Update gh-pages for 24.06.1 release

Signed-off-by: Peixin Li <pxLi@nyu.edu>
NVIDIA · Jul 23, 2024 · 393a33e · 393a33e
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diff --git a/docs/archive.md b/docs/archive.md
@@ -5,6 +5,90 @@ nav_order: 15
 ---
 Below are archived releases for RAPIDS Accelerator for Apache Spark.
 
+## Release v24.06.0
+### Hardware Requirements:
+
+The plugin is tested on the following architectures:
+
+        GPU Models: NVIDIA V100, T4, A10/A100, L4 and H100 GPUs
+
+### Software Requirements:
+
+        OS: Ubuntu 20.04, Ubuntu 22.04, CentOS 7, or Rocky Linux 8
+
+        NVIDIA Driver*: R470+
+
+        Runtime: 
+                Scala 2.12, 2.13
+                Python, Java Virtual Machine (JVM) compatible with your spark-version. 
+
+                * Check the Spark documentation for Python and Java version compatibility with your specific 
+                Spark version. For instance, visit `https://spark.apache.org/docs/3.4.1` for Spark 3.4.1.
+
+        Supported Spark versions:
+                Apache Spark 3.2.0, 3.2.1, 3.2.2, 3.2.3, 3.2.4
+                Apache Spark 3.3.0, 3.3.1, 3.3.2, 3.3.3, 3.3.4
+                Apache Spark 3.4.0, 3.4.1, 3.4.2, 3.4.3
+                Apache Spark 3.5.0, 3.5.1
+
+        Supported Databricks runtime versions for Azure and AWS:
+                Databricks 11.3 ML LTS (GPU, Scala 2.12, Spark 3.3.0)
+                Databricks 12.2 ML LTS (GPU, Scala 2.12, Spark 3.3.2)
+                Databricks 13.3 ML LTS (GPU, Scala 2.12, Spark 3.4.1)
+
+        Supported Dataproc versions (Debian/Ubuntu):
+                GCP Dataproc 2.0
+                GCP Dataproc 2.1
+
+        Supported Dataproc Serverless versions:
+                Spark runtime 1.1 LTS
+                Spark runtime 2.0
+                Spark runtime 2.1
+                Spark runtime 2.2
+
+*Some hardware may have a minimum driver version greater than R470. Check the GPU spec sheet
+for your hardware's minimum driver version.
+
+*For Cloudera and EMR support, please refer to the
+[Distributions](https://docs.nvidia.com/spark-rapids/user-guide/latest/faq.html#which-distributions-are-supported) section of the FAQ.
+
+### RAPIDS Accelerator's Support Policy for Apache Spark
+The RAPIDS Accelerator maintains support for Apache Spark versions available for download from [Apache Spark](https://spark.apache.org/downloads.html)
+
+### Download RAPIDS Accelerator for Apache Spark v24.06.0
+
+| Processor | Scala Version | Download Jar | Download Signature |
+|-----------|---------------|--------------|--------------------|
+| x86_64    | Scala 2.12    | [RAPIDS Accelerator v24.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.0/rapids-4-spark_2.12-24.06.0.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.0/rapids-4-spark_2.12-24.06.0.jar.asc) |
+| x86_64    | Scala 2.13    | [RAPIDS Accelerator v24.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.0/rapids-4-spark_2.13-24.06.0.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.0/rapids-4-spark_2.13-24.06.0.jar.asc) |
+| arm64     | Scala 2.12    | [RAPIDS Accelerator v24.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.0/rapids-4-spark_2.12-24.06.0-cuda11-arm64.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.0/rapids-4-spark_2.12-24.06.0-cuda11-arm64.jar.asc) |
+| arm64     | Scala 2.13    | [RAPIDS Accelerator v24.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.0/rapids-4-spark_2.13-24.06.0-cuda11-arm64.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.0/rapids-4-spark_2.13-24.06.0-cuda11-arm64.jar.asc) |
+
+This package is built against CUDA 11.8. It is tested on V100, T4, A10, A100, L4 and H100 GPUs with 
+CUDA 11.8 through CUDA 12.0.
+
+### Verify signature
+* Download the [PUB_KEY](https://keys.openpgp.org/search?q=sw-spark@nvidia.com).
+* Import the public key: `gpg --import PUB_KEY`
+* Verify the signature for Scala 2.12 jar:
+    `gpg --verify rapids-4-spark_2.12-24.06.0.jar.asc rapids-4-spark_2.12-24.06.0.jar`
+* Verify the signature for Scala 2.13 jar:
+    `gpg --verify rapids-4-spark_2.13-24.06.0.jar.asc rapids-4-spark_2.13-24.06.0.jar`
+
+The output of signature verify:
+
+        gpg: Good signature from "NVIDIA Spark (For the signature of spark-rapids release jars) <sw-spark@nvidia.com>"
+
+### Release Notes
+* Improve support for Unity Catalog on Databricks
+* Added support for parse_url PATH
+* Added support for array_filter
+* Added support for Spark 3.4.3
+* For updates on RAPIDS Accelerator Tools, please visit [this link](https://github.com/NVIDIA/spark-rapids-tools/releases)
+
+For a detailed list of changes, please refer to the
+[CHANGELOG](https://github.com/NVIDIA/spark-rapids/blob/main/CHANGELOG.md).
+
 ## Release v24.04.1
 ### Hardware Requirements:
 

