From f408e3a74a0f8c5bff9ee8706a64c5e6c44eef31 Mon Sep 17 00:00:00 2001
From: Tyler Hutcherson <tyler.hutcherson@redis.com>
Date: Thu, 19 Jun 2025 18:04:39 -0400
Subject: [PATCH 01/10] redisvl widen deps and simplify env

---
 poetry.lock    | 1470 ++++++++++++++++++++++++------------------------
 pyproject.toml |   10 +-
 2 files changed, 752 insertions(+), 728 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 3b0eb88..603af03 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
 
 [[package]]
 name = "aioconsole"
@@ -13,7 +13,7 @@ files = [
 ]
 
 [package.extras]
-dev = ["pytest", "pytest-asyncio", "pytest-cov", "pytest-repeat", "uvloop ; platform_python_implementation != \"PyPy\" and sys_platform != \"win32\""]
+dev = ["pytest", "pytest-asyncio", "pytest-cov", "pytest-repeat", "uvloop"]
 
 [[package]]
 name = "annotated-types"
@@ -29,14 +29,14 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.8.0"
+version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
-    {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
+    {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
+    {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
 ]
 
 [package.dependencies]
@@ -46,8 +46,8 @@ sniffio = ">=1.1"
 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) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
+doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -112,14 +112,14 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2025.1.31"
+version = "2025.6.15"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 groups = ["main", "dev"]
 files = [
-    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
-    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
+    {file = "certifi-2025.6.15-py3-none-any.whl", hash = "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057"},
+    {file = "certifi-2025.6.15.tar.gz", hash = "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b"},
 ]
 
 [[package]]
@@ -205,104 +205,104 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.1"
+version = "3.4.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
 files = [
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 [[package]]
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 [package.extras]
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 hard-encoding-detection = ["chardet"]
-toml = ["tomli ; python_version < \"3.11\""]
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 types = ["chardet (>=5.1.0)", "mypy", "pytest", "pytest-cov", "pytest-dependency"]
 
 [[package]]
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 ]
 
 [package.dependencies]
-cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
+cffi = {version = ">=1.14", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0) ; python_version >= \"3.8\""]
+docs = ["sphinx (>=5.3.0)", "sphinx-inline-tabs", "sphinx-rtd-theme (>=3.0.0)"]
 docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
-nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_version >= \"3.8\""]
-pep8test = ["check-sdist ; python_version >= \"3.8\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
+nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2)"]
+pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
 sdist = ["build (>=1.0.0)"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi (>=2024)", "cryptography-vectors (==44.0.1)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+test = ["certifi (>=2024)", "cryptography-vectors (==45.0.4)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -443,17 +449,20 @@ websockets = ["websocket-client (>=1.3.0)"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.2"
+version = "1.3.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
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 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
+
 [package.extras]
 test = ["pytest (>=6)"]
 
@@ -525,7 +534,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -548,26 +557,26 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 
 [[package]]
 name = "iniconfig"
-version = "2.0.0"
+version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
 name = "isort"
-version = "6.0.0"
+version = "6.0.1"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.9.0"
 groups = ["dev"]
 files = [
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 [package.extras]
@@ -576,88 +585,89 @@ plugins = ["setuptools"]
 
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 description = "Fast iterable JSON parser."
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 [[package]]
@@ -705,55 +715,52 @@ files = [
 
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+version = "0.3.65"
 description = "Building applications with LLMs through composability"
 optional = false
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 [package.dependencies]
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-langsmith = ">=0.1.125,<0.4"
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 packaging = ">=23.2,<25"
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-    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
-]
+pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.4"
+version = "0.3.24"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 [package.dependencies]
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+langchain-core = ">=0.3.65,<1.0.0"
+openai = ">=1.86.0,<2.0.0"
 tiktoken = ">=0.7,<1"
 
 [[package]]
 name = "langgraph"
-version = "0.4.7"
+version = "0.4.8"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -766,19 +773,19 @@ xxhash = ">=3.5.0"
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.0.26"
+version = "2.1.0"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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 [package.dependencies]
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-ormsgpack = ">=1.8.0,<2.0.0"
+langchain-core = ">=0.2.38"
+ormsgpack = ">=1.10.0"
 
 [[package]]
 name = "langgraph-prebuilt"
@@ -798,14 +805,14 @@ langgraph-checkpoint = ">=2.0.10"
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.1.61"
+version = "0.1.70"
 description = "SDK for interacting with LangGraph API"
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -814,19 +821,20 @@ orjson = ">=3.10.1"
 
 [[package]]
 name = "langsmith"
-version = "0.3.8"
+version = "0.3.45"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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 [package.dependencies]
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 orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
+packaging = ">=23.2"
 pydantic = [
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     {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
@@ -837,41 +845,51 @@ zstandard = ">=0.23.0,<0.24.0"
 
 [package.extras]
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 pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
 
 [[package]]
 name = "ml-dtypes"
-version = "0.4.1"
+version = "0.5.1"
 description = ""
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
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 [package.dependencies]
 numpy = [
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 ]
 
 [package.extras]
@@ -879,48 +897,49 @@ dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
 
 [[package]]
 name = "mypy"
-version = "1.15.0"
+version = "1.16.1"
 description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 [[package]]
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 [[package]]
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-version = "4.3.6"
+version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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-type = ["mypy (>=1.11.2)"]
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+type = ["mypy (>=1.14.1)"]
 
 [[package]]
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-python-versions = ">=3.8"
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 [package.extras]
 dev = ["pre-commit", "tox"]
-testing = ["pytest", "pytest-benchmark"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "ply"
@@ -1284,33 +1303,26 @@ files = [
 
 [[package]]
 name = "psutil"
-version = "6.1.1"
-description = "Cross-platform lib for process and system monitoring in Python."
+version = "7.0.0"
+description = "Cross-platform lib for process and system monitoring in Python.  NOTE: the syntax of this script MUST be kept compatible with Python 2.7."
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 groups = ["dev"]
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 [package.extras]
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+dev = ["abi3audit", "black (==24.10.0)", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest", "pytest-cov", "pytest-xdist", "requests", "rstcheck", "ruff", "setuptools", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "vulture", "wheel"]
 test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
@@ -1328,133 +1340,133 @@ markers = {main = "platform_python_implementation == \"PyPy\"", dev = "python_ve
 
 [[package]]
 name = "pydantic"
-version = "2.10.6"
+version = "2.11.7"
 description = "Data validation using Python type hints"
 optional = false
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 [package.dependencies]
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-pydantic-core = "2.27.2"
+pydantic-core = "2.33.2"
 typing-extensions = ">=4.12.2"
+typing-inspection = ">=0.4.0"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
+timezone = ["tzdata"]
 
 [[package]]
 name = "pydantic-core"
-version = "2.27.2"
+version = "2.33.2"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
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 [package.dependencies]
@@ -1504,14 +1516,14 @@ testing = ["coverage (>=6.2)", "flaky (>=3.5.0)", "hypothesis (>=5.7.1)", "mypy
 
 [[package]]
 name = "pytest-mock"
-version = "3.14.0"
+version = "3.14.1"
 description = "Thin-wrapper around the mock package for easier use with pytest"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -1522,14 +1534,14 @@ dev = ["pre-commit", "pytest-asyncio", "tox"]
 
 [[package]]
 name = "pytest-xdist"
-version = "3.6.1"
+version = "3.7.0"
 description = "pytest xdist plugin for distributed testing, most importantly across multiple CPUs"
 optional = false
-python-versions = ">=3.8"
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 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -1544,14 +1556,14 @@ testing = ["filelock"]
 
 [[package]]
 name = "python-dotenv"
-version = "1.0.1"
+version = "1.1.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
-python-versions = ">=3.8"
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 groups = ["dev"]
 files = [
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 ]
 
 [package.extras]
@@ -1574,31 +1586,29 @@ pydantic = ["pydantic (>=2.0)"]
 
 [[package]]
 name = "pywin32"
-version = "308"
+version = "310"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
 groups = ["dev"]
 markers = "sys_platform == \"win32\""
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 ]
 
 [[package]]
@@ -1666,22 +1676,23 @@ files = [
 
 [[package]]
 name = "redis"
-version = "5.2.1"
+version = "6.2.0"
 description = "Python client for Redis database and key-value store"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
 async-timeout = {version = ">=4.0.3", markers = "python_full_version < \"3.11.3\""}
 
 [package.extras]
-hiredis = ["hiredis (>=3.0.0)"]
-ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==23.2.1)", "requests (>=2.31.0)"]
+hiredis = ["hiredis (>=3.2.0)"]
+jwt = ["pyjwt (>=2.9.0)"]
+ocsp = ["cryptography (>=36.0.1)", "pyopenssl (>=20.0.1)", "requests (>=2.31.0)"]
 
