diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 45634012..828be74a 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -38,7 +38,6 @@ Then install the required libraries:
poetry install --all-extras
```
-
### Linting and Tests
Check formatting, linting, and typing:
@@ -58,7 +57,7 @@ To run Testcontainers-based tests you need a local Docker installation such as:
#### Running the Tests
-Tests (with vectorizers):
+Tests w/ vectorizers:
```bash
poetry run test-cov
```
@@ -73,6 +72,19 @@ Tests w/out rerankers:
SKIP_RERANKERS=true poetry run test-cov
```
+### Documentation
+Docs are served from the `docs/` directory.
+
+Build the docs. Generates the `_build/html` contents:
+```bash
+poetry run build-docs
+```
+
+Serve the documentation with a local webserver:
+```bash
+poetry run serve-docs
+```
+
### Getting Redis
In order for your applications to use RedisVL, you must have [Redis](https://redis.io) accessible with Search & Query features enabled on [Redis Cloud](https://redis.com/try-free) or locally in docker with [Redis Stack](https://redis.io/docs/getting-started/install-stack/docker/):
diff --git a/docs/_static/Redis_Favicon_144x144_Red.png b/docs/_static/Redis_Favicon_144x144_Red.png
new file mode 100644
index 00000000..32b0e926
Binary files /dev/null and b/docs/_static/Redis_Favicon_144x144_Red.png differ
diff --git a/docs/_static/Redis_Favicon_16x16_Red.png b/docs/_static/Redis_Favicon_16x16_Red.png
new file mode 100644
index 00000000..c6bd004b
Binary files /dev/null and b/docs/_static/Redis_Favicon_16x16_Red.png differ
diff --git a/docs/_static/Redis_Favicon_32x32_Red.png b/docs/_static/Redis_Favicon_32x32_Red.png
new file mode 100644
index 00000000..55f78869
Binary files /dev/null and b/docs/_static/Redis_Favicon_32x32_Red.png differ
diff --git a/docs/_static/Redis_Logo_Red_RGB.svg b/docs/_static/Redis_Logo_Red_RGB.svg
new file mode 100644
index 00000000..1471c56b
--- /dev/null
+++ b/docs/_static/Redis_Logo_Red_RGB.svg
@@ -0,0 +1,66 @@
+
+
+
+
+
+
+
+
+
+
+]>
+
diff --git a/docs/_static/android-chrome-192x192.png b/docs/_static/android-chrome-192x192.png
deleted file mode 100644
index 48ef2019..00000000
Binary files a/docs/_static/android-chrome-192x192.png and /dev/null differ
diff --git a/docs/_static/android-chrome-512x512.png b/docs/_static/android-chrome-512x512.png
deleted file mode 100644
index 633e298e..00000000
Binary files a/docs/_static/android-chrome-512x512.png and /dev/null differ
diff --git a/docs/_static/apple-touch-icon.png b/docs/_static/apple-touch-icon.png
deleted file mode 100644
index 393a92e6..00000000
Binary files a/docs/_static/apple-touch-icon.png and /dev/null differ
diff --git a/docs/_static/favicon-16x16.png b/docs/_static/favicon-16x16.png
deleted file mode 100644
index 46e2759c..00000000
Binary files a/docs/_static/favicon-16x16.png and /dev/null differ
diff --git a/docs/_static/favicon-32x32.png b/docs/_static/favicon-32x32.png
deleted file mode 100644
index 147b017d..00000000
Binary files a/docs/_static/favicon-32x32.png and /dev/null differ
diff --git a/docs/_static/favicon.ico b/docs/_static/favicon.ico
deleted file mode 100644
index f4e6a48f..00000000
Binary files a/docs/_static/favicon.ico and /dev/null differ
diff --git a/docs/_static/js/sidebar.js b/docs/_static/js/sidebar.js
index 5f04b2dc..7a52eb54 100644
--- a/docs/_static/js/sidebar.js
+++ b/docs/_static/js/sidebar.js
@@ -9,6 +9,7 @@ const toc = [
{ title: "Query and Filter", path: "/user_guide/hybrid_queries_02.html" },
{ title: "JSON vs Hash Storage", path: "/user_guide/hash_vs_json_05.html" },
{ title: "Vectorizers", path: "/user_guide/vectorizers_04.html" },
+ { title: "Rerankers", path: "/user_guide/rerankers_06.html"},
{ title: "Semantic Caching", path: "/user_guide/llmcache_03.html" },
]},
{ header: "API", toc: [
@@ -17,6 +18,7 @@ const toc = [
{ title: "Query", path: "/api/query.html" },
{ title: "Filter", path: "/api/filter.html" },