diff --git a/docs/configs.md b/docs/configs.md
@@ -10,7 +10,7 @@ The following is the list of options that `rapids-plugin-4-spark` supports.
 On startup use: `--conf [conf key]=[conf value]`. For example:
 
 ```
-${SPARK_HOME}/bin/spark-shell --jars rapids-4-spark_2.12-24.06.0-cuda11.jar \
+${SPARK_HOME}/bin/spark-shell --jars rapids-4-spark_2.12-24.06.1-cuda11.jar \
 --conf spark.plugins=com.nvidia.spark.SQLPlugin \
 --conf spark.rapids.sql.concurrentGpuTasks=2
 ```

diff --git a/docs/dev/shims.md b/docs/dev/shims.md
@@ -68,17 +68,17 @@ Using JarURLConnection URLs we create a Parallel World of the current version wi
 Spark 3.0.2's URLs:
 
 ```text
-jar:file:/home/spark/rapids-4-spark_2.12-24.06.0.jar!/
-jar:file:/home/spark/rapids-4-spark_2.12-24.06.0.jar!/spark3xx-common/
-jar:file:/home/spark/rapids-4-spark_2.12-24.06.0.jar!/spark302/
+jar:file:/home/spark/rapids-4-spark_2.12-24.06.1.jar!/
+jar:file:/home/spark/rapids-4-spark_2.12-24.06.1.jar!/spark3xx-common/
+jar:file:/home/spark/rapids-4-spark_2.12-24.06.1.jar!/spark302/
 ```
 
 Spark 3.2.0's URLs :
 
 ```text
-jar:file:/home/spark/rapids-4-spark_2.12-24.06.0.jar!/
-jar:file:/home/spark/rapids-4-spark_2.12-24.06.0.jar!/spark3xx-common/
-jar:file:/home/spark/rapids-4-spark_2.12-24.06.0.jar!/spark320/
+jar:file:/home/spark/rapids-4-spark_2.12-24.06.1.jar!/
+jar:file:/home/spark/rapids-4-spark_2.12-24.06.1.jar!/spark3xx-common/
+jar:file:/home/spark/rapids-4-spark_2.12-24.06.1.jar!/spark320/
 ```
 
 ### Late Inheritance in Public Classes

diff --git a/docs/download.md b/docs/download.md
@@ -18,7 +18,7 @@ cuDF jar, that is either preinstalled in the Spark classpath on all nodes or sub
 that uses the RAPIDS Accelerator For Apache Spark. See the [getting-started
 guide](https://docs.nvidia.com/spark-rapids/user-guide/latest/getting-started/overview.html) for more details.
 
