li>`dims`: Dimension size of the embedding model. Used to initialize the vector table.</li><li>`fields` (optional): List of fields to index. Defaults to `["$"]`, which means to index entire documents. Can be specific fields like `["text", "summary", "some.value"]`</li></ul></li></ul> |
| <span style="white-space: nowrap;">`store`</span> | Configuration for adding semantic search and/or time-to-live (TTL) to the BaseStore. Contains the following fields: <ul><li>`index` (optional): Configuration for semantic search indexing with fields `embed`, `dims`, and optional `fields`.</li><li>`ttl` (optional): Configuration for item expiration. An object with optional fields: `refresh_on_read` (boolean, defaults to `true`), `default_ttl` (float, lifespan in **minutes**, defaults to no expiration), and `sweep_interval_minutes` (integer, how often to check for expired items, defaults to no sweeping).</li></ul> |
| <span style="white-space: nowrap;">`node_version`</span> | Specify `node_version: 20` to use LangGraph.js. |
| <span style="white-space: nowrap;">`dockerfile_lines`</span> | Array of additional lines to add to Dockerfile following the import from parent image. |
| <span style="white-space: nowrap;">`checkpointer`</span> | Configuration for the checkpointer. Contains a `ttl` field which is an object with the following keys: <ul><li>`strategy`: How to handle expired checkpoints (e.g., `"delete"`).</li><li>`sweep_interval_minutes`: How often to check for expired checkpoints (integer).</li><li>`default_ttl`: Default time-to-live for checkpoints in **minutes** (integer). Defines how long checkpoints are kept before the specified strategy is applied.</li></ul> |
### Examples
@@ -82,7 +84,7 @@ The LangGraph CLI requires a JSON configuration file with the following keys:
All deployments come with a DB-backed BaseStore. Adding an "index" configuration to your `langgraph.json` will enable [semantic search](../deployment/semantic_search.md) within the BaseStore of your deployment.
The `fields` configuration determines which parts of your documents to embed:
The `index.fields` configuration determines which parts of your documents to embed:
- If omitted or set to `["$"]`, the entire document will be embedded
- To embed specific fields, use JSON path notation: `["metadata.title", "content.text"]`
@@ -171,6 +173,62 @@ The LangGraph CLI requires a JSON configuration file with the following keys:
See the [authentication conceptual guide](../../concepts/auth.md) for details, and the [setting up custom authentication](../../tutorials/auth/getting_started.md) guide for a practical walk through of the process.
#### Configuring Store Item Time-to-Live (TTL)
You can configure default data expiration for items/memories in the BaseStore using the `store.ttl` key. This determines how long items are retained after they are last accessed (with reads potentially refreshing the timer based on `refresh_on_read`). Note that these defaults can be overwritten on a per-call basis by modifying the corresponding arguments in `get`, `search`, etc.
The `ttl` configuration is an object containing optional fields:
- `refresh_on_read`: If `true` (the default), accessing an item via `get` or `search` resets its expiration timer. Set to `false` to only refresh TTL on writes (`put`).
- `default_ttl`: The default lifespan of an item in **minutes**. If not set, items do not expire by default.
- `sweep_interval_minutes`: How frequently (in minutes) the system should run a background process to delete expired items. If not set, sweeping does not occur automatically.
Here is an example enabling a 7-day TTL (10080 minutes), refreshing on reads, and sweeping every hour:
```json
{
"dependencies": ["."],
"graphs": {
"memory_agent": "./agent/graph.py:graph"
},
"store": {
"ttl": {
"refresh_on_read": true,
"sweep_interval_minutes": 60,
"default_ttl": 10080
}
}
}
```
#### Configuring Checkpoint Time-to-Live (TTL)
You can configure the time-to-live (TTL) for checkpoints using the `checkpointer` key. This determines how long checkpoint data is retained before being automatically handled according to the specified strategy (e.g., deletion). The `ttl` configuration is an object containing:
- `strategy`: The action to take on expired checkpoints (currently `"delete"` is the only accepted option).
- `sweep_interval_minutes`: How frequently (in minutes) the system checks for expired checkpoints.
- `default_ttl`: The default lifespan of a checkpoint in **minutes**.
Here's an example setting a default TTL of 30 days (43200 minutes):
```json
{
"dependencies": ["."],
"graphs": {
"chat": "./chat/graph.py:graph"
},
"checkpointer": {
"ttl": {
"strategy": "delete",
"sweep_interval_minutes": 10,
"default_ttl": 43200
}
}
}
```
In this example, checkpoints older than 30 days will be deleted, and the check runs every 10 minutes.
=== "JS"
+1
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@@ -206,6 +206,7 @@ LangGraph applications can be deployed using LangGraph Cloud, which provides a r
- [How to deploy to LangGraph cloud](../cloud/deployment/cloud.md)
- [How to deploy to a self-hosted environment](./deploy-self-hosted.md)
- [How to interact with the deployment using RemoteGraph](./use-remote-graph.md)
- [How to add TTLs to your LangGraph application](./ttl/configure_ttl.md)
### Authentication & Access Control
+102
View File
@@ -0,0 +1,102 @@
# How to add TTLs to your LangGraph application
!!! tip "Prerequisites"
This guide assumes familiarity with the [LangGraph Platform](../../concepts/index.md#langgraph-platform), [Persistence](../../concepts/persistence.md), and [Cross-thread persistence](../../concepts/store.md) concepts.
???+ note "LangGraph platform only"
TTLs are only supported for LangGraph platform deployments. This guide does not apply to LangGraph OSS.
