Add Redis cache implementation (#397)

I'm using a hash function for the key just to make sure its length
doesn't get out of hand, otherwise the implementation is quite similar.

docs/examples/prompts/llm_caching.ipynb

@@ -60,8 +60,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 30 ms, sys: 10.8 ms, total: 40.8 ms\n",
-      "Wall time: 983 ms\n"
+      "CPU times: user 30.6 ms, sys: 9.95 ms, total: 40.5 ms\n",
+      "Wall time: 730 ms\n"
      ]
     },
     {
@@ -91,8 +91,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 65 µs, sys: 1 µs, total: 66 µs\n",
-      "Wall time: 70.1 µs\n"
+      "CPU times: user 71 µs, sys: 3 µs, total: 74 µs\n",
+      "Wall time: 78.9 µs\n"
      ]
     },
     {
@@ -142,8 +142,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 6.76 ms, sys: 2.6 ms, total: 9.36 ms\n",
-      "Wall time: 7.86 ms\n"
+      "CPU times: user 5.27 ms, sys: 2.36 ms, total: 7.63 ms\n",
+      "Wall time: 6.68 ms\n"
      ]
     },
     {
@@ -167,14 +167,16 @@
    "cell_type": "code",
    "execution_count": 8,
    "id": "5bf2f6fd",
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 2.52 ms, sys: 1.47 ms, total: 3.99 ms\n",
-      "Wall time: 2.98 ms\n"
+      "CPU times: user 3.05 ms, sys: 1.1 ms, total: 4.16 ms\n",
+      "Wall time: 5.58 ms\n"
      ]
     },
     {
@@ -194,6 +196,90 @@
     "llm(\"Tell me a joke\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "278ad7ae",
+   "metadata": {},
+   "source": [
+    "### Redis Cache"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "39f6eb0b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# We can do the same thing with a Redis cache\n",
+    "# (make sure your local Redis instance is running first before running this example)\n",
+    "from redis import Redis\n",
+    "from langchain.cache import RedisCache\n",
+    "langchain.llm_cache = RedisCache(redis_=Redis())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "28920749",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 6.75 ms, sys: 3.14 ms, total: 9.89 ms\n",
+      "Wall time: 716 ms\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'\\n\\nWhy did the chicken cross the road?\\n\\nTo get to the other side!'"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# The first time, it is not yet in cache, so it should take longer\n",
+    "llm(\"Tell me a joke\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "94bf9415",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 1.66 ms, sys: 1.92 ms, total: 3.57 ms\n",
+      "Wall time: 7.56 ms\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'\\n\\nWhy did the chicken cross the road?\\n\\nTo get to the other side!'"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# The second time it is, so it goes faster\n",
+    "llm(\"Tell me a joke\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "934943dc",
@@ -459,7 +545,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.10.4"
   }
  },
  "nbformat": 4,

langchain/cache.py

@@ -1,6 +1,6 @@
 """Beta Feature: base interface for cache."""
 from abc import ABC, abstractmethod
-from typing import Dict, List, Optional, Tuple
+from typing import Any, Dict, List, Optional, Tuple
 