-## Release v24.06.0
+## Release v24.06.1
 ### Hardware Requirements:
 
 The plugin is tested on the following architectures:
@@ -68,14 +68,14 @@ for your hardware's minimum driver version.
 ### RAPIDS Accelerator's Support Policy for Apache Spark
 The RAPIDS Accelerator maintains support for Apache Spark versions available for download from [Apache Spark](https://spark.apache.org/downloads.html)
 
-### Download RAPIDS Accelerator for Apache Spark v24.06.0
+### Download RAPIDS Accelerator for Apache Spark v24.06.1
 
 | Processor | Scala Version | Download Jar | Download Signature |
 |-----------|---------------|--------------|--------------------|
-| x86_64    | Scala 2.12    | [RAPIDS Accelerator v24.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.0/rapids-4-spark_2.12-24.06.0.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.0/rapids-4-spark_2.12-24.06.0.jar.asc) |
-| x86_64    | Scala 2.13    | [RAPIDS Accelerator v24.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.0/rapids-4-spark_2.13-24.06.0.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.0/rapids-4-spark_2.13-24.06.0.jar.asc) |
-| arm64     | Scala 2.12    | [RAPIDS Accelerator v24.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.0/rapids-4-spark_2.12-24.06.0-cuda11-arm64.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.0/rapids-4-spark_2.12-24.06.0-cuda11-arm64.jar.asc) |
-| arm64     | Scala 2.13    | [RAPIDS Accelerator v24.06.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.0/rapids-4-spark_2.13-24.06.0-cuda11-arm64.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.0/rapids-4-spark_2.13-24.06.0-cuda11-arm64.jar.asc) |
+| x86_64    | Scala 2.12    | [RAPIDS Accelerator v24.06.1](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.1/rapids-4-spark_2.12-24.06.1.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.1/rapids-4-spark_2.12-24.06.1.jar.asc) |
+| x86_64    | Scala 2.13    | [RAPIDS Accelerator v24.06.1](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.1/rapids-4-spark_2.13-24.06.1.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.1/rapids-4-spark_2.13-24.06.1.jar.asc) |
+| arm64     | Scala 2.12    | [RAPIDS Accelerator v24.06.1](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.1/rapids-4-spark_2.12-24.06.1-cuda11-arm64.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.06.1/rapids-4-spark_2.12-24.06.1-cuda11-arm64.jar.asc) |
+| arm64     | Scala 2.13    | [RAPIDS Accelerator v24.06.1](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.1/rapids-4-spark_2.13-24.06.1-cuda11-arm64.jar) | [Signature](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.13/24.06.1/rapids-4-spark_2.13-24.06.1-cuda11-arm64.jar.asc) |
 
 This package is built against CUDA 11.8. It is tested on V100, T4, A10, A100, L4 and H100 GPUs with 
 CUDA 11.8 through CUDA 12.0.
@@ -84,9 +84,9 @@ CUDA 11.8 through CUDA 12.0.
 * Download the [PUB_KEY](https://keys.openpgp.org/search?q=sw-spark@nvidia.com).
 * Import the public key: `gpg --import PUB_KEY`
 * Verify the signature for Scala 2.12 jar:
-    `gpg --verify rapids-4-spark_2.12-24.06.0.jar.asc rapids-4-spark_2.12-24.06.0.jar`
+    `gpg --verify rapids-4-spark_2.12-24.06.1.jar.asc rapids-4-spark_2.12-24.06.1.jar`
 * Verify the signature for Scala 2.13 jar:
-    `gpg --verify rapids-4-spark_2.13-24.06.0.jar.asc rapids-4-spark_2.13-24.06.0.jar`
+    `gpg --verify rapids-4-spark_2.13-24.06.1.jar.asc rapids-4-spark_2.13-24.06.1.jar`
 
 The output of signature verify: