diff --git a/README.md b/README.md
index e86eafda2..428ab04a9 100755
--- a/README.md
+++ b/README.md
@@ -1,2 +1,40 @@
-#
cuVS: Vector Search on the GPU
+# cuVS: Vector Search and Clustering on the GPU
+
+### NOTE: cuVS is currently being
+
+## Contents
+
+
+1. [Useful Resources](#useful-resources)
+2. [What is cuVS?](#what-is-cuvs)
+3. [Getting Started](#getting-started)
+4. [Installing cuVS](#installing)
+5. [Contributing](#contributing)
+6. [References](#references)
+
+
+
+## Useful Resources
+
+- [cuVS Reference Documentation](https://docs.rapids.ai/api/cuvs/stable/): API Documentation.
+- [cuVS Getting Started](./docs/source/quick_start.md): Getting started with RAFT.
+- [Build and Install cuVS](./docs/source/build.md): Instructions for installing and building cuVS.
+- [Example Notebooks](./notebooks): Example jupyer notebooks
+- [RAPIDS Community](https://rapids.ai/community.html): Get help, contribute, and collaborate.
+- [GitHub repository](https://github.com/rapidsai/cuvs): Download the cuVS source code.
+- [Issue tracker](https://github.com/rapidsai/cuvs/issues): Report issues or request features.
+
+## What is cuVS?
+
+cuVS contains many algorithms for running approximate nearest neighbors and clustering on the GPU.
+
+## Getting Started
+
+
+
+## Installing cuVS
+
+## Contributing
+
+## References
diff --git a/ci/build_python.sh b/ci/build_python.sh
index a54c3dcaa..525d21c51 100755
--- a/ci/build_python.sh
+++ b/ci/build_python.sh
@@ -34,24 +34,3 @@ rapids-conda-retry mambabuild \
--no-test \
--channel "${CPP_CHANNEL}" \
conda/recipes/cuvs
-
-
-# Build ann-bench for each cuda and python version
-rapids-conda-retry mambabuild \
---no-test \
---channel "${CPP_CHANNEL}" \
---channel "${RAPIDS_CONDA_BLD_OUTPUT_DIR}" \
-conda/recipes/cuda-ann-bench
-
-# Build ann-bench-cpu only in CUDA 11 jobs since it only depends on python
-# version
-RAPIDS_CUDA_MAJOR="${RAPIDS_CUDA_VERSION%%.*}"
-if [[ ${RAPIDS_CUDA_MAJOR} == "11" ]]; then
- rapids-conda-retry mambabuild \
- --no-test \
- --channel "${CPP_CHANNEL}" \
- --channel "${RAPIDS_CONDA_BLD_OUTPUT_DIR}" \
- conda/recipes/cuda-ann-bench-cpu
-fi
-
-rapids-upload-conda-to-s3 python
diff --git a/ci/build_wheel_cuvs.sh b/ci/build_wheel_cuvs.sh
index 9d2f96996..b4765be38 100755
--- a/ci/build_wheel_cuvs.sh
+++ b/ci/build_wheel_cuvs.sh
@@ -1,9 +1,9 @@
#!/bin/bash
-# Copyright (c) 2023, NVIDIA CORPORATION.
+# Copyright (c) 2023-2024, NVIDIA CORPORATION.
set -euo pipefail
# Set up skbuild options. Enable sccache in skbuild config options
export SKBUILD_CONFIGURE_OPTIONS="-DRAFT_BUILD_WHEELS=ON -DDETECT_CONDA_ENV=OFF -DFIND_RAFT_CPP=OFF"
-ci/build_wheel.sh cuvs python/cuvs
+#ci/build_wheel.sh cuvs python/cuvs
diff --git a/ci/test_python.sh b/ci/test_python.sh
index a65469928..9f0c9d6ee 100755
--- a/ci/test_python.sh
+++ b/ci/test_python.sh
@@ -1,5 +1,5 @@
#!/bin/bash
-# Copyright (c) 2022-2023, NVIDIA CORPORATION.