 from sqlalchemy import Column, Integer, String, create_engine, select
 from sqlalchemy.engine.base import Engine
@@ -94,3 +94,43 @@ class SQLiteCache(SQLAlchemyCache):
         """Initialize by creating the engine and all tables."""
         engine = create_engine(f"sqlite:///{database_path}")
         super().__init__(engine)
+
+
+class RedisCache(BaseCache):
+    """Cache that uses Redis as a backend."""
+
+    def __init__(self, redis_: Any):
+        """Initialize by passing in Redis instance."""
+        try:
+            from redis import Redis
+        except ImportError:
+            raise ValueError(
+                "Could not import redis python package. "
+                "Please install it with `pip install redis`."
+            )
+        if not isinstance(redis_, Redis):
+            raise ValueError("Please pass in Redis object.")
+        self.redis = redis_
+
+    def _key(self, prompt: str, llm_string: str, idx: int) -> str:
+        """Compute key from prompt, llm_string, and idx."""
+        return str(hash(prompt + llm_string)) + "_" + str(idx)
+
+    def lookup(self, prompt: str, llm_string: str) -> Optional[RETURN_VAL_TYPE]:
+        """Look up based on prompt and llm_string."""
+        idx = 0
+        generations = []
+        while self.redis.get(self._key(prompt, llm_string, idx)):
+            result = self.redis.get(self._key(prompt, llm_string, idx))
+            if not result:
+                break
+            elif isinstance(result, bytes):
+                result = result.decode()
+            generations.append(Generation(text=result))
+            idx += 1
+        return generations if generations else None
+
+    def update(self, prompt: str, llm_string: str, return_val: RETURN_VAL_TYPE) -> None:
+        """Update cache based on prompt and llm_string."""
+        for i, generation in enumerate(return_val):
+            self.redis.set(self._key(prompt, llm_string, i), generation.text)

poetry.lock

@@ -89,17 +89,18 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "attrs"
-version = "22.1.0"
+version = "22.2.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [package.extras]
-dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
-docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
-tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
-tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
+cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope.interface"]
+tests = ["attrs[tests-no-zope]", "zope.interface"]
+tests-no-zope = ["cloudpickle", "cloudpickle", "hypothesis", "hypothesis", "mypy (>=0.971,<0.990)", "mypy (>=0.971,<0.990)", "pympler", "pympler", "pytest (>=4.3.0)", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-mypy-plugins", "pytest-xdist[psutil]", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "authlib"
@@ -283,7 +284,7 @@ srsly = ">=2.4.0,<3.0.0"
 
 [[package]]
 name = "coverage"
-version = "6.5.0"
+version = "7.0.0"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
@@ -546,7 +547,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "importlib-metadata"
-version = "5.1.0"
+version = "5.2.0"
 description = "Read metadata from Python packages"
 category = "dev"
 optional = false
@@ -556,7 +557,7 @@ python-versions = ">=3.7"
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
 testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
 
@@ -585,7 +586,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipykernel"
-version = "6.19.2"
+version = "6.19.4"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
@@ -608,9 +609,7 @@ traitlets = ">=5.4.0"
 [package.extras]
 cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt"]
-lint = ["black (>=22.6.0)", "mdformat (>0.7)", "ruff (>=0.0.156)"]
 test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov", "pytest-timeout"]
-typing = ["mypy (>=0.990)"]
 
 [[package]]
 name = "ipython"
@@ -686,7 +685,7 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "isort"
-version = "5.11.2"
+version = "5.11.4"
 description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
@@ -862,7 +861,7 @@ test = ["click", "coverage", "pre-commit", "pytest (>=6.1.0)", "pytest-asyncio (
 
 [[package]]
 name = "jupyter-server"
-version = "2.0.1"
+version = "2.0.4"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 category = "dev"
 optional = false
@@ -890,13 +889,11 @@ websocket-client = "*"
 
 [package.extras]
 docs = ["docutils (<0.20)", "ipykernel", "jinja2", "jupyter-client", "jupyter-server", "mistune (<1.0.0)", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxemoji", "tornado"]
-lint = ["black (>=22.6.0)", "mdformat (>0.7)", "ruff (>=0.0.156)"]
 test = ["ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "requests"]
-typing = ["mypy (>=0.990)"]
 
 [[package]]
 name = "jupyter-server-terminals"
-version = "0.4.2"
+version = "0.4.3"
 description = "A Jupyter Server Extension Providing Terminals."
 category = "dev"
 optional = false
@@ -907,8 +904,8 @@ pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
 terminado = ">=0.8.3"
 
 [package.extras]
-docs = ["jinja2", "jupyter-server", "mistune (<2.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxemoji", "tornado"]
-test = ["coverage", "jupyter-server (>=2.0.0rc8)", "pytest (>=7.0)", "pytest-cov", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
+docs = ["jinja2", "jupyter-server", "mistune (<3.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxemoji", "tornado"]
+test = ["coverage", "jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-cov", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
 