 [[package]]
 name = "redisvl"
@@ -1714,8 +1725,8 @@ cohere = ["cohere (>=4.44)"]
 mistralai = ["mistralai (>=1.0.0)"]
 nltk = ["nltk (>=3.8.1,<4.0.0)"]
 openai = ["openai (>=1.13.0,<2.0.0)"]
-ranx = ["ranx (>=0.3.0,<0.4.0) ; python_version >= \"3.10\""]
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+ranx = ["ranx (>=0.3.0,<0.4.0)"]
+sentence-transformers = ["scipy (<1.15)", "scipy (>=1.15,<2.0)", "sentence-transformers (>=3.4.0,<4.0.0)"]
 vertexai = ["google-cloud-aiplatform (>=1.26,<2.0)", "protobuf (>=5.29.1,<6.0.0)"]
 voyageai = ["voyageai (>=0.2.2)"]
 
@@ -1874,14 +1885,14 @@ files = [
 
 [[package]]
 name = "tenacity"
-version = "9.0.0"
+version = "9.1.2"
 description = "Retry code until it succeeds"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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 ]
 
 [package.extras]
@@ -1890,14 +1901,14 @@ test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
 [[package]]
 name = "testcontainers"
-version = "4.9.1"
+version = "4.10.0"
 description = "Python library for throwaway instances of anything that can run in a Docker container"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -1944,43 +1955,43 @@ weaviate = ["weaviate-client (>=4.5.4,<5.0.0)"]
 
 [[package]]
 name = "tiktoken"
-version = "0.8.0"
+version = "0.9.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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-    {file = "tiktoken-0.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b591fb2b30d6a72121a80be24ec7a0e9eb51c5500ddc7e4c2496516dd5e3816b"},
-    {file = "tiktoken-0.8.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:845287b9798e476b4d762c3ebda5102be87ca26e5d2c9854002825d60cdb815d"},
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-    {file = "tiktoken-0.8.0.tar.gz", hash = "sha256:9ccbb2740f24542534369c5635cfd9b2b3c2490754a78ac8831d99f89f94eeb2"},
+    {file = "tiktoken-0.9.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:586c16358138b96ea804c034b8acf3f5d3f0258bd2bc3b0227af4af5d622e382"},
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+    {file = "tiktoken-0.9.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:92a5fb085a6a3b7350b8fc838baf493317ca0e17bd95e8642f95fc69ecfed1de"},
+    {file = "tiktoken-0.9.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:15a2752dea63d93b0332fb0ddb05dd909371ededa145fe6a3242f46724fa7990"},
+    {file = "tiktoken-0.9.0-cp310-cp310-win_amd64.whl", hash = "sha256:26113fec3bd7a352e4b33dbaf1bd8948de2507e30bd95a44e2b1156647bc01b4"},
+    {file = "tiktoken-0.9.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:f32cc56168eac4851109e9b5d327637f15fd662aa30dd79f964b7c39fbadd26e"},
+    {file = "tiktoken-0.9.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:45556bc41241e5294063508caf901bf92ba52d8ef9222023f83d2483a3055348"},
+    {file = "tiktoken-0.9.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:03935988a91d6d3216e2ec7c645afbb3d870b37bcb67ada1943ec48678e7ee33"},
+    {file = "tiktoken-0.9.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8b3d80aad8d2c6b9238fc1a5524542087c52b860b10cbf952429ffb714bc1136"},
+    {file = "tiktoken-0.9.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:b2a21133be05dc116b1d0372af051cd2c6aa1d2188250c9b553f9fa49301b336"},
+    {file = "tiktoken-0.9.0-cp311-cp311-win_amd64.whl", hash = "sha256:11a20e67fdf58b0e2dea7b8654a288e481bb4fc0289d3ad21291f8d0849915fb"},
+    {file = "tiktoken-0.9.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e88f121c1c22b726649ce67c089b90ddda8b9662545a8aeb03cfef15967ddd03"},
+    {file = "tiktoken-0.9.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a6600660f2f72369acb13a57fb3e212434ed38b045fd8cc6cdd74947b4b5d210"},
+    {file = "tiktoken-0.9.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:95e811743b5dfa74f4b227927ed86cbc57cad4df859cb3b643be797914e41794"},
+    {file = "tiktoken-0.9.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:99376e1370d59bcf6935c933cb9ba64adc29033b7e73f5f7569f3aad86552b22"},
+    {file = "tiktoken-0.9.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:badb947c32739fb6ddde173e14885fb3de4d32ab9d8c591cbd013c22b4c31dd2"},
+    {file = "tiktoken-0.9.0-cp312-cp312-win_amd64.whl", hash = "sha256:5a62d7a25225bafed786a524c1b9f0910a1128f4232615bf3f8257a73aaa3b16"},
+    {file = "tiktoken-0.9.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2b0e8e05a26eda1249e824156d537015480af7ae222ccb798e5234ae0285dbdb"},
+    {file = "tiktoken-0.9.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:27d457f096f87685195eea0165a1807fae87b97b2161fe8c9b1df5bd74ca6f63"},
+    {file = "tiktoken-0.9.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2cf8ded49cddf825390e36dd1ad35cd49589e8161fdcb52aa25f0583e90a3e01"},
+    {file = "tiktoken-0.9.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cc156cb314119a8bb9748257a2eaebd5cc0753b6cb491d26694ed42fc7cb3139"},
+    {file = "tiktoken-0.9.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:cd69372e8c9dd761f0ab873112aba55a0e3e506332dd9f7522ca466e817b1b7a"},
+    {file = "tiktoken-0.9.0-cp313-cp313-win_amd64.whl", hash = "sha256:5ea0edb6f83dc56d794723286215918c1cde03712cbbafa0348b33448faf5b95"},
+    {file = "tiktoken-0.9.0-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:c6386ca815e7d96ef5b4ac61e0048cd32ca5a92d5781255e13b31381d28667dc"},
+    {file = "tiktoken-0.9.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:75f6d5db5bc2c6274b674ceab1615c1778e6416b14705827d19b40e6355f03e0"},
+    {file = "tiktoken-0.9.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e15b16f61e6f4625a57a36496d28dd182a8a60ec20a534c5343ba3cafa156ac7"},
+    {file = "tiktoken-0.9.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3ebcec91babf21297022882344c3f7d9eed855931466c3311b1ad6b64befb3df"},
+    {file = "tiktoken-0.9.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:e5fd49e7799579240f03913447c0cdfa1129625ebd5ac440787afc4345990427"},
+    {file = "tiktoken-0.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:26242ca9dc8b58e875ff4ca078b9a94d2f0813e6a535dcd2205df5d49d927cc7"},
+    {file = "tiktoken-0.9.0.tar.gz", hash = "sha256:d02a5ca6a938e0490e1ff957bc48c8b078c88cb83977be1625b1fd8aac792c5d"},
 ]
 
 [package.dependencies]
@@ -1997,7 +2008,7 @@ description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -2057,16 +2068,31 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.2"
-description = "Backported and Experimental Type Hints for Python 3.8+"
+version = "4.14.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
-    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
+    {file = "typing_extensions-4.14.0-py3-none-any.whl", hash = "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af"},
+    {file = "typing_extensions-4.14.0.tar.gz", hash = "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4"},
 ]
 
+[[package]]
+name = "typing-inspection"
+version = "0.4.1"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+files = [
+    {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
+    {file = "typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
 [[package]]
 name = "urllib3"
 version = "2.5.0"
@@ -2080,7 +2106,7 @@ files = [
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -2423,4 +2449,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<3.14"
-content-hash = "9577252b03dc2d8d47404adb56c31983f472705792ac91aad410e1d769462b3d"
+content-hash = "25bad5ebc5ae4db8fb6454e329861fe315ad13283c3f3e470b9661f837b16c2e"
diff --git a/pyproject.toml b/pyproject.toml
index 0bb967c..1f66b8f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,12 +1,12 @@
 [tool.poetry]
 name = "langgraph-checkpoint-redis"
-version = "0.0.7"
-description = "Library with a Redis implementation of LangGraph checkpoint saver."
+version = "0.0.8"
+description = "Redis implementation of the LangGraph agent checkpoint saver and store."
 authors = ["Redis Inc. <applied.ai@redis.com>"]
 license = "MIT"
 readme = "README.md"
 repository = "https://www.github.com/redis-developer/langgraph-redis"
-keywords = ["ai", "redis", "redis-client", "vector-database", "vector-search"]
+keywords = ["ai", "redis", "redis-client", "vector-database", "agents", "langgraph", "langchain"]
 classifiers = [
   "Programming Language :: Python :: 3.9",
   "Programming Language :: Python :: 3.10",
@@ -20,9 +20,7 @@ packages = [{ include = "langgraph" }]
 [tool.poetry.dependencies]
 python = ">=3.9,<3.14"
 langgraph-checkpoint = "^2.0.26"
-redisvl = ">=0.5.1,<0.8.0"
-redis = ">=5.0,<7.0"
-python-ulid = "^3.0.0"
+redisvl = ">=0.5.1,<1.0.0"
 