{ title: "Vectorizers", path: "/api/vectorizer.html" },
+ { title: "Rerankers", path: "/api/reranker.html" },
{ title: "LLMCache", path: "/api/cache.html" }
]}
];
diff --git a/docs/_static/redis-cube-red-white-rgb.svg b/docs/_static/redis-cube-red-white-rgb.svg
deleted file mode 100644
index 25583faa..00000000
--- a/docs/_static/redis-cube-red-white-rgb.svg
+++ /dev/null
@@ -1 +0,0 @@
-
\ No newline at end of file
diff --git a/docs/_static/site.webmanifest b/docs/_static/site.webmanifest
index 45dc8a20..d41b4c04 100644
--- a/docs/_static/site.webmanifest
+++ b/docs/_static/site.webmanifest
@@ -1 +1 @@
-{"name":"","short_name":"","icons":[{"src":"/android-chrome-192x192.png","sizes":"192x192","type":"image/png"},{"src":"/android-chrome-512x512.png","sizes":"512x512","type":"image/png"}],"theme_color":"#ffffff","background_color":"#ffffff","display":"standalone"}
\ No newline at end of file
+{"name":"","short_name":"","icons":[{"src":"Redis_Favicon_144x144_Red.png","sizes":"144x144","type":"image/png"}],"theme_color":"#ffffff","background_color":"#ffffff","display":"standalone"}
\ No newline at end of file
diff --git a/docs/conf.py b/docs/conf.py
index 5bb6da16..1f3868de 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -76,8 +76,8 @@
html_context = {
"default_mode": "dark"
}
-html_logo = "_static/redis-cube-red-white-rgb.svg"
-html_favicon = "_static/redis-cube-red-white-rgb.svg"
+html_logo = "_static/Redis_Favicon_32x32_Red.png"
+html_favicon = "_static/Redis_Favicon_32x32_Red.png"
html_context = {
"github_user": "RedisVentures",
"github_repo": "RedisVL",
@@ -145,13 +145,10 @@
# see https://sphinx-favicon.readthedocs.io for more information about the
# sphinx-favicon extension
+
favicons = [
# generic icons compatible with most browsers
- "favicon-32x32.png",
- "favicon-16x16.png",
- {"rel": "shortcut icon", "sizes": "any", "href": "favicon.ico"},
- # chrome specific
- "android-chrome-192x192.png",
- # apple icons
- {"rel": "apple-touch-icon", "href": "apple-touch-icon.png"},
+ "Redis_Favicon_32x32_Red.png",
+ "Redis_Favicon_16x16_Red.png",
+ "Redis_Favicon_144x144_Red.png",
]
diff --git a/docs/requirements-doc.txt b/docs/requirements-doc.txt
deleted file mode 100644
index ab071b48..00000000
--- a/docs/requirements-doc.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-sphinx>=4.4.0
-pydata-sphinx-theme
-nbsphinx
-ipython
-jinja2
-sphinx-copybutton
-sphinx-favicon
-sphinx-design
-myst_nb
\ No newline at end of file
diff --git a/docs/user_guide/index.md b/docs/user_guide/index.md
index 26b85e9c..8cab09fc 100644
--- a/docs/user_guide/index.md
+++ b/docs/user_guide/index.md
@@ -16,5 +16,6 @@ hybrid_queries_02
llmcache_03
vectorizers_04
hash_vs_json_05
+rerankers_06
```
diff --git a/docs/user_guide/rerankers_06.ipynb b/docs/user_guide/rerankers_06.ipynb
new file mode 100644
index 00000000..d3ef7a66
--- /dev/null
+++ b/docs/user_guide/rerankers_06.ipynb
@@ -0,0 +1,250 @@
+{
+ "cells": [
+ {
+ "attachments": {},
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Rerankers\n",
+ "\n",
+ "In this notebook, we will show how to use RedisVL to rerank search results\n",
+ "(documents or chunks or records) based on the input query. Today RedisVL\n",
+ "supports reranking through the [Cohere /rerank API](https://docs.cohere.com/docs/rerank-2).\n",
+ "\n",
+ "Before running this notebook, be sure to:\n",
+ "1. Have installed ``redisvl`` and have that environment active for this notebook.\n",
+ "2. Have a running Redis Stack instance with RediSearch > 2.4 active.\n",
+ "\n",
+ "For example, you can run Redis Stack locally with Docker:\n",
+ "\n",
+ "```bash\n",
+ "docker run -d -p 6379:6379 -p 8001:8001 redis/redis-stack:latest\n",
+ "```\n",
+ "\n",
+ "This will run Redis on port 6379 and RedisInsight at http://localhost:8001."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# import necessary modules\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Simple Reranking\n",