The LangGraph Platform persists both [checkpoints](../../concepts/persistence.md#checkpoints) (thread state) and [cross-thread memories](../../concepts/persistence.md#memory-store) (store items). Configure Time-to-Live (TTL) policies in `langgraph.json` to automatically manage the lifecycle of this data, preventing indefinite accumulation.
## Configuring Checkpoint TTL
Checkpoints capture the state of conversation threads. Setting a TTL ensures old checkpoints and threads are automatically deleted.
Add a `checkpointer.ttl` configuration to your `langgraph.json` file:
```json
{
"dependencies": ["."],
"graphs": {
"agent": "./agent.py:graph"
},
"checkpointer": {
"ttl": {
"strategy": "delete",
"sweep_interval_minutes": 60,
"default_ttl": 43200
}
}
}
```
* `strategy`: Specifies the action taken on expiration. Currently, only `"delete"` is supported, which deletes all checkpoints in the thread upon expiration.
* `sweep_interval_minutes`: Defines how often, in minutes, the system checks for expired checkpoints.
* `default_ttl`: Sets the default lifespan of checkpoints in minutes (e.g., 43200 minutes = 30 days).
## Configuring Store Item TTL
Store items allow cross-thread data persistence. Configuring TTL for store items helps manage memory by removing stale data.
Add a `store.ttl` configuration to your `langgraph.json` file:
```json
{
"dependencies": ["."],
"graphs": {
"agent": "./agent.py:graph"
},
"store": {
"ttl": {
"refresh_on_read": true,
"sweep_interval_minutes": 120,
"default_ttl": 10080
}
}
}
```
* `refresh_on_read`: (Optional, default `true`) If `true`, accessing an item via `get` or `search` resets its expiration timer. If `false`, TTL only refreshes on `put`.
* `sweep_interval_minutes`: (Optional) Defines how often, in minutes, the system checks for expired items. If omitted, no sweeping occurs.
* `default_ttl`: (Optional) Sets the default lifespan of store items in minutes (e.g., 10080 minutes = 7 days). If omitted, items do not expire by default.
## Combining TTL Configurations
You can configure TTLs for both checkpoints and store items in the same `langgraph.json` file to set different policies for each data type. Here is an example:
```json
{
"dependencies": ["."],
"graphs": {
"agent": "./agent.py:graph"
},
"checkpointer": {
"ttl": {
"strategy": "delete",
"sweep_interval_minutes": 60,
"default_ttl": 43200
}
},
"store": {
"ttl": {
"refresh_on_read": true,
"sweep_interval_minutes": 120,
"default_ttl": 10080
}
}
}
```
## Runtime Overrides
The default `store.ttl` settings from `langgraph.json` can be overridden at runtime by providing specific TTL values in SDK method calls like `get`, `put`, and `search`.
## Deployment Process
After configuring TTLs in `langgraph.json`, deploy or restart your LangGraph application for the changes to take effect. Use `langgraph dev` for local development or `langgraph up` for Docker deployment.
See the [langgraph.json CLI reference][configuration-file] for more details on the other configurable options.
+3
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@@ -204,6 +204,9 @@ nav:
- cloud/deployment/cloud.md
- how-tos/deploy-self-hosted.md
- how-tos/use-remote-graph.md
- how-tos/ttl/configure_ttl.md
- Data Management:
- how-tos/ttl/configure_ttl.md
- Authentication & Access Control:
- Authentication & Access Control: how-tos#authentication-access-control
- cloud/how-tos/auth/custom_auth_new.md
@@ -30,6 +30,7 @@ from langgraph.checkpoint.serde.types import (
V = TypeVar("V", int, float, str)
PendingWrite = Tuple[str, str, Any]
# Kept for backwards compat, newer versions of LangGraph no longer use this.
LATEST_VERSION = 2
@@ -100,6 +101,7 @@ class Checkpoint(TypedDict):
Cleared by the next checkpoint."""
# Kept for backwards compat, newer versions of LangGraph no longer use this.
def empty_checkpoint() -> Checkpoint:
return Checkpoint(
v=LATEST_VERSION,
+6
View File
@@ -15,12 +15,15 @@ import msgspec
from langgraph_cli.config import (
AuthConfig,
CheckpointerConfig,
Config,
CorsConfig,
HttpConfig,
IndexConfig,
SecurityConfig,
StoreConfig,
ThreadTTLConfig,
TTLConfig,
)
@@ -106,6 +109,9 @@ def add_descriptions_to_schema(schema, cls):
SecurityConfig,
HttpConfig,
CorsConfig,
ThreadTTLConfig,
CheckpointerConfig,
TTLConfig,
]:
if potential_cls.__name__ == def_name:
add_descriptions_to_schema(def_schema, potential_cls)
+49 -2
View File
@@ -3,7 +3,7 @@ import os
import pathlib
import textwrap
from collections import Counter
from typing import Any, NamedTuple, Optional, TypedDict, Union
from typing import Any, Literal, NamedTuple, Optional, TypedDict, Union
import click
@@ -111,6 +111,36 @@ class StoreConfig(TypedDict, total=False):
"""
class ThreadTTLConfig(TypedDict, total=False):
"""Configure a default TTL for checkpointed data within threads."""
strategy: Literal["delete"]
"""Strategy to use for deleting checkpointed data.
Choices:
- "delete": Delete all checkpoints for a thread after TTL expires.
"""
default_ttl: Optional[float]
"""Default TTL (time-to-live) in minutes for checkpointed data."""
sweep_interval_minutes: Optional[int]
"""Interval in minutes between sweep iterations.
If omitted, a default interval will be used (typically ~ 5 minutes)."""
class CheckpointerConfig(TypedDict, total=False):
"""Configuration for the built-in checkpointer, which handles checkpointing of state.
If omitted, no checkpointer is set up (the object store will still be present, however).