 [tool.poetry.group.dev.dependencies]
 langgraph = ">=0.3.0,<0.5.0"

From f2cfa6e65e6a868b45a5c57465c3d54d0202a9c9 Mon Sep 17 00:00:00 2001
From: Tyler Hutcherson <tyler.hutcherson@redis.com>
Date: Tue, 24 Jun 2025 12:00:33 -0400
Subject: [PATCH 02/10] improve mypy warnings and update package ranges

---
 langgraph/checkpoint/redis/__init__.py       |   2 +-
 langgraph/checkpoint/redis/aio.py            |   2 +-
 langgraph/checkpoint/redis/base.py           |   2 +-
 langgraph/store/redis/__init__.py            |  12 +-
 langgraph/store/redis/aio.py                 |   2 +-
 poetry.lock                                  | 251 +++++++++----------
 pyproject.toml                               |   4 +-
 tests/test_async_aget_tuple_checkpoint_id.py |  56 +++--
 8 files changed, 154 insertions(+), 177 deletions(-)

diff --git a/langgraph/checkpoint/redis/__init__.py b/langgraph/checkpoint/redis/__init__.py
index 4f67cf0..a42af42 100644
--- a/langgraph/checkpoint/redis/__init__.py
+++ b/langgraph/checkpoint/redis/__init__.py
@@ -280,7 +280,7 @@ def put(
         # store at top-level for filters in list()
         if all(key in metadata for key in ["source", "step"]):
             checkpoint_data["source"] = metadata["source"]
-            checkpoint_data["step"] = metadata["step"]  # type: ignore
+            checkpoint_data["step"] = metadata["step"]
 
         # Create the checkpoint key
         checkpoint_key = BaseRedisSaver._make_redis_checkpoint_key(
diff --git a/langgraph/checkpoint/redis/aio.py b/langgraph/checkpoint/redis/aio.py
index 63120ca..1367d47 100644
--- a/langgraph/checkpoint/redis/aio.py
+++ b/langgraph/checkpoint/redis/aio.py
@@ -568,7 +568,7 @@ async def aput(
             # store at top-level for filters in list()
             if all(key in metadata for key in ["source", "step"]):
                 checkpoint_data["source"] = metadata["source"]
-                checkpoint_data["step"] = metadata["step"]  # type: ignore
+                checkpoint_data["step"] = metadata["step"]
 
             # Prepare checkpoint key
             checkpoint_key = BaseRedisSaver._make_redis_checkpoint_key(
diff --git a/langgraph/checkpoint/redis/base.py b/langgraph/checkpoint/redis/base.py
index c7645ba..7a7f251 100644
--- a/langgraph/checkpoint/redis/base.py
+++ b/langgraph/checkpoint/redis/base.py
@@ -383,7 +383,7 @@ def _dump_metadata(self, metadata: CheckpointMetadata) -> str:
         # NOTE: we're using JSON serializer (not msgpack), so we need to remove null characters before writing
         return serialized_metadata.decode().replace("\\u0000", "")
 
-    def get_next_version(self, current: Optional[str], channel: ChannelProtocol) -> str:
+    def get_next_version(self, current: Optional[str], channel: None = None) -> str:
         """Generate next version number."""
         if current is None:
             current_v = 0
diff --git a/langgraph/store/redis/__init__.py b/langgraph/store/redis/__init__.py
index 78669e2..56709ab 100644
--- a/langgraph/store/redis/__init__.py
+++ b/langgraph/store/redis/__init__.py
@@ -578,16 +578,14 @@ def _batch_search_ops(
                         if self.cluster_mode:
                             for key in refresh_keys:
                                 ttl = self._redis.ttl(key)
-                                if ttl > 0:  # type: ignore
+                                if ttl > 0:
                                     self._redis.expire(key, ttl_seconds)
                         else:
                             pipeline = self._redis.pipeline(transaction=True)
                             for key in refresh_keys:
                                 # Only refresh TTL if the key exists and has a TTL
                                 ttl = self._redis.ttl(key)
-                                if (
-                                    ttl > 0
-                                ):  # Only refresh if key exists and has TTL  # type: ignore
+                                if ttl > 0:  # Only refresh if key exists and has TTL
                                     pipeline.expire(key, ttl_seconds)
                             if pipeline.command_stack:
                                 pipeline.execute()
@@ -645,16 +643,14 @@ def _batch_search_ops(
                         if self.cluster_mode:
                             for key in refresh_keys:
                                 ttl = self._redis.ttl(key)
-                                if ttl > 0:  # type: ignore
+                                if ttl > 0:
                                     self._redis.expire(key, ttl_seconds)
                         else:
                             pipeline = self._redis.pipeline(transaction=True)
                             for key in refresh_keys:
                                 # Only refresh TTL if the key exists and has a TTL
                                 ttl = self._redis.ttl(key)
-                                if (
-                                    ttl > 0
-                                ):  # Only refresh if key exists and has TTL  # type: ignore
+                                if ttl > 0:  # Only refresh if key exists and has TTL
                                     pipeline.expire(key, ttl_seconds)
                             if pipeline.command_stack:
                                 pipeline.execute()
diff --git a/langgraph/store/redis/aio.py b/langgraph/store/redis/aio.py
index 766cf2d..07a7fa9 100644
--- a/langgraph/store/redis/aio.py
+++ b/langgraph/store/redis/aio.py
@@ -87,7 +87,7 @@ def __init__(
 
         # Set up store configuration
         self.index_config = index
-        self.ttl_config = ttl  # type: ignore
+        self.ttl_config = ttl
 
         if self.index_config:
             self.index_config = self.index_config.copy()
diff --git a/poetry.lock b/poetry.lock
index 603af03..f106a2a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -715,19 +715,19 @@ files = [
 
 [[package]]
 name = "langchain-core"
-version = "0.3.65"
+version = "0.3.66"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "langchain_core-0.3.65-py3-none-any.whl", hash = "sha256:80e8faf6e9f331f8ef728f3fe793549f1d3fb244fcf9e1bdcecab6a6f4669394"},
-    {file = "langchain_core-0.3.65.tar.gz", hash = "sha256:54b5e0c8d9bb405415c3211da508ef9cfe0acbe5b490d1b4a15664408ee82d9b"},
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+langsmith = ">=0.3.45"
 packaging = ">=23.2,<25"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
@@ -736,18 +736,18 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.24"
+version = "0.3.25"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 openai = ">=1.86.0,<2.0.0"
 tiktoken = ">=0.7,<1"
 
@@ -821,14 +821,14 @@ orjson = ">=3.10.1"
 
 [[package]]
 name = "langsmith"
-version = "0.3.45"
+version = "0.4.1"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
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 [package.dependencies]
@@ -836,8 +836,8 @@ httpx = ">=0.23.0,<1"
 orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
 packaging = ">=23.2"
 pydantic = [
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     {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
+    {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
 ]
 requests = ">=2,<3"
 requests-toolbelt = ">=1.0.0,<2.0.0"
@@ -849,6 +849,40 @@ openai-agents = ["openai-agents (>=0.0.3,<0.1)"]
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 pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
 
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+python-versions = ">=3.9"
+groups = ["main"]
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+
+[package.extras]
+dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
+
 [[package]]
 name = "ml-dtypes"
 version = "0.5.1"
@@ -856,6 +890,7 @@ description = ""
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 python-versions = ">=3.9"
 groups = ["main"]
+markers = "python_version < \"3.13\""
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 [package.dependencies]
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 typing-extensions = ">=4.11,<5"
 
 [package.extras]
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 files = [
-    {file = "redisvl-0.7.0-py3-none-any.whl", hash = "sha256:4b3b729da71b0f98d7add55d10ad5f1bc8a97747e704f4d311b510cbf6af3039"},
-    {file = "redisvl-0.7.0.tar.gz", hash = "sha256:d5964911ecc0ba72827f22f7f63cfc102d4f03836c71e3cbfdbb0c18d8fcb85d"},
+    {file = "redisvl-0.8.0-py3-none-any.whl", hash = "sha256:365c31819224b3e4e9acca1ed2ac9eed347d4ee4ca8d822010dbd51a8b725705"},
+    {file = "redisvl-0.8.0.tar.gz", hash = "sha256:00645cf126039ee4d734a1ff273cc4e8fea59118f7790625eeff510fce08b0d4"},
 ]
 