+ "\n",
+ "Reranking provides a relevance boost to search results generated by\n",
+ "traditional (lexical) or semantic search strategies.\n",
+ "\n",
+ "As a simple demonstration, take the passages and user query below:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "query = \"What is the capital of the United States?\"\n",
+ "docs = [\n",
+ " \"Carson City is the capital city of the American state of Nevada. At the 2010 United States Census, Carson City had a population of 55,274.\",\n",
+ " \"The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean that are a political division controlled by the United States. Its capital is Saipan.\",\n",
+ " \"Charlotte Amalie is the capital and largest city of the United States Virgin Islands. It has about 20,000 people. The city is on the island of Saint Thomas.\",\n",
+ " \"Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district. The President of the USA and many major national government offices are in the territory. This makes it the political center of the United States of America.\",\n",
+ " \"Capital punishment (the death penalty) has existed in the United States since before the United States was a country. As of 2017, capital punishment is legal in 30 of the 50 states. The federal government (including the United States military) also uses capital punishment.\"\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The goal of reranking is to provide a more fine-grained quality improvement to\n",
+ "initial search results. With RedisVL, this would likely be results coming back\n",
+ "from a search operation like full text or vector."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Init the Reranker\n",
+ "\n",
+ "Initialize the reranker. Install the cohere library and provide the right Cohere API Key."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#!pip install cohere"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import getpass\n",
+ "\n",
+ "# setup the API Key\n",
+ "api_key = os.environ.get(\"COHERE_API_KEY\") or getpass.getpass(\"Enter your Cohere API key: \")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from redisvl.utils.rerank import CohereReranker\n",
+ "\n",
+ "reranker = CohereReranker(limit=3, api_config={\"api_key\": api_key})"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Rerank documents\n",
+ "\n",
+ "Below we will use the `CohereReranker` to rerank and also truncate the list of\n",
+ "documents above based on relevance to the initial query."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "results, scores = reranker.rank(query=query, docs=docs)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.9990564 -- Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district. The President of the USA and many major national government offices are in the territory. This makes it the political center of the United States of America.\n",
+ "0.7516481 -- Capital punishment (the death penalty) has existed in the United States since before the United States was a country. As of 2017, capital punishment is legal in 30 of the 50 states. The federal government (including the United States military) also uses capital punishment.\n",
+ "0.08882029 -- The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean that are a political division controlled by the United States. Its capital is Saipan.\n"
+ ]
+ }
+ ],
+ "source": [
+ "for result, score in zip(results, scores):\n",
+ " print(score, \" -- \", result)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Working with semi-structured documents\n",
+ "\n",
+ "Often times the initial result set includes other metadata and components that could be used to steer the reranking relevancy. To accomplish this, we can set the `rank_by` argument and provide documents with those additional fields."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "docs = [\n",
+ " {\n",