"""
ttl: Optional[ThreadTTLConfig]
"""Optional. Defines the TTL (time-to-live) behavior configuration.
If provided, the checkpointer will apply TTL settings according to the configuration.
If omitted, no TTL behavior is configured.
"""
class SecurityConfig(TypedDict, total=False):
"""Configuration for OpenAPI security definitions and requirements.
@@ -229,7 +259,7 @@ class CorsConfig(TypedDict, total=False):
allow_origin_regex: str
"""Optional. A regex pattern for matching allowed origins, used if you have dynamic subdomains.
Example: "^https://.*\.mycompany\.com$"
Example: "^https://.*\\.mycompany\\.com$"
"""
expose_headers: list[str]
"""Optional. List of headers that browsers are allowed to read from the response in cross-origin contexts."""
@@ -355,6 +385,12 @@ class Config(TypedDict, total=False):
If omitted, no vector index is set up (the object store will still be present, however).
"""
checkpointer: Optional[CheckpointerConfig]
"""Optional. Configuration for the built-in checkpointer, which handles checkpointing of state.
If omitted, no checkpointer is set up (the object store will still be present, however).
"""
auth: Optional[AuthConfig]
"""Optional. Custom authentication config, including the path to your Python auth logic and
the OpenAPI security definitions it uses.
@@ -404,6 +440,7 @@ def validate_config(config: Config) -> Config:
"store": config.get("store"),
"auth": config.get("auth"),
"http": config.get("http"),
"checkpointer": config.get("checkpointer"),
"ui": config.get("ui"),
"ui_config": config.get("ui_config"),
}
@@ -418,6 +455,7 @@ def validate_config(config: Config) -> Config:
"store": config.get("store"),
"auth": config.get("auth"),
"http": config.get("http"),
"checkpointer": config.get("checkpointer"),
"ui": config.get("ui"),
"ui_config": config.get("ui_config"),
}
@@ -981,6 +1019,11 @@ ADD {relpath} /deps/{name}
if (http_config := config.get("http")) is not None:
env_vars.append(f"ENV LANGGRAPH_HTTP='{json.dumps(http_config)}'")
if (checkpointer_config := config.get("checkpointer")) is not None:
env_vars.append(
f"ENV LANGGRAPH_CHECKPOINTER='{json.dumps(checkpointer_config)}'"
)
graphs = config["graphs"]
env_vars.append(f"ENV LANGSERVE_GRAPHS='{json.dumps(graphs)}'")
@@ -1087,6 +1130,10 @@ ENV LANGGRAPH_AUTH='{json.dumps(auth_config)}'
if (http_config := config.get("http")) is not None:
env_additional_config += f"""
ENV LANGGRAPH_HTTP='{json.dumps(http_config)}'
"""
if (checkpointer_config := config.get("checkpointer")) is not None:
env_additional_config += f"""
ENV LANGGRAPH_CHECKPOINTER='{json.dumps(checkpointer_config)}'
"""
return (
+219 -97
View File
@@ -1,4 +1,4 @@
# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
[[package]]
name = "annotated-types"
@@ -6,6 +6,8 @@ version = "0.7.0"
description = "Reusable constraint types to use with typing.Annotated"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
{file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -17,6 +19,8 @@ version = "4.8.0"
description = "High level compatibility layer for multiple asynchronous event loop implementations"
optional = true
python-versions = ">=3.9"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
{file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
@@ -29,15 +33,33 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
[package.extras]
doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
trio = ["trio (>=0.26.1)"]
[[package]]
name = "blockbuster"
version = "1.5.24"
description = "Utility to detect blocking calls in the async event loop"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "blockbuster-1.5.24-py3-none-any.whl", hash = "sha256:e703497b55bc72af09d60d1cd746c2f3ba7ce0c446fa256be6ccda5e7d403520"},
{file = "blockbuster-1.5.24.tar.gz", hash = "sha256:97645775761a5d425666ec0bc99629b65c7eccdc2f770d2439850682567af4ec"},
]
[package.dependencies]
forbiddenfruit = {version = ">=0.1.4", markers = "implementation_name == \"cpython\""}
[[package]]
name = "certifi"
version = "2025.1.31"
description = "Python package for providing Mozilla's CA Bundle."
optional = true
python-versions = ">=3.6"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
{file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
@@ -49,6 +71,8 @@ version = "1.17.1"
description = "Foreign Function Interface for Python calling C code."
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
{file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -128,6 +152,8 @@ version = "3.4.1"
description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
optional = true
python-versions = ">=3.7"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
{file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -229,6 +255,7 @@ version = "8.1.8"
description = "Composable command line interface toolkit"
optional = false
python-versions = ">=3.7"
groups = ["main"]
files = [
{file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
{file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -237,12 +264,26 @@ files = [
[package.dependencies]
colorama = {version = "*", markers = "platform_system == \"Windows\""}
[[package]]
name = "cloudpickle"
version = "3.1.1"
description = "Pickler class to extend the standard pickle.Pickler functionality"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "cloudpickle-3.1.1-py3-none-any.whl", hash = "sha256:c8c5a44295039331ee9dad40ba100a9c7297b6f988e50e87ccdf3765a668350e"},
{file = "cloudpickle-3.1.1.tar.gz", hash = "sha256:b216fa8ae4019d5482a8ac3c95d8f6346115d8835911fd4aefd1a445e4242c64"},
]
[[package]]
name = "codespell"
version = "2.4.1"
description = "Fix common misspellings in text files"
optional = false
python-versions = ">=3.8"
groups = ["dev"]
files = [
{file = "codespell-2.4.1-py3-none-any.whl", hash = "sha256:3dadafa67df7e4a3dbf51e0d7315061b80d265f9552ebd699b3dd6834b47e425"},
{file = "codespell-2.4.1.tar.gz", hash = "sha256:299fcdcb09d23e81e35a671bbe746d5ad7e8385972e65dbb833a2eaac33c01e5"},
@@ -251,7 +292,7 @@ files = [
[package.extras]
dev = ["Pygments", "build", "chardet", "pre-commit", "pytest", "pytest-cov", "pytest-dependency", "ruff", "tomli", "twine"]
hard-encoding-detection = ["chardet"]
toml = ["tomli"]
toml = ["tomli ; python_version < \"3.11\""]
types = ["chardet (>=5.1.0)", "mypy", "pytest", "pytest-cov", "pytest-dependency"]
[[package]]
@@ -260,10 +301,12 @@ version = "0.4.6"
description = "Cross-platform colored terminal text."