 [package.dependencies]
-jsonpath-ng = ">=1.5.0,<2.0.0"
+jsonpath-ng = ">=1.5.0"
 ml-dtypes = ">=0.4.0,<1.0.0"
-numpy = [
-    {version = ">=1,<2", markers = "python_version < \"3.12\""},
-    {version = ">=1.26.0,<3", markers = "python_version >= \"3.12\""},
-]
+numpy = ">=1.26.0,<3"
 pydantic = ">=2,<3"
-python-ulid = ">=3.0.0,<4.0.0"
+python-ulid = ">=3.0.0"
 pyyaml = ">=5.4,<7.0"
 redis = ">=5.0,<7.0"
 tenacity = ">=8.2.2"
 
 [package.extras]
-bedrock = ["boto3[bedrock] (==1.36.0)"]
+bedrock = ["boto3 (>=1.36.0,<2)", "urllib3 (<2.2.0)"]
 cohere = ["cohere (>=4.44)"]
 mistralai = ["mistralai (>=1.0.0)"]
-nltk = ["nltk (>=3.8.1,<4.0.0)"]
-openai = ["openai (>=1.13.0,<2.0.0)"]
-ranx = ["ranx (>=0.3.0,<0.4.0)"]
-sentence-transformers = ["scipy (<1.15)", "scipy (>=1.15,<2.0)", "sentence-transformers (>=3.4.0,<4.0.0)"]
-vertexai = ["google-cloud-aiplatform (>=1.26,<2.0)", "protobuf (>=5.29.1,<6.0.0)"]
+nltk = ["nltk (>=3.8.1,<4)"]
+openai = ["openai (>=1.1.0)"]
+sentence-transformers = ["sentence-transformers (>=3.4.0,<4)"]
+vertexai = ["google-cloud-aiplatform (>=1.26,<2.0.0)", "protobuf (>=5.28.0,<6.0.0)"]
 voyageai = ["voyageai (>=0.2.2)"]
 
 [[package]]
@@ -2449,4 +2426,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<3.14"
-content-hash = "25bad5ebc5ae4db8fb6454e329861fe315ad13283c3f3e470b9661f837b16c2e"
+content-hash = "2a3e2df1ba77e844e58932ee992897788677efa3131667678b2a36a31b30d37b"
diff --git a/pyproject.toml b/pyproject.toml
index 1f66b8f..0475d3e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,7 +19,7 @@ packages = [{ include = "langgraph" }]
 
 [tool.poetry.dependencies]
 python = ">=3.9,<3.14"
-langgraph-checkpoint = "^2.0.26"
+langgraph-checkpoint = ">=2.0.26"
 redisvl = ">=0.5.1,<1.0.0"
 
 [tool.poetry.group.dev.dependencies]
@@ -31,7 +31,7 @@ anyio = "^4.4.0"
 pytest-asyncio = "^0.21.1"
 pytest-xdist = {extras = ["psutil"], version = "^3.6.1"}
 pytest-mock = "^3.11.1"
-mypy = "^1.10.0"
+mypy = ">=1.11.0,<2"
 aioconsole = "^0.8.1"
 langchain-openai = "^0.3.2"
 testcontainers = "^4.9.1"
diff --git a/tests/test_async_aget_tuple_checkpoint_id.py b/tests/test_async_aget_tuple_checkpoint_id.py
index cf3a772..5ce9174 100644
--- a/tests/test_async_aget_tuple_checkpoint_id.py
+++ b/tests/test_async_aget_tuple_checkpoint_id.py
@@ -22,24 +22,24 @@ async def saver(redis_url: str) -> AsyncGenerator[AsyncRedisSaver, None]:
 @pytest.mark.asyncio
 async def test_aget_tuple_returns_correct_checkpoint_id(saver: AsyncRedisSaver):
     """Test that aget_tuple returns the correct checkpoint_id when not specified in config.
-    
+
     This test reproduces the issue described in GitHub issue #64 where AsyncRedisSaver
     aget_tuple was returning None for checkpoint_id while the sync version worked correctly.
     """
     # Create a unique thread ID
     thread_id = str(uuid.uuid4())
-    
+
     # Config with only thread_id and checkpoint_ns (no checkpoint_id)
     runnable_config: RunnableConfig = {
         "configurable": {"thread_id": thread_id, "checkpoint_ns": ""}
     }
-    
+
     # Put several checkpoints
     checkpoint_ids = []
     for run in range(3):
         checkpoint_id = str(run)
         checkpoint_ids.append(checkpoint_id)
-        
+
         await saver.aput(
             {
                 "configurable": {
@@ -56,24 +56,26 @@ async def test_aget_tuple_returns_correct_checkpoint_id(saver: AsyncRedisSaver):
             },
             {},
         )
-        
+
         # Get the tuple using the config without checkpoint_id
         # This should return the latest checkpoint
         get_tuple = await saver.aget_tuple(runnable_config)
-        
+
         # Verify the checkpoint_id is not None and matches the expected value
-        assert get_tuple is not None, f"Expected checkpoint tuple, got None for run {run}"
-        
+        assert (
+            get_tuple is not None
+        ), f"Expected checkpoint tuple, got None for run {run}"
+
         returned_checkpoint_id = get_tuple.config["configurable"]["checkpoint_id"]
         assert returned_checkpoint_id is not None, (
             f"Expected checkpoint_id to be set, got None for run {run}. "
             f"This indicates the bug where aget_tuple returns None for checkpoint_id."
         )
-        
+
         # Since we're getting the latest checkpoint each time, it should be the current checkpoint_id
-        assert returned_checkpoint_id == checkpoint_id, (
-            f"Expected checkpoint_id {checkpoint_id}, got {returned_checkpoint_id} for run {run}"
-        )
+        assert (
+            returned_checkpoint_id == checkpoint_id
+        ), f"Expected checkpoint_id {checkpoint_id}, got {returned_checkpoint_id} for run {run}"
 
 
 @pytest.mark.asyncio
@@ -81,13 +83,13 @@ async def test_aget_tuple_with_explicit_checkpoint_id(saver: AsyncRedisSaver):
     """Test that aget_tuple works correctly when checkpoint_id is explicitly provided."""
     # Create a unique thread ID
     thread_id = str(uuid.uuid4())
-    
+
     # Put several checkpoints
     checkpoint_ids = []
     for run in range(3):
         checkpoint_id = str(run)
         checkpoint_ids.append(checkpoint_id)
-        
+
         await saver.aput(
             {
                 "configurable": {
@@ -104,25 +106,27 @@ async def test_aget_tuple_with_explicit_checkpoint_id(saver: AsyncRedisSaver):
             },
             {},
         )
-    
+
     # Test retrieving each checkpoint by explicit checkpoint_id
     for checkpoint_id in checkpoint_ids:
         config_with_id: RunnableConfig = {
             "configurable": {
                 "thread_id": thread_id,
                 "checkpoint_id": checkpoint_id,
-                "checkpoint_ns": ""
+                "checkpoint_ns": "",
             }
         }
-        
+
         get_tuple = await saver.aget_tuple(config_with_id)
-        
-        assert get_tuple is not None, f"Expected checkpoint tuple, got None for checkpoint_id {checkpoint_id}"
-        
+
+        assert (
+            get_tuple is not None
+        ), f"Expected checkpoint tuple, got None for checkpoint_id {checkpoint_id}"
+
         returned_checkpoint_id = get_tuple.config["configurable"]["checkpoint_id"]
-        assert returned_checkpoint_id == checkpoint_id, (
-            f"Expected checkpoint_id {checkpoint_id}, got {returned_checkpoint_id}"
-        )
+        assert (
+            returned_checkpoint_id == checkpoint_id
+        ), f"Expected checkpoint_id {checkpoint_id}, got {returned_checkpoint_id}"
 
 
 @pytest.mark.asyncio
@@ -130,10 +134,10 @@ async def test_aget_tuple_no_checkpoint_returns_none(saver: AsyncRedisSaver):
     """Test that aget_tuple returns None when no checkpoint exists for the thread."""
     # Use a thread ID that doesn't exist
     thread_id = str(uuid.uuid4())
-    
+
     runnable_config: RunnableConfig = {
         "configurable": {"thread_id": thread_id, "checkpoint_ns": ""}
     }
-    
+
     get_tuple = await saver.aget_tuple(runnable_config)
-    assert get_tuple is None, "Expected None when no checkpoint exists for thread"
\ No newline at end of file
+    assert get_tuple is None, "Expected None when no checkpoint exists for thread"

