From dba406cbb6e2375ca03dbdbe7165e9ae1ac4b4ee Mon Sep 17 00:00:00 2001
From: Anuradha Karuppiah <anuradhak@nvidia.com>
Date: Mon, 21 Oct 2024 21:38:23 +0000
Subject: [PATCH] Fix vale syntax check failures

Signed-off-by: Anuradha Karuppiah <anuradhak@nvidia.com>
---
 docs/source/conda_packages.md  | 54 +++++++++++++++++-----------------
 docs/source/getting_started.md |  4 +--
 2 files changed, 29 insertions(+), 29 deletions(-)

diff --git a/docs/source/conda_packages.md b/docs/source/conda_packages.md
index b008d52184..ff3a03d83b 100644
--- a/docs/source/conda_packages.md
+++ b/docs/source/conda_packages.md
@@ -17,25 +17,25 @@ limitations under the License.
 
 # Morpheus Conda Packages
 The Morpheus stages are the building blocks for creating pipelines. The stages are organized into libraries by use case. The current libraries are:
-- morpheus-core
-- morpheus-dfp
-- morpheus-llm
+- `morpheus-core`
+- `morpheus-dfp`
+- `morpheus-llm`
 
-The  libraries are hosted as conda packages on the [nvidia](https://anaconda.org/nvidia/) channel.
+The  libraries are hosted as Conda packages on the [`nvidia`](https://anaconda.org/nvidia/) channel.
 
 The split into multiple libraries allows for a more modular approach to using the Morpheus stages. For example, if you are building an application for Digital Finger Printing, you can install just the `morpheus-dfp` library. This reduces the size of the installed package. It also limits the dependencies eliminating unnecessary version conflicts.
 
 
 ## Morpheus Core
 The `morpheus-core` library contains the core stages that are common across all use cases. The Morpheus core library is built from the source code in the `python/morpheus` directory of the Morpheus repository. The core library is installed as a dependency when you install any of the other Morpheus libraries.
-To set up a conda environment with the [morpheus-core](https://anaconda.org/nvidia/morpheus-core) library you can run the following commands:
-### Create a conda environment
+To set up a Conda environment with the [`morpheus-core`](https://anaconda.org/nvidia/morpheus-core) library you can run the following commands:
+### Create a Conda environment
 ```bash
 export CONDA_ENV_NAME=morpheus
 conda create -n $CONDA_ENV_NAME python=3.10
 conda activate $CONDA_ENV_NAME
 ```
-### Add conda channels
+### Add Conda channels
 These channel are required for installing the runtime dependencies
 ```bash
 conda config --env --add channels conda-forge &&\
@@ -43,13 +43,13 @@ conda config --env --add channels conda-forge &&\
   conda config --env --add channels rapidsai &&\
   conda config --env --add channels pytorch
 ```
-### Install the morpheus-core library
+### Install the `morpheus-core` library
 ```bash
 conda install -c nvidia morpheus-core
 ```
-The `morpheus-core` conda package installs the `morpheus` python package. It also pulls down all the necessary conda runtime dependencies for the core stages including [mrc](https://anaconda.org/nvidia/mrc) and [libmrc](https://anaconda.org/nvidia/libmrc).
-### Install additional pypi dependencies
-Some of the stages in the core library require additional dependencies that are hosted on Pypi. These dependencies are included as a requirements file in the morpheus python package. The requirements files can be located and installed by running the following command:
+The `morpheus-core` Conda package installs the `morpheus` python package. It also pulls down all the necessary Conda runtime dependencies for the core stages including [`mrc`](https://anaconda.org/nvidia/mrc) and [`libmrc`](https://anaconda.org/nvidia/libmrc).
+### Install additional `Pypi` dependencies
+Some of the stages in the core library require additional dependencies that are hosted on `Pypi`. These dependencies are included as a requirements file in the `morpheus` python package. The requirements files can be located and installed by running the following command:
 ```bash
 python3 <<EOF
 import importlib.resources
@@ -60,14 +60,14 @@ EOF
 ```
 