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
groups = ["main", "dev"]
files = [
{file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
{file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
]
markers = {main = "platform_system == \"Windows\""}
[[package]]
name = "cryptography"
@@ -271,6 +314,8 @@ version = "43.0.3"
description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
optional = true
python-versions = ">=3.7"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "cryptography-43.0.3-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:bf7a1932ac4176486eab36a19ed4c0492da5d97123f1406cf15e41b05e787d2e"},
{file = "cryptography-43.0.3-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:63efa177ff54aec6e1c0aefaa1a241232dcd37413835a9b674b6e3f0ae2bfd3e"},
@@ -320,6 +365,7 @@ version = "0.6.2"
description = "Pythonic argument parser, that will make you smile"
optional = false
python-versions = "*"
groups = ["dev"]
files = [
{file = "docopt-0.6.2.tar.gz", hash = "sha256:49b3a825280bd66b3aa83585ef59c4a8c82f2c8a522dbe754a8bc8d08c85c491"},
]
@@ -330,6 +376,8 @@ version = "1.2.2"
description = "Backport of PEP 654 (exception groups)"
optional = false
python-versions = ">=3.7"
groups = ["dev"]
markers = "python_version < \"3.11\""
files = [
{file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
{file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -338,12 +386,26 @@ files = [
[package.extras]
test = ["pytest (>=6)"]
[[package]]
name = "forbiddenfruit"
version = "0.1.4"
description = "Patch python built-in objects"
optional = true
python-versions = "*"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\" and implementation_name == \"cpython\""
files = [
{file = "forbiddenfruit-0.1.4.tar.gz", hash = "sha256:e3f7e66561a29ae129aac139a85d610dbf3dd896128187ed5454b6421f624253"},
]
[[package]]
name = "h11"
version = "0.14.0"
description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
optional = true
python-versions = ">=3.7"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
{file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -355,6 +417,8 @@ version = "1.0.7"
description = "A minimal low-level HTTP client."
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
{file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -376,6 +440,8 @@ version = "0.28.1"
description = "The next generation HTTP client."
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
{file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -388,7 +454,7 @@ httpcore = "==1.*"
idna = "*"
[package.extras]
brotli = ["brotli", "brotlicffi"]
brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
http2 = ["h2 (>=3,<5)"]
socks = ["socksio (==1.*)"]
@@ -400,6 +466,8 @@ version = "3.10"
description = "Internationalized Domain Names in Applications (IDNA)"
optional = true
python-versions = ">=3.6"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
{file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -414,6 +482,7 @@ version = "2.0.0"
description = "brain-dead simple config-ini parsing"
optional = false
python-versions = ">=3.7"
groups = ["dev"]
files = [
{file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
{file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -425,6 +494,8 @@ version = "1.33"
description = "Apply JSON-Patches (RFC 6902)"
optional = true
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
{file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
@@ -439,6 +510,8 @@ version = "3.0.0"
description = "Identify specific nodes in a JSON document (RFC 6901)"
optional = true
python-versions = ">=3.7"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
{file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -450,6 +523,8 @@ version = "0.20.0"
description = "A high-performance JSON Schema validator for Python"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "jsonschema_rs-0.20.0-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:d4b12f8aaec5037529fd11e5f71032cb53d44e8e2236bb7c3fb35e6efc7ce7f2"},
{file = "jsonschema_rs-0.20.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:25d512c47c5c391020c9fc4223f270cf42fbdd39b2906dbc894fe0205168b8f8"},
@@ -499,6 +574,8 @@ version = "0.3.40"
description = "Building applications with LLMs through composability"
optional = true
python-versions = "<4.0,>=3.9"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "langchain_core-0.3.40-py3-none-any.whl", hash = "sha256:9f31358741f10a13db8531e8288b8a5ae91904018c5c2e6f739d6645a98fca03"},
{file = "langchain_core-0.3.40.tar.gz", hash = "sha256:893a238b38491967c804662c1ec7c3e6ebaf223d1125331249c3cf3862ff2746"},
@@ -522,6 +599,8 @@ version = "0.3.1"
description = "Building stateful, multi-actor applications with LLMs"
optional = true
python-versions = "<4.0,>=3.9.0"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
{file = "langgraph-0.3.1-py3-none-any.whl", hash = "sha256:212e1220d6a2af27048109604c816ccfbceb53a9aa93721be874305d8e28b7f5"},
{file = "langgraph-0.3.1.tar.gz", hash = "sha256:81cb89c381b089a20eac9a247f7ebcf3f41c922ac79e06dbcc4fc136c6f73dd5"},
@@ -535,23 +614,27 @@ langgraph-sdk = ">=0.1.42,<0.2.0"
[[package]]
name = "langgraph-api"
version = "0.0.32"
version = "0.0.42"
description = ""
optional = true
python-versions = "<4.0,>=3.11.0"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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{file = "langgraph_api-0.0.32.tar.gz", hash = "sha256:6f5b698ad8d136b73c2c53bcfa30670e9244a318b08b5e9cf00a707ea57c058c"},
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{file = "langgraph_api-0.0.42.tar.gz", hash = "sha256:a0a18545c73f9703d5d5907fc030e4a0acb79d1e6b79d4e38b3cac2bfb470e97"},
]
[package.dependencies]
blockbuster = ">=1.5.24,<2.0.0"
cloudpickle = ">=3.0.0,<4.0.0"
cryptography = ">=43.0.3,<44.0.0"
httpx = ">=0.25.0"
jsonschema-rs = ">=0.20.0,<0.30"
langchain-core = ">=0.2.38,<0.4.0"
langgraph = ">=0.2.56,<0.4.0"
langgraph-checkpoint = ">=2.0.21,<3.0"
langgraph-sdk = ">=0.1.58,<0.2.0"
langgraph-checkpoint = ">=2.0.23,<3.0"
langgraph-sdk = ">=0.1.59,<0.2.0"
langsmith = ">=0.1.63,<0.4.0"
orjson = ">=3.9.7"
pyjwt = ">=2.9.0,<3.0.0"
@@ -564,18 +647,20 @@ watchfiles = ">=0.13"
[[package]]
name = "langgraph-checkpoint"
version = "2.0.21"
version = "2.0.23"
description = "Library with base interfaces for LangGraph checkpoint savers."