From f6f0c0a5a935fa212b95ddceec0d42dd3f344172 Mon Sep 17 00:00:00 2001
From: Tyler Hutcherson <tyler.hutcherson@redis.com>
Date: Tue, 24 Jun 2025 13:57:55 -0400
Subject: [PATCH 03/10] fix pipeline async awaiting

---
 langgraph/checkpoint/redis/aio.py      | 28 ++++++++++++--------------
 langgraph/checkpoint/redis/ashallow.py | 28 ++++++++++++--------------
 2 files changed, 26 insertions(+), 30 deletions(-)

diff --git a/langgraph/checkpoint/redis/aio.py b/langgraph/checkpoint/redis/aio.py
index 1367d47..c118cb1 100644
--- a/langgraph/checkpoint/redis/aio.py
+++ b/langgraph/checkpoint/redis/aio.py
@@ -63,14 +63,14 @@ async def _write_obj_tx(
     exists: int = await pipe.exists(key)
     if upsert_case:
         if exists:
-            await pipe.json().set(key, "$.channel", write_obj["channel"])
-            await pipe.json().set(key, "$.type", write_obj["type"])
-            await pipe.json().set(key, "$.blob", write_obj["blob"])
+            pipe.json().set(key, "$.channel", write_obj["channel"])
+            pipe.json().set(key, "$.type", write_obj["type"])
+            pipe.json().set(key, "$.blob", write_obj["blob"])
         else:
-            await pipe.json().set(key, "$", write_obj)
+            pipe.json().set(key, "$", write_obj)
     else:
         if not exists:
-            await pipe.json().set(key, "$", write_obj)
+            pipe.json().set(key, "$", write_obj)
 
 
 class AsyncRedisSaver(
@@ -604,12 +604,12 @@ async def aput(
                 pipeline = self._redis.pipeline(transaction=True)
 
                 # Add checkpoint data to pipeline
-                await pipeline.json().set(checkpoint_key, "$", checkpoint_data)
+                pipeline.json().set(checkpoint_key, "$", checkpoint_data)
 
                 if blobs:
                     # Add all blob operations to the pipeline
                     for key, data in blobs:
-                        await pipeline.json().set(key, "$", data)
+                        pipeline.json().set(key, "$", data)
 
                 # Execute all operations atomically
                 await pipeline.execute()
@@ -660,7 +660,7 @@ async def aput(
                     else:
                         # For non-cluster mode, use pipeline
                         pipeline = self._redis.pipeline(transaction=True)
-                        await pipeline.json().set(checkpoint_key, "$", checkpoint_data)
+                        pipeline.json().set(checkpoint_key, "$", checkpoint_data)
                         await pipeline.execute()
                 except Exception:
                     # If this also fails, we just propagate the original cancellation
@@ -788,20 +788,18 @@ async def aput_writes(
                         exists = await self._redis.exists(key)
                         if exists:
                             # Update existing key
-                            await pipeline.json().set(
-                                key, "$.channel", write_obj["channel"]
-                            )
-                            await pipeline.json().set(key, "$.type", write_obj["type"])
-                            await pipeline.json().set(key, "$.blob", write_obj["blob"])
+                            pipeline.json().set(key, "$.channel", write_obj["channel"])
+                            pipeline.json().set(key, "$.type", write_obj["type"])
+                            pipeline.json().set(key, "$.blob", write_obj["blob"])
                         else:
                             # Create new key
-                            await pipeline.json().set(key, "$", write_obj)
+                            pipeline.json().set(key, "$", write_obj)
                             created_keys.append(key)
                     else:
                         # For non-upsert case, only set if key doesn't exist
                         exists = await self._redis.exists(key)
                         if not exists:
-                            await pipeline.json().set(key, "$", write_obj)
+                            pipeline.json().set(key, "$", write_obj)
                             created_keys.append(key)
 
                 # Execute all operations atomically
diff --git a/langgraph/checkpoint/redis/ashallow.py b/langgraph/checkpoint/redis/ashallow.py
index ec87515..0522b7a 100644
--- a/langgraph/checkpoint/redis/ashallow.py
+++ b/langgraph/checkpoint/redis/ashallow.py
@@ -90,11 +90,11 @@
 async def _write_obj_tx(pipe: Pipeline, key: str, write_obj: dict[str, Any]) -> None:
     exists: int = await pipe.exists(key)
     if exists:
-        await pipe.json().set(key, "$.channel", write_obj["channel"])
-        await pipe.json().set(key, "$.type", write_obj["type"])
-        await pipe.json().set(key, "$.blob", write_obj["blob"])
+        pipe.json().set(key, "$.channel", write_obj["channel"])
+        pipe.json().set(key, "$.type", write_obj["type"])
+        pipe.json().set(key, "$.blob", write_obj["blob"])
     else:
-        await pipe.json().set(key, "$", write_obj)
+        pipe.json().set(key, "$", write_obj)
 
 
 class AsyncShallowRedisSaver(BaseRedisSaver[AsyncRedis, AsyncSearchIndex]):
@@ -240,7 +240,7 @@ async def aput(
             )
 
             # Add checkpoint data to pipeline
-            await pipeline.json().set(checkpoint_key, "$", checkpoint_data)
+            pipeline.json().set(checkpoint_key, "$", checkpoint_data)
 
             # Before storing the new blobs, clean up old ones that won't be needed
             # - Get a list of all blob keys for this thread_id and checkpoint_ns
@@ -274,7 +274,7 @@ async def aput(
                             continue
                         else:
                             # This is an old version, delete it
-                            await pipeline.delete(blob_key)
+                            pipeline.delete(blob_key)
 
             # Store the new blob values
             blobs = self._dump_blobs(
@@ -287,7 +287,7 @@ async def aput(
             if blobs:
                 # Add all blob data to pipeline
                 for key, data in blobs:
-                    await pipeline.json().set(key, "$", data)
+                    pipeline.json().set(key, "$", data)
 
             # Execute all operations atomically
             await pipeline.execute()
@@ -571,7 +571,7 @@ async def aput_writes(
 
                         # If the write is for a different checkpoint_id, delete it
                         if key_checkpoint_id != checkpoint_id:
-                            await pipeline.delete(write_key)
+                            pipeline.delete(write_key)
 
             # Add new writes to the pipeline
             upsert_case = all(w[0] in WRITES_IDX_MAP for w in writes)
@@ -589,17 +589,15 @@ async def aput_writes(
                     exists = await self._redis.exists(key)
                     if exists:
                         # Update existing key
-                        await pipeline.json().set(
-                            key, "$.channel", write_obj["channel"]
-                        )
-                        await pipeline.json().set(key, "$.type", write_obj["type"])
-                        await pipeline.json().set(key, "$.blob", write_obj["blob"])
+                        pipeline.json().set(key, "$.channel", write_obj["channel"])
+                        pipeline.json().set(key, "$.type", write_obj["type"])
+                        pipeline.json().set(key, "$.blob", write_obj["blob"])
                     else:
                         # Create new key
-                        await pipeline.json().set(key, "$", write_obj)
+                        pipeline.json().set(key, "$", write_obj)
                 else:
                     # For shallow implementation, always set the full object
-                    await pipeline.json().set(key, "$", write_obj)
+                    pipeline.json().set(key, "$", write_obj)
 
             # Execute all operations atomically
             await pipeline.execute()

From 8e9af0520c9aee2684c8d4826876ee0e067b8c96 Mon Sep 17 00:00:00 2001
From: Tyler Hutcherson <tyler.hutcherson@redis.com>
Date: Tue, 24 Jun 2025 16:33:28 -0400
Subject: [PATCH 04/10] ignore the rest of the mypy issues