+# Copyright (c) 2022-2024, NVIDIA CORPORATION.
set -euo pipefail
@@ -31,7 +31,7 @@ rapids-print-env
rapids-mamba-retry install \
--channel "${CPP_CHANNEL}" \
--channel "${PYTHON_CHANNEL}" \
- libcuvs cuvs
+ libcuvs #cuvs
rapids-logger "Check GPU usage"
nvidia-smi
@@ -40,17 +40,17 @@ EXITCODE=0
trap "EXITCODE=1" ERR
set +e
-rapids-logger "pytest cuvs"
-pushd python/cuvs/cuvs
-pytest \
- --cache-clear \
- --junitxml="${RAPIDS_TESTS_DIR}/junit-cuvs.xml" \
- --cov-config=../.coveragerc \
- --cov=cuvs \
- --cov-report=xml:"${RAPIDS_COVERAGE_DIR}/cuvs-coverage.xml" \
- --cov-report=term \
- test
-popd
+#rapids-logger "pytest cuvs"
+#pushd python/cuvs/cuvs
+#pytest \
+# --cache-clear \
+# --junitxml="${RAPIDS_TESTS_DIR}/junit-cuvs.xml" \
+# --cov-config=../.coveragerc \
+# --cov=cuvs \
+# --cov-report=xml:"${RAPIDS_COVERAGE_DIR}/cuvs-coverage.xml" \
+# --cov-report=term \
+# test
+#popd
rapids-logger "Test script exiting with value: $EXITCODE"
exit ${EXITCODE}
diff --git a/ci/test_wheel_cuvs.sh b/ci/test_wheel_cuvs.sh
index 6b213d399..de7501915 100755
--- a/ci/test_wheel_cuvs.sh
+++ b/ci/test_wheel_cuvs.sh
@@ -1,5 +1,5 @@
#!/bin/bash
-# Copyright (c) 2023, NVIDIA CORPORATION.
+# Copyright (c) 2023-2024, NVIDIA CORPORATION.
set -euo pipefail
@@ -7,12 +7,12 @@ mkdir -p ./dist
RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen ${RAPIDS_CUDA_VERSION})"
RAPIDS_PY_WHEEL_NAME="cuvs_${RAPIDS_PY_CUDA_SUFFIX}" rapids-download-wheels-from-s3 ./dist
-# echo to expand wildcard before adding `[extra]` requires for pip
-python -m pip install $(echo ./dist/cuvs*.whl)[test]
-
-# Run smoke tests for aarch64 pull requests
-if [[ "$(arch)" == "aarch64" && "${RAPIDS_BUILD_TYPE}" == "pull-request" ]]; then
- python ./ci/wheel_smoke_test_cuvs.py
-else
- python -m pytest ./python/cuvs/cuvs/test
-fi
+## echo to expand wildcard before adding `[extra]` requires for pip
+#python -m pip install $(echo ./dist/cuvs*.whl)[test]
+#
+## Run smoke tests for aarch64 pull requests
+#if [[ "$(arch)" == "aarch64" && "${RAPIDS_BUILD_TYPE}" == "pull-request" ]]; then
+# python ./ci/wheel_smoke_test_cuvs.py
+#else
+# python -m pytest ./python/cuvs/cuvs/test
+#fi
diff --git a/docs/source/index.rst b/docs/source/index.rst
index a161efb42..bf9790610 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,9 +1,5 @@
-cuVS: GPU-accelerated Vector Search
-===================================
-
-.. image:: ../../img/raft-tech-stack-vss.png
- :width: 800
- :alt: cuVS Tech Stack
+cuVS: Vector Search and Clustering on the GPU
+=============================================
Useful Resources
################
@@ -19,7 +15,7 @@ Useful Resources
What is cuVS?
#############
-cuVS is a library for vector search on the GPU.
+cuVS is a library for vector search and clustering on the GPU.
.. toctree::
:maxdepth: 1