 [[package]]
 name = "jupyterlab-pygments"
@@ -1109,7 +1106,7 @@ test = ["ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=
 
 [[package]]
 name = "nbconvert"
-version = "7.2.6"
+version = "7.2.7"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
@@ -1139,12 +1136,12 @@ docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sp
 qtpdf = ["nbconvert[qtpng]"]
 qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-dependency"]
+test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pytest", "pytest-dependency"]
 webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
 name = "nbformat"
-version = "5.7.0"
+version = "5.7.1"
 description = "The Jupyter Notebook format"
 category = "dev"
 optional = false
@@ -1157,7 +1154,8 @@ jupyter-core = "*"
 traitlets = ">=5.1"
 
 [package.extras]
-test = ["check-manifest", "pep440", "pre-commit", "pytest", "testpath"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt"]
+test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nest-asyncio"
@@ -1236,8 +1234,8 @@ test = ["pytest", "pytest-console-scripts", "pytest-tornasync"]
 
 [[package]]
 name = "numpy"
-version = "1.23.5"
-description = "NumPy is the fundamental package for array computing with Python."
+version = "1.24.0"
+description = "Fundamental package for array computing in Python"
 category = "main"
 optional = false
 python-versions = ">=3.8"
@@ -1406,7 +1404,7 @@ test = ["appdirs (==1.4.4)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock
 
 [[package]]
 name = "playwright"
-version = "1.28.0"
+version = "1.29.0"
 description = "A high-level API to automate web browsers"
 category = "dev"
 optional = false
@@ -2036,7 +2034,7 @@ test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 
 [[package]]
 name = "thinc"
-version = "8.1.5"
+version = "8.1.6"
 description = "A refreshing functional take on deep learning, compatible with your favorite libraries"
 category = "main"
 optional = true
@@ -2049,11 +2047,12 @@ confection = ">=0.0.1,<1.0.0"
 cymem = ">=2.0.2,<2.1.0"
 murmurhash = ">=1.0.2,<1.1.0"
 numpy = ">=1.15.0"
+packaging = ">=20.0"
 preshed = ">=3.0.2,<3.1.0"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0"
 setuptools = "*"
 srsly = ">=2.4.0,<3.0.0"
-wasabi = ">=0.8.1,<1.1.0"
+wasabi = ">=0.8.1,<1.2.0"
 
 [package.extras]
 cuda = ["cupy (>=5.0.0b4)"]
@@ -2172,7 +2171,7 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.7.1"
+version = "5.8.0"
 description = "Traitlets Python configuration system"
 category = "dev"
 optional = false
@@ -2180,9 +2179,7 @@ python-versions = ">=3.7"
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-lint = ["black (>=22.6.0)", "mdformat (>0.7)", "ruff (>=0.0.156)"]
-test = ["pre-commit", "pytest"]
-typing = ["mypy (>=0.990)"]
+test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 
 [[package]]
 name = "transformers"
@@ -2271,9 +2268,17 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "types-redis"
+version = "4.3.21.6"
+description = "Typing stubs for redis"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "types-requests"
-version = "2.28.11.5"
+version = "2.28.11.6"
 description = "Typing stubs for requests"
 category = "dev"
 optional = false
@@ -2464,7 +2469,7 @@ llms = ["manifest-ml", "torch", "transformers"]
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.8.1,<4.0"
-content-hash = "77de96f00ff2c0ccca5b8a63c34f3ab370367c3738f5ee84b30d13866d5536e5"
+content-hash = "4932dc16d72f6cc58b885833a5768968c97104c2a8f9c87847f40b25ea3eae0d"
 