optional = true
python-versions = "<4.0.0,>=3.9.0"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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{file = "langgraph_checkpoint-2.0.21.tar.gz", hash = "sha256:52beeb6dc1bd8c487b8315466cab271093b65eb97f54a0942dfe105cd20b237f"},
{file = "langgraph_checkpoint-2.0.23-py3-none-any.whl", hash = "sha256:e54d070124f685eab095bd87e4df35dc5eca11d1e28553d5803c28c5f571b4e0"},
{file = "langgraph_checkpoint-2.0.23.tar.gz", hash = "sha256:38bd1fe451b569b773fef6e3daecdeb85f3deac2d94f7551bfd20f1818042c8a"},
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[package.dependencies]
langchain-core = ">=0.2.38,<0.4"
msgpack = ">=1.1.0,<2.0.0"
ormsgpack = ">=1.8.0,<2.0.0"
[[package]]
name = "langgraph-prebuilt"
@@ -583,6 +668,8 @@ version = "0.1.1"
description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
optional = true
python-versions = "<4.0.0,>=3.9.0"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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{file = "langgraph_prebuilt-0.1.1.tar.gz", hash = "sha256:420a748ff93842f2b1a345a0c1ca3939d2bc7a2d46c20e9a9a0d8f148152cc47"},
@@ -594,13 +681,15 @@ langgraph-checkpoint = ">=2.0.10,<3.0.0"
[[package]]
name = "langgraph-sdk"
version = "0.1.58"
version = "0.1.60"
description = "SDK for interacting with LangGraph API"
optional = true
python-versions = "<4.0.0,>=3.9.0"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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]
[package.dependencies]
@@ -613,6 +702,8 @@ version = "0.3.11"
description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
optional = true
python-versions = "<4.0,>=3.9"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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{file = "langsmith-0.3.11.tar.gz", hash = "sha256:ddf29d24352e99de79c9618aaf95679214324e146c5d3d9475a7ddd2870018b1"},
@@ -634,85 +725,13 @@ zstandard = ">=0.23.0,<0.24.0"
langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
[[package]]
name = "msgpack"
version = "1.1.0"
description = "MessagePack serializer"
optional = true
python-versions = ">=3.8"
files = [
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python-versions = ">=3.9"
groups = ["dev"]
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yaml = ["pyyaml"]
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optional = false
python-versions = ">=3.9"
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name = "packaging"
version = "24.2"
description = "Core utilities for Python packages"
optional = false
python-versions = ">=3.8"
groups = ["main", "dev"]
files = [
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[[package]]
name = "pluggy"
@@ -928,6 +1005,7 @@ version = "1.5.0"
description = "plugin and hook calling mechanisms for python"
optional = false
python-versions = ">=3.8"
groups = ["dev"]
files = [
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@@ -943,6 +1021,8 @@ version = "2.22"
description = "C parser in Python"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -954,6 +1034,8 @@ version = "2.10.6"
description = "Data validation using Python type hints"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
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@@ -966,7 +1048,7 @@ typing-extensions = ">=4.12.2"
[package.extras]
email = ["email-validator (>=2.0.0)"]
timezone = ["tzdata"]
timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
[[package]]
name = "pydantic-core"
@@ -974,6 +1056,8 @@ version = "2.27.2"
description = "Core functionality for Pydantic validation and serialization"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1086,6 +1170,8 @@ version = "2.10.1"
description = "JSON Web Token implementation in Python"
optional = true
python-versions = ">=3.9"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1103,6 +1189,7 @@ version = "7.4.4"
description = "pytest: simple powerful testing with Python"
optional = false
python-versions = ">=3.7"
groups = ["dev"]
files = [
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@@ -1125,6 +1212,7 @@ version = "0.21.2"
description = "Pytest support for asyncio"
optional = false
python-versions = ">=3.7"
groups = ["dev"]
files = [
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@@ -1143,6 +1231,7 @@ version = "3.14.0"
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optional = false
python-versions = ">=3.8"
groups = ["dev"]
files = [
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@@ -1160,6 +1249,7 @@ version = "4.2.0"
description = "Local continuous test runner with pytest and watchdog."
optional = false
python-versions = "*"
groups = ["dev"]
files = [
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@@ -1176,6 +1266,8 @@ version = "1.0.1"
description = "Read key-value pairs from a .env file and set them as environment variables"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "extra == \"inmem\""
files = [
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@@ -1190,6 +1282,8 @@ version = "6.0.2"
description = "YAML parser and emitter for Python"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1252,6 +1346,8 @@ version = "2.32.3"
description = "Python HTTP for Humans."