+ " \"source\": \"wiki\",\n",
+ " \"passage\": \"Carson City is the capital city of the American state of Nevada. At the 2010 United States Census, Carson City had a population of 55,274.\"\n",
+ " },\n",
+ " {\n",
+ " \"source\": \"encyclopedia\",\n",
+ " \"passage\": \"The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean that are a political division controlled by the United States. Its capital is Saipan.\"\n",
+ " },\n",
+ " {\n",
+ " \"source\": \"textbook\",\n",
+ " \"passage\": \"Charlotte Amalie is the capital and largest city of the United States Virgin Islands. It has about 20,000 people. The city is on the island of Saint Thomas.\"\n",
+ " },\n",
+ " {\n",
+ " \"source\": \"textbook\",\n",
+ " \"passage\": \"Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district. The President of the USA and many major national government offices are in the territory. This makes it the political center of the United States of America.\"\n",
+ " },\n",
+ " {\n",
+ " \"source\": \"wiki\",\n",
+ " \"passage\": \"Capital punishment (the death penalty) has existed in the United States since before the United States was a country. As of 2017, capital punishment is legal in 30 of the 50 states. The federal government (including the United States military) also uses capital punishment.\"\n",
+ " }\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "results, scores = reranker.rank(query=query, docs=docs, rank_by=[\"passage\", \"source\"])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.9988121 -- {'source': 'textbook', 'passage': 'Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district. The President of the USA and many major national government offices are in the territory. This makes it the political center of the United States of America.'}\n",
+ "0.5974905 -- {'source': 'wiki', 'passage': 'Capital punishment (the death penalty) has existed in the United States since before the United States was a country. As of 2017, capital punishment is legal in 30 of the 50 states. The federal government (including the United States military) also uses capital punishment.'}\n",
+ "0.059101548 -- {'source': 'encyclopedia', 'passage': 'The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean that are a political division controlled by the United States. Its capital is Saipan.'}\n"
+ ]
+ }
+ ],
+ "source": [
+ "for result, score in zip(results, scores):\n",
+ " print(score, \" -- \", result)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3.8.13 ('redisvl2')",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.14"
+ },
+ "orig_nbformat": 4,
+ "vscode": {
+ "interpreter": {
+ "hash": "9b1e6e9c2967143209c2f955cb869d1d3234f92dc4787f49f155f3abbdfb1316"
+ }
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/poetry.lock b/poetry.lock
index d4793861..afee9c3d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,30 @@
# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+[[package]]
+name = "accessible-pygments"
+version = "0.0.4"
+description = "A collection of accessible pygments styles"
+optional = false
+python-versions = "*"
+files = [
+ {file = "accessible-pygments-0.0.4.tar.gz", hash = "sha256:e7b57a9b15958e9601c7e9eb07a440c813283545a20973f2574a5f453d0e953e"},
+ {file = "accessible_pygments-0.0.4-py2.py3-none-any.whl", hash = "sha256:416c6d8c1ea1c5ad8701903a20fcedf953c6e720d64f33dc47bfb2d3f2fa4e8d"},
+]
+
+[package.dependencies]
+pygments = ">=1.5"
+
+[[package]]
+name = "alabaster"
+version = "0.7.16"
+description = "A light, configurable Sphinx theme"
+optional = false
+python-versions = ">=3.9"
+files = [
+ {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
+ {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
+]
+
[[package]]
name = "annotated-types"
version = "0.6.0"
@@ -233,33 +258,33 @@ lxml = ["lxml"]
[[package]]
name = "black"
-version = "24.4.1"
+version = "24.4.2"
description = "The uncompromising code formatter."