 [metadata.files]
 anyio = [
@@ -2515,8 +2520,8 @@ async-timeout = [
     {file = "async_timeout-4.0.2-py3-none-any.whl", hash = "sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c"},
 ]
 attrs = [
-    {file = "attrs-22.1.0-py2.py3-none-any.whl", hash = "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"},
-    {file = "attrs-22.1.0.tar.gz", hash = "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6"},
+    {file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"},
+    {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
 ]
 authlib = [
     {file = "Authlib-1.2.0-py2.py3-none-any.whl", hash = "sha256:4ddf4fd6cfa75c9a460b361d4bd9dac71ffda0be879dbe4292a02e92349ad55a"},
@@ -2676,56 +2681,57 @@ confection = [
     {file = "confection-0.0.3.tar.gz", hash = "sha256:4fec47190057c43c9acbecb8b1b87a9bf31c469caa0d6888a5b9384432fdba5a"},
 ]
 coverage = [
-    {file = "coverage-6.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ef8674b0ee8cc11e2d574e3e2998aea5df5ab242e012286824ea3c6970580e53"},
-    {file = "coverage-6.5.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:784f53ebc9f3fd0e2a3f6a78b2be1bd1f5575d7863e10c6e12504f240fd06660"},
-    {file = "coverage-6.5.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b4a5be1748d538a710f87542f22c2cad22f80545a847ad91ce45e77417293eb4"},
-    {file = "coverage-6.5.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:83516205e254a0cb77d2d7bb3632ee019d93d9f4005de31dca0a8c3667d5bc04"},
-    {file = "coverage-6.5.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:af4fffaffc4067232253715065e30c5a7ec6faac36f8fc8d6f64263b15f74db0"},
-    {file = "coverage-6.5.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:97117225cdd992a9c2a5515db1f66b59db634f59d0679ca1fa3fe8da32749cae"},
-    {file = "coverage-6.5.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:a1170fa54185845505fbfa672f1c1ab175446c887cce8212c44149581cf2d466"},
-    {file = "coverage-6.5.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:11b990d520ea75e7ee8dcab5bc908072aaada194a794db9f6d7d5cfd19661e5a"},
-    {file = "coverage-6.5.0-cp310-cp310-win32.whl", hash = "sha256:5dbec3b9095749390c09ab7c89d314727f18800060d8d24e87f01fb9cfb40b32"},
-    {file = "coverage-6.5.0-cp310-cp310-win_amd64.whl", hash = "sha256:59f53f1dc5b656cafb1badd0feb428c1e7bc19b867479ff72f7a9dd9b479f10e"},
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+    {file = "thinc-8.1.6.tar.gz", hash = "sha256:9241c37761f004fe684e637d2b4d8b79addebabc64e343aa1cba144fad2c9b47"},
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@@ -4137,8 +4132,8 @@ tqdm = [
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 ]
 traitlets = [
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+    {file = "traitlets-5.8.0-py3-none-any.whl", hash = "sha256:c864831efa0ba6576d09b44884b34e41defc18c0d7e720b4a2d6698c842cab3e"},
+    {file = "traitlets-5.8.0.tar.gz", hash = "sha256:6cc57d6dc28c85d5365961726ffd19b538739347749e13ebe34e03323a0e8f84"},
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 transformers = [
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@@ -4152,9 +4147,13 @@ types-pyyaml = [
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 ]
+types-redis = [
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+]
 types-requests = [
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 ]
 types-toml = [
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pyproject.toml

@@ -17,6 +17,7 @@ numpy = "^1"
 faiss-cpu = {version = "^1", optional = true}
 wikipedia = {version = "^1", optional = true}
 elasticsearch = {version = "^8", optional = true}
+redis = {version = "^4", optional = true}
 manifest-ml = {version = "^0.0.1", optional = true}
 spacy = {version = "^3", optional = true}
 nltk = {version = "^3", optional = true}
@@ -39,6 +40,7 @@ black = "^22.10.0"
 isort = "^5.10.1"
 flake8 = "^6.0.0"
 types-toml = "^0.10.8.1"
+types-redis = "^4.3.21.6" 
 
 [tool.poetry.group.typing.dependencies]
 mypy = "^0.991"