---
 langgraph/checkpoint/redis/aio.py      | 44 +++++++++++---------------
 langgraph/checkpoint/redis/ashallow.py |  4 ++-
 langgraph/checkpoint/redis/base.py     |  2 +-
 langgraph/store/redis/__init__.py      |  2 +-
 langgraph/store/redis/aio.py           |  2 +-
 5 files changed, 24 insertions(+), 30 deletions(-)

diff --git a/langgraph/checkpoint/redis/aio.py b/langgraph/checkpoint/redis/aio.py
index c118cb1..321f3bf 100644
--- a/langgraph/checkpoint/redis/aio.py
+++ b/langgraph/checkpoint/redis/aio.py
@@ -7,7 +7,6 @@
 import logging
 import os
 from contextlib import asynccontextmanager
-from functools import partial
 from types import TracebackType
 from typing import (
     Any,
@@ -33,14 +32,6 @@
     get_checkpoint_id,
 )
 from langgraph.constants import TASKS
-from redis.asyncio import Redis as AsyncRedis
-from redis.asyncio.client import Pipeline
-from redis.asyncio.cluster import RedisCluster as AsyncRedisCluster
-from redisvl.index import AsyncSearchIndex
-from redisvl.query import FilterQuery
-from redisvl.query.filter import Num, Tag
-from redisvl.redis.connection import RedisConnectionFactory
-
 from langgraph.checkpoint.redis.base import BaseRedisSaver
 from langgraph.checkpoint.redis.util import (
     EMPTY_ID_SENTINEL,
@@ -50,6 +41,12 @@
     to_storage_safe_id,
     to_storage_safe_str,
 )
+from redis.asyncio import Redis as AsyncRedis
+from redis.asyncio.client import Pipeline
+from redis.asyncio.cluster import RedisCluster as AsyncRedisCluster
+from redisvl.index import AsyncSearchIndex
+from redisvl.query import FilterQuery
+from redisvl.query.filter import Num, Tag
 
 logger = logging.getLogger(__name__)
 
@@ -587,11 +584,11 @@ async def aput(
 
             if self.cluster_mode:
                 # For cluster mode, execute operations individually
-                await self._redis.json().set(checkpoint_key, "$", checkpoint_data)
+                await self._redis.json().set(checkpoint_key, "$", checkpoint_data)  # type: ignore[misc]
 
                 if blobs:
                     for key, data in blobs:
-                        await self._redis.json().set(key, "$", data)
+                        await self._redis.json().set(key, "$", data)  # type: ignore[misc]
 
                 # Apply TTL if configured
                 if self.ttl_config and "default_ttl" in self.ttl_config:
@@ -654,7 +651,7 @@ async def aput(
 
                     if self.cluster_mode:
                         # For cluster mode, execute operation directly
-                        await self._redis.json().set(
+                        await self._redis.json().set(  # type: ignore[misc]
                             checkpoint_key, "$", checkpoint_data
                         )
                     else:
@@ -739,24 +736,19 @@ async def aput_writes(
                         exists = await self._redis.exists(key)
                         if exists:
                             # Update existing key
-                            await self._redis.json().set(
-                                key, "$.channel", write_obj["channel"]
-                            )
-                            await self._redis.json().set(
-                                key, "$.type", write_obj["type"]
-                            )
-                            await self._redis.json().set(
-                                key, "$.blob", write_obj["blob"]
-                            )
+                            pipeline = self._redis.pipeline(transaction=True)
+                            pipeline.json().set(key, "$.channel", write_obj["channel"])  # type: ignore[arg-type]
+                            pipeline.json().set(key, "$.type", write_obj["type"])  # type: ignore[arg-type]
+                            pipeline.json().set(key, "$.blob", write_obj["blob"])  # type: ignore[arg-type]
                         else:
                             # Create new key
-                            await self._redis.json().set(key, "$", write_obj)
+                            pipeline.json().set(key, "$", write_obj)
                             created_keys.append(key)
                     else:
                         # For non-upsert case, only set if key doesn't exist
                         exists = await self._redis.exists(key)
                         if not exists:
-                            await self._redis.json().set(key, "$", write_obj)
+                            pipeline.json().set(key, "$", write_obj)
                             created_keys.append(key)
 
                 # Apply TTL to newly created keys
@@ -788,9 +780,9 @@ async def aput_writes(
                         exists = await self._redis.exists(key)
                         if exists:
                             # Update existing key
-                            pipeline.json().set(key, "$.channel", write_obj["channel"])
-                            pipeline.json().set(key, "$.type", write_obj["type"])
-                            pipeline.json().set(key, "$.blob", write_obj["blob"])
+                            pipeline.json().set(key, "$.channel", write_obj["channel"])  # type: ignore[arg-type]
+                            pipeline.json().set(key, "$.type", write_obj["type"])  # type: ignore[arg-type]
+                            pipeline.json().set(key, "$.blob", write_obj["blob"])  # type: ignore[arg-type]
                         else:
                             # Create new key
                             pipeline.json().set(key, "$", write_obj)
diff --git a/langgraph/checkpoint/redis/ashallow.py b/langgraph/checkpoint/redis/ashallow.py
index 0522b7a..02d2839 100644
--- a/langgraph/checkpoint/redis/ashallow.py
+++ b/langgraph/checkpoint/redis/ashallow.py
@@ -720,7 +720,9 @@ async def _aload_pending_writes(
                 (
                     parsed_key["task_id"],
                     parsed_key["idx"],
-                ): await self._redis.json().get(key)
+                ): await self._redis.json().get(
+                    key
+                )  # type: ignore[misc]
                 for key, parsed_key in sorted(
                     zip(matching_keys, parsed_keys), key=lambda x: x[1]["idx"]
                 )
diff --git a/langgraph/checkpoint/redis/base.py b/langgraph/checkpoint/redis/base.py
index 7a7f251..1d04427 100644
--- a/langgraph/checkpoint/redis/base.py
+++ b/langgraph/checkpoint/redis/base.py
@@ -420,7 +420,7 @@ def _load_writes_from_redis(self, write_key: str) -> List[Tuple[str, str, Any]]:
             return []
 
         writes = []
-        for write in result["writes"]:
+        for write in result["writes"]:  # type: ignore[call-overload]
             writes.append(
                 (
                     write["task_id"],
diff --git a/langgraph/store/redis/__init__.py b/langgraph/store/redis/__init__.py
index 56709ab..5eea3fe 100644
--- a/langgraph/store/redis/__init__.py
+++ b/langgraph/store/redis/__init__.py
@@ -515,7 +515,7 @@ def _batch_search_ops(
                         if not isinstance(store_doc, dict):
                             try:
                                 store_doc = json.loads(
-                                    store_doc
+                                    store_doc  # type: ignore[arg-type]
                                 )  # Attempt to parse if it's a JSON string
                             except (json.JSONDecodeError, TypeError):
                                 logger.error(f"Failed to parse store_doc: {store_doc}")
diff --git a/langgraph/store/redis/aio.py b/langgraph/store/redis/aio.py
index 07a7fa9..fe5580c 100644
--- a/langgraph/store/redis/aio.py
+++ b/langgraph/store/redis/aio.py
@@ -744,7 +744,7 @@ async def _batch_search_ops(
                             store_key = f"{STORE_PREFIX}{REDIS_KEY_SEPARATOR}{doc_uuid}"
                             result_map[store_key] = doc
                             # Fetch individually in cluster mode
-                            store_doc_item = await self._redis.json().get(store_key)
+                            store_doc_item = await self._redis.json().get(store_key)  # type: ignore
                             store_docs.append(store_doc_item)
                     store_docs_raw = store_docs
                 else:

From 1e234db840a71aa5fda3cab4a3cbdb60e30f7e99 Mon Sep 17 00:00:00 2001
From: Tyler Hutcherson <tyler.hutcherson@redis.com>
Date: Tue, 24 Jun 2025 16:35:35 -0400
Subject: [PATCH 05/10] update imports

---
 langgraph/checkpoint/redis/aio.py | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/langgraph/checkpoint/redis/aio.py b/langgraph/checkpoint/redis/aio.py
index 321f3bf..d330787 100644
--- a/langgraph/checkpoint/redis/aio.py
+++ b/langgraph/checkpoint/redis/aio.py
@@ -32,6 +32,13 @@
     get_checkpoint_id,
 )
 from langgraph.constants import TASKS
+from redis.asyncio import Redis as AsyncRedis
+from redis.asyncio.client import Pipeline
+from redis.asyncio.cluster import RedisCluster as AsyncRedisCluster
+from redisvl.index import AsyncSearchIndex
+from redisvl.query import FilterQuery
+from redisvl.query.filter import Num, Tag
+
 from langgraph.checkpoint.redis.base import BaseRedisSaver
 from langgraph.checkpoint.redis.util import (
     EMPTY_ID_SENTINEL,
@@ -41,12 +48,6 @@
     to_storage_safe_id,
     to_storage_safe_str,
 )
-from redis.asyncio import Redis as AsyncRedis
-from redis.asyncio.client import Pipeline
-from redis.asyncio.cluster import RedisCluster as AsyncRedisCluster
-from redisvl.index import AsyncSearchIndex
-from redisvl.query import FilterQuery
-from redisvl.query.filter import Num, Tag
 
 logger = logging.getLogger(__name__)
 

