Partially fix locust_benchmark/README.md

TODO: lines 21 and 28

locust_benchmark/README.md

@@ -1,6 +1,6 @@
-## Online Feature Store Benchmark Suite
+## Hopsworks Benchmark Suite
 
-This directory provides the tools to quickly bootstrap the process of benchmarking the Hopsworks Online Feature Store.
+This directory provides the tools to quickly bootstrap the process of benchmarking Hopsworks.
 
 The benchmark suite is built around [locust](https://locust.io/) which allows you to quickly start so-called user classes to perform requests against a system.
 
@@ -17,12 +17,12 @@ This section illustrates how to quickly run locust in a single process, see the
 #### Prerequisites
 
 1. Hopsworks cluster
-   1. You can follow the documentation on how to setup a cluster on [managed.hopsworks.ai](https://docs.hopsworks.ai/3.1/setup_installation/aws/cluster_creation/)
+   1. You can follow the documentation on how to set up a cluster on [managed.hopsworks.ai](https://docs.hopsworks.ai/4.0/setup_installation/aws/getting_started/)
    2. Ideally you create an extra node in the same VPC as the Hopsworks cluster, which you can use to run the benchmark suite from. The easiest way to do this is by using a dedicated [API node](https://docs.hopsworks.ai/3.1/setup_installation/common/rondb/#api-nodes).
    3. Once the cluster is created you need the following information:
-      - Hopsworks domain name: **[UUID].cloud.hopsworks.ai** which you can find in the *Details* tab of your managed.hopsworks.ai control plane
+      - Hopsworks domain name: **\[UUID\].cloud.hopsworks.ai** which you can find in the *Details* tab of your managed.hopsworks.ai control plane
       - A project and its name on the hopsworks cluster. For that log into your cluster and create a project.
-      - An API key for authentication. Head to your project and [create an API key for your account](https://docs.hopsworks.ai/3.1/user_guides/projects/api_key/create_api_key/).
+      - An API key for authentication. Head to your project and [create an API key for your account](https://docs.hopsworks.ai/4.0/user_guides/projects/api_key/create_api_key/).
 2. Python environment
    In order to run the benchmark suite, you need a Python environment.
    For that we will SSH into the created API node. Make sure that [SSH is enabled](https://docs.hopsworks.ai/3.1/setup_installation/common/services/) on your cluster.
@@ -45,12 +45,12 @@ This section illustrates how to quickly run locust in a single process, see the
       conda activate locust-benchmark
       ```
 
-      Clone the feature-store-api repository to retrieve the benchmark suite and install the requirements.
+      Clone the [hopsworks-api](https://github.com/logicalclocks/hopsworks-api/) repository to retrieve the benchmark suite and install the requirements.
       Make sure to checkout the release branch matching the Hopsworks version of your cluster.
 
       ```bash
-      git clone https://github.com/logicalclocks/feature-store-api.git
-      cd feature-store-api
+      git clone https://github.com/logicalclocks/hopsworks-api.git
+      cd hopsworks-api
       git checkout master
       cd locust_benchmark
       pip install -r requirements.txt