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1273,6 +1369,8 @@ version = "1.0.0"
description = "A utility belt for advanced users of python-requests"
optional = true
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1287,6 +1385,7 @@ version = "0.6.9"
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optional = false
python-versions = ">=3.7"
groups = ["dev"]
files = [
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@@ -1314,6 +1413,8 @@ version = "1.3.1"
description = "Sniff out which async library your code is running under"
optional = true
python-versions = ">=3.7"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
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@@ -1325,6 +1426,8 @@ version = "2.1.3"
description = "SSE plugin for Starlette"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1344,6 +1447,8 @@ version = "0.46.0"
description = "The little ASGI library that shines."
optional = true
python-versions = ">=3.9"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1361,6 +1466,8 @@ version = "25.2.0"
description = "Structured Logging for Python"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1378,6 +1485,8 @@ version = "9.0.0"
description = "Retry code until it succeeds"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
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@@ -1393,6 +1502,8 @@ version = "2.2.1"
description = "A lil' TOML parser"
optional = false
python-versions = ">=3.8"
groups = ["dev"]
markers = "python_version < \"3.11\""
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@@ -1434,10 +1545,12 @@ version = "4.12.2"
description = "Backported and Experimental Type Hints for Python 3.8+"
optional = false
python-versions = ">=3.8"
groups = ["main", "dev"]
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[[package]]
name = "urllib3"
@@ -1445,13 +1558,15 @@ version = "2.3.0"
description = "HTTP library with thread-safe connection pooling, file post, and more."
optional = true
python-versions = ">=3.9"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
h2 = ["h2 (>=4,<5)"]
socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
zstd = ["zstandard (>=0.18.0)"]
@@ -1462,6 +1577,8 @@ version = "0.34.0"
description = "The lightning-fast ASGI server."
optional = true
python-versions = ">=3.9"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1472,7 +1589,7 @@ click = ">=7.0"
h11 = ">=0.8"
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[[package]]
name = "watchdog"
@@ -1480,6 +1597,7 @@ version = "6.0.0"
description = "Filesystem events monitoring"
optional = false
python-versions = ">=3.9"
groups = ["dev"]
files = [
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@@ -1522,6 +1640,8 @@ version = "1.0.4"
description = "Simple, modern and high performance file watching and code reload in python."
optional = true
python-versions = ">=3.9"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1605,6 +1725,8 @@ version = "0.23.0"
description = "Zstandard bindings for Python"
optional = true
python-versions = ">=3.8"
groups = ["main"]
markers = "python_version >= \"3.11\" and extra == \"inmem\""
files = [
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@@ -1715,6 +1837,6 @@ cffi = ["cffi (>=1.11)"]
inmem = ["langgraph-api", "python-dotenv"]
[metadata]
lock-version = "2.0"
lock-version = "2.1"
python-versions = "^3.9.0,<4.0"
content-hash = "f5aa4d66f9c0b98b8321a70a82387dc6e5f3a3a7ecedd87ac00d6415199038f9"
content-hash = "4a45d739795019ae00e18ba8b0d366209deca9c5a5e65e9f387e5cf1d5aef187"
+2 -2
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@@ -1,6 +1,6 @@
[tool.poetry]
name = "langgraph-cli"
version = "0.1.82"
version = "0.1.83"
description = "CLI for interacting with LangGraph API"
authors = []
license = "MIT"
@@ -14,7 +14,7 @@ langgraph = "langgraph_cli.cli:cli"
[tool.poetry.dependencies]
python = "^3.9.0,<4.0"
click = "^8.1.7"
langgraph-api = { version = ">=0.0.32,<0.1.0", optional = true, python = ">=3.11,<4.0" }
langgraph-api = { version = ">=0.0.42,<0.1.0", optional = true, python = ">=3.11,<4.0" }
python-dotenv = { version = ">=0.8.0", optional = true }
[tool.poetry.group.dev.dependencies]
+83 -3
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@@ -40,6 +40,17 @@
],
"description": "Optional. Custom authentication config, including the path to your Python auth logic and\nthe OpenAPI security definitions it uses.\n"
},
"checkpointer": {
"anyOf": [
{
"$ref": "#/$defs/CheckpointerConfig"
},
{
"type": "null"
}
],
"description": "Optional. Configuration for the built-in checkpointer, which handles checkpointing of state.\n\nIf omitted, no checkpointer is set up (the object store will still be present, however).\n"
},
"dependencies": {
"type": "array",
"items": {
@@ -145,6 +156,17 @@
],
"description": "Optional. Custom authentication config, including the path to your Python auth logic and\nthe OpenAPI security definitions it uses.\n"
},
"checkpointer": {
"anyOf": [
{
"$ref": "#/$defs/CheckpointerConfig"
},
{
"type": "null"
}
],
"description": "Optional. Configuration for the built-in checkpointer, which handles checkpointing of state.\n\nIf omitted, no checkpointer is set up (the object store will still be present, however).\n"
},
"dependencies": {
"type": "array",
"items": {
@@ -291,6 +313,61 @@
},
"required": []
},
"CheckpointerConfig": {
"title": "CheckpointerConfig",
"description": "Configuration for the built-in checkpointer, which handles checkpointing of state.\n\nIf omitted, no checkpointer is set up (the object store will still be present, however).",
"type": "object",
"properties": {
"ttl": {
"anyOf": [
{
"$ref": "#/$defs/ThreadTTLConfig"
},
{
"type": "null"
}
],
"description": "Optional. Defines the TTL (time-to-live) behavior configuration.\n\nIf provided, the checkpointer will apply TTL settings according to the configuration.\nIf omitted, no TTL behavior is configured.\n"
}
},
"required": []
},
"ThreadTTLConfig": {
"title": "ThreadTTLConfig",
"description": "Configure a default TTL for checkpointed data within threads.",
"type": "object",
"properties": {
"default_ttl": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
],
"description": "Default TTL (time-to-live) in minutes for checkpointed data."