optional = false
python-versions = ">=3.8"
files = [
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description = "Google API client core library"
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+ {file = "SQLAlchemy-2.0.29.tar.gz", hash = "sha256:bd9566b8e58cabd700bc367b60e90d9349cd16f0984973f98a9a09f9c64e86f0"},
+]
+
+[package.dependencies]
+greenlet = {version = "!=0.4.17", markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""}
+typing-extensions = ">=4.6.0"
+
+[package.extras]
+aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
+aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
+asyncio = ["greenlet (!=0.4.17)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
+mssql = ["pyodbc"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
+mysql-connector = ["mysql-connector-python"]
+oracle = ["cx_oracle (>=8)"]
+oracle-oracledb = ["oracledb (>=1.0.1)"]
+postgresql = ["psycopg2 (>=2.7)"]
+postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
+postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
+postgresql-psycopg = ["psycopg (>=3.0.7)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
+
[[package]]
name = "stack-data"
version = "0.6.3"
@@ -4191,13 +4756,13 @@ weaviate = ["weaviate-client (>=4.5.4,<5.0.0)"]
[[package]]
name = "threadpoolctl"
-version = "3.4.0"
+version = "3.5.0"
description = "threadpoolctl"
optional = true
python-versions = ">=3.8"
files = [
- {file = "threadpoolctl-3.4.0-py3-none-any.whl", hash = "sha256:8f4c689a65b23e5ed825c8436a92b818aac005e0f3715f6a1664d7c7ee29d262"},
- {file = "threadpoolctl-3.4.0.tar.gz", hash = "sha256:f11b491a03661d6dd7ef692dd422ab34185d982466c49c8f98c8f716b5c93196"},
+ {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"},
+ {file = "threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107"},
]
[[package]]
@@ -4885,4 +5450,4 @@ sentence-transformers = ["sentence-transformers"]
[metadata]
lock-version = "2.0"
python-versions = ">=3.9,<4.0"
-content-hash = "02eda81b7fd15211d9ebd5bd2c31da4a27f211bca2766c0419fb3b760a5a75cc"
+content-hash = "dc48145088ceb6ad88c87000d25f85e0ed07fd2778c33addbdb4f18da4505555"
diff --git a/pyproject.toml b/pyproject.toml
index 79051f6c..e3173e8c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,7 @@ sentence-transformers = ["sentence-transformers"]
google_cloud_aiplatform = ["google_cloud_aiplatform"]
cohere = ["cohere"]
-[tool.poetry.dev-dependencies]
+[tool.poetry.group.dev.dependencies]
black = ">=20.8b1"
isort = ">=5.6.4"
pylint = "3.1.0"
@@ -50,6 +50,19 @@ types-pyyaml = "*"
types-tabulate = "*"
treon = "*"
+[tool.poetry.group.test.dependencies]
+testcontainers = "^4.3.1"
+
+[tool.poetry.group.docs.dependencies]
+sphinx = ">=4.4.0"
+pydata-sphinx-theme = "^0.15.2"
+nbsphinx = "^0.9.3"
+jinja2 = "^3.1.3"
+sphinx-copybutton = "^0.5.2"
+sphinx-favicon = "^1.0.1"
+sphinx-design = "^0.5.0"
+myst-nb = "^1.1.0"
+
[tool.poetry.scripts]
rvl = "redisvl.cli.runner:main"
format = "scripts:format"
@@ -63,9 +76,8 @@ test-verbose = "scripts:test_verbose"
test-cov = "scripts:test_cov"
cov = "scripts:cov"
test-notebooks = "scripts:test_notebooks"
-
-[tool.poetry.group.test.dependencies]
-testcontainers = "^4.3.1"
+build-docs = "scripts:build_docs"
+serve-docs = "scripts:serve_docs"
[build-system]
requires = ["poetry-core>=1.0.0"]
diff --git a/redisvl/utils/rerank/cohere.py b/redisvl/utils/rerank/cohere.py
index 29a69788..7b5c0927 100644
--- a/redisvl/utils/rerank/cohere.py
+++ b/redisvl/utils/rerank/cohere.py
@@ -20,7 +20,19 @@ class CohereReranker(BaseReranker):
.. code-block:: python
-
+ from redisvl.utils.rerank import CohereReranker
+
+ # set up the Cohere reranker with some configuration
+ reranker = CohereReranker(rank_by=["content"], limit=2)
+ # rerank raw search results based on user input/query
+ results = reranker.rank(
+ query="your input query text here",
+ docs=[
+ {"content": "document 1"},
+ {"content": "document 2"},
+ {"content": "document 3"}
+ ]
+ )
"""
_client: Any = PrivateAttr()
diff --git a/scripts.py b/scripts.py
index 61d36636..e5b31128 100644
--- a/scripts.py
+++ b/scripts.py
@@ -33,4 +33,10 @@ def cov():
print("If data was present, coverage report is in ./htmlcov/index.html")
def test_notebooks():
- subprocess.run(["cd", "docs/", "&&", "poetry run treon", "-v"])
\ No newline at end of file
+ subprocess.run(["cd", "docs/", "&&", "poetry run treon", "-v"])
+
+def build_docs():
+ subprocess.run("cd docs/ && make html", shell=True)
+
+def serve_docs():
+ subprocess.run("cd docs/_build/html && python -m http.server", shell=True)