 ## Morpheus DFP
-Digital Finger Printing (DFP) is a technique used to identify anomalous behavior and uncover potential threats in the environment​. The `morpheus-dfp` library contains stages for DFP. It is built from the source code in the `python/morpheus_dfp` directory of the Morpheus repository. To set up a conda environment with the [morpheus-dfp](https://anaconda.org/nvidia/morpheus-dfp) library you can run the following commands:
-### Create a conda environment
+Digital Finger Printing (DFP) is a technique used to identify anomalous behavior and uncover potential threats in the environment​. The `morpheus-dfp` library contains stages for DFP. It is built from the source code in the `python/morpheus_dfp` directory of the Morpheus repository. To set up a Conda environment with the [`morpheus-dfp`](https://anaconda.org/nvidia/morpheus-dfp) library you can run the following commands:
+### Create a Conda environment
 ```bash
 export CONDA_ENV_NAME=morpheus-dfp
 conda create -n $CONDA_ENV_NAME python=3.10
 conda activate $CONDA_ENV_NAME
 ```
-### Add conda channels
+### Add Conda channels
 These channel are required for installing the runtime dependencies
 ```bash
 conda config --env --add channels conda-forge &&\
@@ -75,13 +75,13 @@ conda config --env --add channels conda-forge &&\
   conda config --env --add channels rapidsai &&\
   conda config --env --add channels pytorch
 ```
-### Install the morpheus-dfp library
+### Install the `morpheus-dfp` library
 ```bash
 conda install -c nvidia morpheus-dfp
 ```
-The `morpheus-dfp` conda package installs the `morpheus_dfp` python package. It also pulls down all the necessary conda runtime dependencies including [morpheus-core](https://anaconda.org/nvidia/morpheus-core).
-### Install additional pypi dependencies
-Some of the DFP stages in the library require additional dependencies that are hosted on Pypi. These dependencies are included as a requirements file in the morpheus_dfp python package. And can be installed by running the following command:
+The `morpheus-dfp` Conda package installs the `morpheus_dfp` python package. It also pulls down all the necessary Conda runtime dependencies including [`morpheus-core`](https://anaconda.org/nvidia/morpheus-core).
+### Install additional `Pypi` dependencies
+Some of the DFP stages in the library require additional dependencies that are hosted on `Pypi`. These dependencies are included as a requirements file in the `morpheus_dfp` python package. And can be installed by running the following command:
 ```bash
 python3 <<EOF
 import importlib.resources
@@ -93,14 +93,14 @@ EOF
 
 ## Morpheus LLM
 The `morpheus-llm` library contains stages for Large Language Models (LLM) and  Vector Databases. These stages are used for setting up Retrieval Augmented Generation (RAG) pipelines. The `morpheus-llm` library is built from the source code in the `python/morpheus_llm` directory of the Morpheus repository.
-To set up a conda environment with the [morpheus-llm](https://anaconda.org/nvidia/morpheus-dfp) library you can run the following commands:
-### Create a conda environment
+To set up a Conda environment with the [`morpheus-llm`](https://anaconda.org/nvidia/morpheus-dfp) library you can run the following commands:
+### Create a Conda environment
 ```bash
 export CONDA_ENV_NAME=morpheus-llm
 conda create -n $CONDA_ENV_NAME python=3.10
 conda activate $CONDA_ENV_NAME
 ```
-### Add conda channels
+### Add Conda channels
 These channel are required for installing the runtime dependencies
 ```bash
 conda config --env --add channels conda-forge &&\
@@ -108,13 +108,13 @@ conda config --env --add channels conda-forge &&\
   conda config --env --add channels rapidsai &&\
   conda config --env --add channels pytorch
 ```
-### Install the morpheus-llm library
+### Install the `morpheus-llm` library
 ```bash
 conda install -c nvidia morpheus-llm
 ```
-The `morpheus-llm` conda package installs the morpheus_dfp python package. It also pulls down all the necessary conda packages including [morpheus-core](https://anaconda.org/nvidia/morpheus-core).
-### Install additional pypi dependencies
-Some of the stages in the library require additional dependencies that are hosted on Pypi. These dependencies are included as a requirements file in the morpheus_dfp python package. And can be installed by running the following command:
+The `morpheus-llm` Conda package installs the `morpheus_llm` python package. It also pulls down all the necessary Conda packages including [`morpheus-core`](https://anaconda.org/nvidia/morpheus-core).
+### Install additional `Pypi` dependencies
+Some of the stages in the library require additional dependencies that are hosted on `Pypi`. These dependencies are included as a requirements file in the `morpheus_llm` python package. And can be installed by running the following command:
 ```bash
 python3 <<EOF
 import importlib.resources
@@ -126,10 +126,10 @@ EOF
 
 ## Miscellaneous
 ### Morpheus Examples
-The Morpheus examples are not included in the Morpheus conda packages. To use them you need to clone the Morpheus repository and run the examples form source. For details refer to the [Morpheus Examples](./examples.md).
+The Morpheus examples are not included in the Morpheus Conda packages. To use them you need to clone the Morpheus repository and run the examples from source. For details refer to the [Morpheus Examples](./examples.md).
 
 ### Namespace Updates
-If you were using a morpheus release prior to 24.10 you may need to update the namespace for the dfp, llm and vector database stages.
+If you were using a Morpheus release prior to 24.10 you may need to update the namespace for the DFP, LLM and vector database stages.
 
 A script, `scripts/morpheus_namespace_update.py`, has been provide to help with that and can be run as follows:
 ```bash
diff --git a/docs/source/getting_started.md b/docs/source/getting_started.md
index f97a30350e..7b0b43217a 100644
--- a/docs/source/getting_started.md
+++ b/docs/source/getting_started.md
@@ -80,8 +80,8 @@ Once launched, users wishing to launch Triton using the included Morpheus models
 Skip ahead to the [Acquiring the Morpheus Models Container](#acquiring-the-morpheus-models-container) section.
 
 ## Using Morpheus Conda Packages
-The Morpheus stages are available as libraries that are hosted as conda packages on the [NVIDIA](https://anancon) channel. The Morpheus conda packages are:
-[morpheus-core](https://anaconda.org/nvidia/morpheus-core), [morpheus-dfp](https://anaconda.org/nvidia/morpheus-dfp) and [morpheus-llm](https://anaconda.org/nvidia/morpheus-llm)
+The Morpheus stages are available as libraries that are hosted on the [`nvidia`](https://anaconda.org/nvidia) Conda channel. The Morpheus Conda packages are:
+[`morpheus-core`](https://anaconda.org/nvidia/morpheus-core), [`morpheus-dfp`](https://anaconda.org/nvidia/morpheus-dfp) and [`morpheus-llm`](https://anaconda.org/nvidia/morpheus-llm)
 
 For details on these libraries and how to use them, refer to the [Morpheus Conda Packages](./conda_packages.md) guide.