},
"strategy": {
"enum": [
"delete"
],
"description": "Strategy to use for deleting checkpointed data.\n"
},
"sweep_interval_minutes": {
"anyOf": [
{
"type": "integer"
},
{
"type": "null"
}
],
"description": "Interval in minutes between sweep iterations.\nIf omitted, a default interval will be used (typically ~ 5 minutes)."
}
},
"required": []
},
"HttpConfig": {
"title": "HttpConfig",
"description": "Configuration for the built-in HTTP server that powers your deployment's routes and endpoints.",
@@ -455,10 +532,12 @@
{
"type": "null"
}
]
],
"description": "Optional. Default TTL (time-to-live) in minutes for new items.\n\nIf provided, all new items will have this TTL unless explicitly overridden.\nIf omitted, items will have no TTL by default.\n"
},
"refresh_on_read": {
"type": "boolean"
"type": "boolean",
"description": "Default behavior for refreshing TTLs on read operations (GET and SEARCH).\n\nIf True, TTLs will be refreshed on read operations (get/search) by default.\nThis can be overridden per-operation by explicitly setting refresh_ttl.\nDefaults to True if not configured.\n"
},
"sweep_interval_minutes": {
"anyOf": [
@@ -468,7 +547,8 @@
{
"type": "null"
}
]
],
"description": "Optional. Interval in minutes between TTL sweep iterations.\n\nIf provided, the store will periodically delete expired items based on the TTL.\nIf omitted, no automatic sweeping will occur.\n"
}
},
"required": []
+83 -3
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@@ -40,6 +40,17 @@
],
"description": "Optional. Custom authentication config, including the path to your Python auth logic and\nthe OpenAPI security definitions it uses.\n"
},
"checkpointer": {
"anyOf": [
{
"$ref": "#/$defs/CheckpointerConfig"
},
{
"type": "null"
}
],
"description": "Optional. Configuration for the built-in checkpointer, which handles checkpointing of state.\n\nIf omitted, no checkpointer is set up (the object store will still be present, however).\n"
},
"dependencies": {
"type": "array",
"items": {
@@ -145,6 +156,17 @@
],
"description": "Optional. Custom authentication config, including the path to your Python auth logic and\nthe OpenAPI security definitions it uses.\n"
},
"checkpointer": {
"anyOf": [
{
"$ref": "#/$defs/CheckpointerConfig"
},
{
"type": "null"
}
],
"description": "Optional. Configuration for the built-in checkpointer, which handles checkpointing of state.\n\nIf omitted, no checkpointer is set up (the object store will still be present, however).\n"
},
"dependencies": {
"type": "array",
"items": {
@@ -291,6 +313,61 @@
},
"required": []
},
"CheckpointerConfig": {
"title": "CheckpointerConfig",
"description": "Configuration for the built-in checkpointer, which handles checkpointing of state.\n\nIf omitted, no checkpointer is set up (the object store will still be present, however).",
"type": "object",
"properties": {
"ttl": {
"anyOf": [
{
"$ref": "#/$defs/ThreadTTLConfig"
},
{
"type": "null"
}
],
"description": "Optional. Defines the TTL (time-to-live) behavior configuration.\n\nIf provided, the checkpointer will apply TTL settings according to the configuration.\nIf omitted, no TTL behavior is configured.\n"
}
},
"required": []
},
"ThreadTTLConfig": {
"title": "ThreadTTLConfig",
"description": "Configure a default TTL for checkpointed data within threads.",
"type": "object",
"properties": {
"default_ttl": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
],
"description": "Default TTL (time-to-live) in minutes for checkpointed data."
},
"strategy": {
"enum": [
"delete"
],
"description": "Strategy to use for deleting checkpointed data.\n"
},
"sweep_interval_minutes": {
"anyOf": [
{
"type": "integer"
},
{
"type": "null"
}
],
"description": "Interval in minutes between sweep iterations.\nIf omitted, a default interval will be used (typically ~ 5 minutes)."
}
},
"required": []
},
"HttpConfig": {
"title": "HttpConfig",
"description": "Configuration for the built-in HTTP server that powers your deployment's routes and endpoints.",
@@ -455,10 +532,12 @@
{
"type": "null"
}
]
],
"description": "Optional. Default TTL (time-to-live) in minutes for new items.\n\nIf provided, all new items will have this TTL unless explicitly overridden.\nIf omitted, items will have no TTL by default.\n"
},
"refresh_on_read": {
"type": "boolean"
"type": "boolean",
"description": "Default behavior for refreshing TTLs on read operations (GET and SEARCH).\n\nIf True, TTLs will be refreshed on read operations (get/search) by default.\nThis can be overridden per-operation by explicitly setting refresh_ttl.\nDefaults to True if not configured.\n"
},
"sweep_interval_minutes": {
"anyOf": [
@@ -468,7 +547,8 @@
{
"type": "null"
}
]
],
"description": "Optional. Interval in minutes between TTL sweep iterations.\n\nIf provided, the store will periodically delete expired items based on the TTL.\nIf omitted, no automatic sweeping will occur.\n"
}
},
"required": []
+2
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@@ -32,6 +32,7 @@ def test_validate_config():
"env": {},
"store": None,
"auth": None,
"checkpointer": None,
"http": None,
"ui": None,
"ui_config": None,
@@ -53,6 +54,7 @@ def test_validate_config():
"env": env,
"store": None,
"auth": None,
"checkpointer": None,
"http": None,
"ui": None,
"ui_config": None,
+10 -1
View File
@@ -27,6 +27,8 @@ from langgraph.graph.state import StateGraph
Messages = Union[list[MessageLikeRepresentation], MessageLikeRepresentation]
REMOVE_ALL_MESSAGES = "__remove_all__"
def _add_messages_wrapper(func: Callable) -> Callable[[Messages, Messages], Messages]:
def _add_messages(
@@ -158,6 +160,7 @@ def add_messages(
Support for 'format="langchain-openai"' flag added.