From b4a4fe2b6de04986d7b465e50e0bd971a6de02fe Mon Sep 17 00:00:00 2001
From: Tyler Hutcherson <tyler.hutcherson@redis.com>
Date: Tue, 24 Jun 2025 16:45:41 -0400
Subject: [PATCH 06/10] run tests against latest 8.0.2

---
 .github/workflows/test.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4e9fc4a..58fd57d 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -25,7 +25,7 @@ jobs:
       fail-fast: false
       matrix:
         python-version: [3.9, '3.10', 3.11, 3.12, 3.13]
-        redis-version: ['6.2.6-v9', 'latest', '8.0-M03']
+        redis-version: ['6.2.6-v9', 'latest', '8.0.2']
 
     steps:
     - name: Check out repository
@@ -49,7 +49,7 @@ jobs:
 
     - name: Set Redis image name
       run: |
-        if [[ "${{ matrix.redis-version }}" == "8.0-M03" ]]; then
+        if [[ "${{ matrix.redis-version }}" == "8.0.2" ]]; then
           echo "REDIS_IMAGE=redis:${{ matrix.redis-version }}" >> $GITHUB_ENV
         else
           echo "REDIS_IMAGE=redis/redis-stack-server:${{ matrix.redis-version }}" >> $GITHUB_ENV

From 2ad7def6c2d7686613c898b10f07f7e066ca6cff Mon Sep 17 00:00:00 2001
From: Tyler Hutcherson <tyler.hutcherson@redis.com>
Date: Wed, 25 Jun 2025 07:19:31 -0400
Subject: [PATCH 07/10] remove dead code

---
 langgraph/checkpoint/redis/aio.py      | 19 -------------------
 langgraph/checkpoint/redis/ashallow.py | 11 -----------
 2 files changed, 30 deletions(-)

diff --git a/langgraph/checkpoint/redis/aio.py b/langgraph/checkpoint/redis/aio.py
index d330787..8cf71c8 100644
--- a/langgraph/checkpoint/redis/aio.py
+++ b/langgraph/checkpoint/redis/aio.py
@@ -52,25 +52,6 @@
 logger = logging.getLogger(__name__)
 
 
-async def _write_obj_tx(
-    pipe: Pipeline,
-    key: str,
-    write_obj: Dict[str, Any],
-    upsert_case: bool,
-) -> None:
-    exists: int = await pipe.exists(key)
-    if upsert_case:
-        if exists:
-            pipe.json().set(key, "$.channel", write_obj["channel"])
-            pipe.json().set(key, "$.type", write_obj["type"])
-            pipe.json().set(key, "$.blob", write_obj["blob"])
-        else:
-            pipe.json().set(key, "$", write_obj)
-    else:
-        if not exists:
-            pipe.json().set(key, "$", write_obj)
-
-
 class AsyncRedisSaver(
     BaseRedisSaver[Union[AsyncRedis, AsyncRedisCluster], AsyncSearchIndex]
 ):
diff --git a/langgraph/checkpoint/redis/ashallow.py b/langgraph/checkpoint/redis/ashallow.py
index 02d2839..b064072 100644
--- a/langgraph/checkpoint/redis/ashallow.py
+++ b/langgraph/checkpoint/redis/ashallow.py
@@ -86,17 +86,6 @@
 ]
 
 
-#        func: Callable[["Pipeline"], Union[Any, Awaitable[Any]]],
-async def _write_obj_tx(pipe: Pipeline, key: str, write_obj: dict[str, Any]) -> None:
-    exists: int = await pipe.exists(key)
-    if exists:
-        pipe.json().set(key, "$.channel", write_obj["channel"])
-        pipe.json().set(key, "$.type", write_obj["type"])
-        pipe.json().set(key, "$.blob", write_obj["blob"])
-    else:
-        pipe.json().set(key, "$", write_obj)
-
-
 class AsyncShallowRedisSaver(BaseRedisSaver[AsyncRedis, AsyncSearchIndex]):
     """Async Redis implementation that only stores the most recent checkpoint."""
 

From a0bd451d65b6ab878f3110b759673f0c35c34956 Mon Sep 17 00:00:00 2001
From: Tyler Hutcherson <tyler.hutcherson@redis.com>
Date: Wed, 25 Jun 2025 07:32:52 -0400
Subject: [PATCH 08/10] use individual redis calls instead of pipeline for
 cluster ops

---
 langgraph/checkpoint/redis/aio.py | 28 ++++++++++++++++------------
 1 file changed, 16 insertions(+), 12 deletions(-)

diff --git a/langgraph/checkpoint/redis/aio.py b/langgraph/checkpoint/redis/aio.py
index 8cf71c8..ccd23dc 100644
--- a/langgraph/checkpoint/redis/aio.py
+++ b/langgraph/checkpoint/redis/aio.py
@@ -33,7 +33,6 @@
 )
 from langgraph.constants import TASKS
 from redis.asyncio import Redis as AsyncRedis
-from redis.asyncio.client import Pipeline
 from redis.asyncio.cluster import RedisCluster as AsyncRedisCluster
 from redisvl.index import AsyncSearchIndex
 from redisvl.query import FilterQuery
@@ -718,19 +717,18 @@ async def aput_writes(
                         exists = await self._redis.exists(key)
                         if exists:
                             # Update existing key
-                            pipeline = self._redis.pipeline(transaction=True)
-                            pipeline.json().set(key, "$.channel", write_obj["channel"])  # type: ignore[arg-type]
-                            pipeline.json().set(key, "$.type", write_obj["type"])  # type: ignore[arg-type]
-                            pipeline.json().set(key, "$.blob", write_obj["blob"])  # type: ignore[arg-type]
+                            await self._redis.json().set(key, "$.channel", write_obj["channel"])  # type: ignore[arg-type]
+                            await self._redis.json().set(key, "$.type", write_obj["type"])  # type: ignore[arg-type]
+                            await self._redis.json().set(key, "$.blob", write_obj["blob"])  # type: ignore[arg-type]
                         else:
                             # Create new key
-                            pipeline.json().set(key, "$", write_obj)
+                            await self._redis.json().set(key, "$", write_obj)
                             created_keys.append(key)
                     else:
                         # For non-upsert case, only set if key doesn't exist
                         exists = await self._redis.exists(key)
                         if not exists:
-                            pipeline.json().set(key, "$", write_obj)
+                            await self._redis.json().set(key, "$", write_obj)
                             created_keys.append(key)
 
                 # Apply TTL to newly created keys
@@ -762,18 +760,24 @@ async def aput_writes(
                         exists = await self._redis.exists(key)
                         if exists:
                             # Update existing key
-                            pipeline.json().set(key, "$.channel", write_obj["channel"])  # type: ignore[arg-type]
-                            pipeline.json().set(key, "$.type", write_obj["type"])  # type: ignore[arg-type]
-                            pipeline.json().set(key, "$.blob", write_obj["blob"])  # type: ignore[arg-type]
+                            await self._redis.json().set(
+                                key, "$.channel", write_obj["channel"]
+                            )
+                            await self._redis.json().set(
+                                key, "$.type", write_obj["type"]
+                            )
+                            await self._redis.json().set(
+                                key, "$.blob", write_obj["blob"]
+                            )
                         else:
                             # Create new key
-                            pipeline.json().set(key, "$", write_obj)
+                            await self._redis.json().set(key, "$", write_obj)
                             created_keys.append(key)
                     else:
                         # For non-upsert case, only set if key doesn't exist
                         exists = await self._redis.exists(key)
                         if not exists:
-                            pipeline.json().set(key, "$", write_obj)
+                            await self._redis.json().set(key, "$", write_obj)
                             created_keys.append(key)
 
                 # Execute all operations atomically

From 02936cbdd8b83f9cff6cb486f49913be3c5c1121 Mon Sep 17 00:00:00 2001
From: Tyler Hutcherson <tyler.hutcherson@redis.com>
Date: Wed, 25 Jun 2025 07:55:25 -0400
Subject: [PATCH 09/10] comment fixes

