diff --git a/docs/install/index.md b/docs/install/index.md
index 195521c7e..1750d86e4 100644
--- a/docs/install/index.md
+++ b/docs/install/index.md
@@ -12,8 +12,8 @@ CM needs `git`, `python3-pip` and `python3-venv` installed on your system. If an
 This step is not mandatory as CM can use separate virtual environment for MLPerf inference. But the latest `pip` install requires this or else will need the `--break-system-packages` flag while installing `cm4mlops`.
 
 ```bash
-   python3 -m venv cm
-   source cm/bin/activate
+python3 -m venv cm
+source cm/bin/activate
 ```
 
 ## Install CM and pulls any needed repositories
diff --git a/main.py b/main.py
index aa8dd769e..6a607cc10 100755
--- a/main.py
+++ b/main.py
@@ -140,6 +140,9 @@ def mlperf_inference_implementation_readme(spaces, model, implementation, *, imp
                         # ref to cm installation
                         content += f"{cur_space3}Please refer to the [installation page](site:inference/install/) to install CM for running the automated benchmark commands.\n\n"
                         test_query_count=get_test_query_count(model, implementation, device.lower())
+                        if device.lower() == "cuda" and execution_env.lower() == "native":
+                            content += f"\n{cur_space3}!!! tip\n\n"
+                            content += f"{cur_space3}    - It is advisable to use the commands in the Docker tab for CUDA. Run the below native command only if you are already on a CUDA setup with cuDNN and TensorRT installed.\n\n"
 
                         if "99.9" not in model: #not showing docker command as it is already done for the 99% variant
                             if implementation == "neuralmagic":
@@ -442,7 +445,8 @@ def mlperf_inference_run_command(spaces, model, implementation, framework, categ
             if "short" in extra_variation_tags:
                 full_ds_needed_tag = ""
             else:
-                full_ds_needed_tag = ",_full"
+                full_ds_needed_tag = "_full,"
+
 
             docker_setup_cmd = f"""\n
 {f_pre_space}```bash