"""
remove_all_idx = None
# coerce to list
if not isinstance(left, list):
left = [left] # type: ignore[assignment]
@@ -176,9 +179,15 @@ def add_messages(
for m in left:
if m.id is None:
m.id = str(uuid.uuid4())
for m in right:
for idx, m in enumerate(right):
if m.id is None:
m.id = str(uuid.uuid4())
if isinstance(m, RemoveMessage) and m.id == REMOVE_ALL_MESSAGES:
remove_all_idx = idx
if remove_all_idx is not None:
return right[remove_all_idx + 1 :]
# merge
merged = left.copy()
merged_by_id = {m.id: i for i, m in enumerate(merged)}
+1 -2
View File
@@ -50,7 +50,6 @@ from langgraph.checkpoint.base import (
BaseCheckpointSaver,
CheckpointTuple,
copy_checkpoint,
empty_checkpoint,
)
from langgraph.constants import (
CONF,
@@ -90,7 +89,7 @@ from langgraph.pregel.algo import (
local_write,
prepare_next_tasks,
)
from langgraph.pregel.checkpoint import create_checkpoint
from langgraph.pregel.checkpoint import create_checkpoint, empty_checkpoint
from langgraph.pregel.debug import tasks_w_writes
from langgraph.pregel.io import map_input, read_channels
from langgraph.pregel.loop import AsyncPregelLoop, StreamProtocol, SyncPregelLoop
+15 -1
View File
@@ -2,10 +2,24 @@ from datetime import datetime, timezone
from typing import Mapping, Optional
from langgraph.channels.base import BaseChannel
from langgraph.checkpoint.base import LATEST_VERSION, Checkpoint
from langgraph.checkpoint.base import Checkpoint
from langgraph.checkpoint.base.id import uuid6
from langgraph.constants import MISSING
LATEST_VERSION = 2
def empty_checkpoint() -> Checkpoint:
return Checkpoint(
v=LATEST_VERSION,
id=str(uuid6(clock_seq=-2)),
ts=datetime.now(timezone.utc).isoformat(),
channel_values={},
channel_versions={},
versions_seen={},
pending_sends=[],
)
def create_checkpoint(
checkpoint: Checkpoint,
+1 -2
View File
@@ -38,7 +38,6 @@ from langgraph.checkpoint.base import (
CheckpointTuple,
PendingWrite,
copy_checkpoint,
empty_checkpoint,
)
from langgraph.constants import (
CONF,
@@ -87,7 +86,7 @@ from langgraph.pregel.algo import (
should_interrupt,
task_path_str,
)
from langgraph.pregel.checkpoint import create_checkpoint
from langgraph.pregel.checkpoint import create_checkpoint, empty_checkpoint
from langgraph.pregel.debug import (
map_debug_checkpoint,
map_debug_task_results,
+1 -1
View File
@@ -1,6 +1,6 @@
[tool.poetry]
name = "langgraph"
version = "0.3.22"
version = "0.3.23"
description = "Building stateful, multi-actor applications with LLMs"
authors = []
license = "MIT"
+30 -1
View File
@@ -16,7 +16,7 @@ from pydantic.v1 import BaseModel as BaseModelV1
from typing_extensions import TypedDict
from langgraph.graph import add_messages
from langgraph.graph.message import MessagesState
from langgraph.graph.message import REMOVE_ALL_MESSAGES, MessagesState
from langgraph.graph.state import END, START, StateGraph
from tests.conftest import IS_LANGCHAIN_CORE_030_OR_GREATER
from tests.messages import _AnyIdHumanMessage
@@ -313,3 +313,32 @@ def test_messages_state_format_openai():
for m in result["messages"]:
m.id = None
assert result == {"messages": expected}
def test_remove_all_messages():
# simple removal
left = [HumanMessage(content="Hello"), AIMessage(content="Hi there!")]
right = [RemoveMessage(id=REMOVE_ALL_MESSAGES)]
result = add_messages(left, right)
assert result == []
# removal and update (i.e., overwriting)
left = [HumanMessage(content="Hello"), AIMessage(content="Hi there!")]
right = [
RemoveMessage(id=REMOVE_ALL_MESSAGES),
HumanMessage(content="Updated hello"),
]
result = add_messages(left, right)
assert result == [_AnyIdHumanMessage(content="Updated hello")]
# test removing preceding messages in the right list
left = [HumanMessage(content="Hello"), AIMessage(content="Hi there!")]
right = [
HumanMessage(content="Updated hello"),
RemoveMessage(id=REMOVE_ALL_MESSAGES),
HumanMessage(content="Updated hi there"),
]
result = add_messages(left, right)
assert result == [
_AnyIdHumanMessage(content="Updated hi there"),
]