---
 langgraph/checkpoint/redis/aio.py | 26 ++++++++++----------------
 1 file changed, 10 insertions(+), 16 deletions(-)

diff --git a/langgraph/checkpoint/redis/aio.py b/langgraph/checkpoint/redis/aio.py
index ccd23dc..c0bae36 100644
--- a/langgraph/checkpoint/redis/aio.py
+++ b/langgraph/checkpoint/redis/aio.py
@@ -717,18 +717,18 @@ async def aput_writes(
                         exists = await self._redis.exists(key)
                         if exists:
                             # Update existing key
-                            await self._redis.json().set(key, "$.channel", write_obj["channel"])  # type: ignore[arg-type]
-                            await self._redis.json().set(key, "$.type", write_obj["type"])  # type: ignore[arg-type]
-                            await self._redis.json().set(key, "$.blob", write_obj["blob"])  # type: ignore[arg-type]
+                            await self._redis.json().set(key, "$.channel", write_obj["channel"])  # type: ignore[misc, arg-type]
+                            await self._redis.json().set(key, "$.type", write_obj["type"])  # type: ignore[misc, arg-type]
+                            await self._redis.json().set(key, "$.blob", write_obj["blob"])  # type: ignore[misc, arg-type]
                         else:
                             # Create new key
-                            await self._redis.json().set(key, "$", write_obj)
+                            await self._redis.json().set(key, "$", write_obj)  # type: ignore[misc]
                             created_keys.append(key)
                     else:
                         # For non-upsert case, only set if key doesn't exist
                         exists = await self._redis.exists(key)
                         if not exists:
-                            await self._redis.json().set(key, "$", write_obj)
+                            await self._redis.json().set(key, "$", write_obj)  # type: ignore[misc]
                             created_keys.append(key)
 
                 # Apply TTL to newly created keys
@@ -760,24 +760,18 @@ async def aput_writes(
                         exists = await self._redis.exists(key)
                         if exists:
                             # Update existing key
-                            await self._redis.json().set(
-                                key, "$.channel", write_obj["channel"]
-                            )
-                            await self._redis.json().set(
-                                key, "$.type", write_obj["type"]
-                            )
-                            await self._redis.json().set(
-                                key, "$.blob", write_obj["blob"]
-                            )
+                            await self._redis.json().set(key, "$.channel", write_obj["channel"])  # type: ignore[misc, arg-type]
+                            await self._redis.json().set(key, "$.type", write_obj["type"])  # type: ignore[misc, arg-type]
+                            await self._redis.json().set(key, "$.blob", write_obj["blob"])  # type: ignore[misc, arg-type]
                         else:
                             # Create new key
-                            await self._redis.json().set(key, "$", write_obj)
+                            await self._redis.json().set(key, "$", write_obj)  # type: ignore[misc]
                             created_keys.append(key)
                     else:
                         # For non-upsert case, only set if key doesn't exist
                         exists = await self._redis.exists(key)
                         if not exists:
-                            await self._redis.json().set(key, "$", write_obj)
+                            await self._redis.json().set(key, "$", write_obj)  # type: ignore[misc]
                             created_keys.append(key)
 
                 # Execute all operations atomically

From 980946a1b9e2b5315333e176e7f4aa826be37f4c Mon Sep 17 00:00:00 2001
From: Tyler Hutcherson <tyler.hutcherson@redis.com>
Date: Wed, 25 Jun 2025 08:59:10 -0400
Subject: [PATCH 10/10] Fix faulty test and address langgraph checkpoint 2.1.0
 issues

---
 langgraph/checkpoint/redis/aio.py  | 22 +++++++++++++++++-----
 langgraph/checkpoint/redis/base.py |  4 +++-
 poetry.lock                        | 12 ++++++------
 tests/test_interruption.py         |  3 ++-
 4 files changed, 28 insertions(+), 13 deletions(-)

diff --git a/langgraph/checkpoint/redis/aio.py b/langgraph/checkpoint/redis/aio.py
index c0bae36..1eeecdf 100644
--- a/langgraph/checkpoint/redis/aio.py
+++ b/langgraph/checkpoint/redis/aio.py
@@ -760,18 +760,30 @@ async def aput_writes(
                         exists = await self._redis.exists(key)
                         if exists:
                             # Update existing key
-                            await self._redis.json().set(key, "$.channel", write_obj["channel"])  # type: ignore[misc, arg-type]
-                            await self._redis.json().set(key, "$.type", write_obj["type"])  # type: ignore[misc, arg-type]
-                            await self._redis.json().set(key, "$.blob", write_obj["blob"])  # type: ignore[misc, arg-type]
+                            pipeline.json().set(
+                                key,
+                                "$.channel",
+                                write_obj["channel"],  # type: ignore[arg-type]
+                            )
+                            pipeline.json().set(
+                                key,
+                                "$.type",
+                                write_obj["type"],  # type: ignore[arg-type]
+                            )
+                            pipeline.json().set(
+                                key,
+                                "$.blob",
+                                write_obj["blob"],  # type: ignore[arg-type]
+                            )
                         else:
                             # Create new key
-                            await self._redis.json().set(key, "$", write_obj)  # type: ignore[misc]
+                            pipeline.json().set(key, "$", write_obj)
                             created_keys.append(key)
                     else:
                         # For non-upsert case, only set if key doesn't exist
                         exists = await self._redis.exists(key)
                         if not exists:
-                            await self._redis.json().set(key, "$", write_obj)  # type: ignore[misc]
+                            pipeline.json().set(key, "$", write_obj)
                             created_keys.append(key)
 
                 # Execute all operations atomically
diff --git a/langgraph/checkpoint/redis/base.py b/langgraph/checkpoint/redis/base.py
index 1d04427..857f745 100644
--- a/langgraph/checkpoint/redis/base.py
+++ b/langgraph/checkpoint/redis/base.py
@@ -383,7 +383,9 @@ def _dump_metadata(self, metadata: CheckpointMetadata) -> str:
         # NOTE: we're using JSON serializer (not msgpack), so we need to remove null characters before writing
         return serialized_metadata.decode().replace("\\u0000", "")
 
-    def get_next_version(self, current: Optional[str], channel: None = None) -> str:
+    def get_next_version(  # type: ignore[override]
+        self, current: Optional[str], channel: ChannelProtocol[Any, Any, Any]
+    ) -> str:
         """Generate next version number."""
         if current is None:
             current_v = 0
diff --git a/poetry.lock b/poetry.lock
index f106a2a..816d283 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -753,14 +753,14 @@ tiktoken = ">=0.7,<1"
 
 [[package]]
 name = "langgraph"
-version = "0.4.8"
+version = "0.4.9"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "langgraph-0.4.8-py3-none-any.whl", hash = "sha256:273b02782669a474ba55ef4296607ac3bac9e93639d37edc0d32d8cf1a41a45b"},
-    {file = "langgraph-0.4.8.tar.gz", hash = "sha256:48445ac8a351b7bdc6dee94e2e6a597f8582e0516ebd9dea0fd0164ae01b915e"},
+    {file = "langgraph-0.4.9-py3-none-any.whl", hash = "sha256:03312d769edec311dac3ec9ed83a595f1a74590b9ad141387f1fb006b5b3f753"},
+    {file = "langgraph-0.4.9.tar.gz", hash = "sha256:f815d4cc804862fb32c280bb17e634c3f0e88b4e0df1fb6573aebb73fb959a1e"},
 ]
 
 [package.dependencies]
@@ -821,14 +821,14 @@ orjson = ">=3.10.1"
 
 [[package]]
 name = "langsmith"
-version = "0.4.1"
+version = "0.4.2"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "langsmith-0.4.1-py3-none-any.whl", hash = "sha256:19c4c40bbb6735cb1136c453b2edcde265ca5ba1b108b7e0e3583ec4bda28625"},
-    {file = "langsmith-0.4.1.tar.gz", hash = "sha256:ae8ec403fb2b9cabcfc3b0c54556d65555598c85879dac83b009576927f7eb1d"},
+    {file = "langsmith-0.4.2-py3-none-any.whl", hash = "sha256:2b1a3f889e134546dc5d67e23e5e8c6be5f91fd86827276ac874e3a25a04498a"},
+    {file = "langsmith-0.4.2.tar.gz", hash = "sha256:51df086a9ae17ffa16538f52ef3bb8b3d85b0e52c84958980553cb6cadd9e565"},
 ]
 
 [package.dependencies]
diff --git a/tests/test_interruption.py b/tests/test_interruption.py
index a0a0dbf..59d7fe0 100644
--- a/tests/test_interruption.py
+++ b/tests/test_interruption.py
@@ -420,8 +420,9 @@ async def test_aput_writes_interruption(redis_url: str) -> None:
 
             # Either there are no pending writes or they are not the ones we tried to save
             if checkpoint_tuple and checkpoint_tuple.pending_writes:
+                print(checkpoint_tuple.pending_writes, flush=True)
                 for write in checkpoint_tuple.pending_writes:
-                    assert write.channel not in [
+                    assert write[1] not in [
                         "channel1",
                         "channel2",
                     ], "Transaction should have been rolled back"