Remove gerunds in headings

Fix quotes

src/c++/perf_analyzer/genai-perf/docs/embeddings.md

@@ -26,12 +26,12 @@ OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
 OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 -->
 
-# Profiling Embeddings Models with GenAI-Perf
+# Profile Embeddings Models with GenAI-Perf
 
 GenAI-Perf allows you to profile embedding models running on an
 [OpenAI Embeddings API](https://platform.openai.com/docs/api-reference/embeddings)-compatible server.
 
-## Creating a Sample Embeddings Input File
+## Create a Sample Embeddings Input File
 
 To create a sample embeddings input file, use the following command:
 
@@ -50,13 +50,13 @@ This will generate a file named embeddings.jsonl with the following content:
 {"text": "In what state did they film Shrek 2?"}
 ```
 
-## Starting an OpenAI Embeddings-Compatible Server
+## Start an OpenAI Embeddings-Compatible Server
 To start an OpenAI embeddings-compatible server, run the following command:
 ```bash
 docker run -it --net=host --rm --gpus=all vllm/vllm-openai:latest --model intfloat/e5-mistral-7b-instruct --dtype float16 --max-model-len 1024
 ```
 
-## Running GenAI-Perf
+## Run GenAI-Perf
 To profile embeddings models using GenAI-Perf, use the following command:
 
 ```bash
@@ -90,4 +90,4 @@ Example output:
 │ Request latency (ms) │ 42.21 │ 28.18 │ 318.61 │ 56.50 │ 49.21 │ 43.07 │
 └──────────────────────┴───────┴───────┴────────┴───────┴───────┴───────┘
 Request throughput (per sec): 23.63
-```
+```

src/c++/perf_analyzer/genai-perf/docs/rankings.md

@@ -26,13 +26,13 @@ OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
 OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 -->
 
-# Profiling Ranking Models with GenAI-Perf
+# Profile Ranking Models with GenAI-Perf
 
 
 GenAI-Perf allows you to profile ranking models compatible with Hugging Face's
 [Text Embeddings Interface's re-ranker API](https://huggingface.co/docs/text-embeddings-inference/en/quick_tour#re-rankers).
 
-## Creating a Sample Rankings Input Directory
+## Create a Sample Rankings Input Directory
 
 To create a sample rankings input directory, follow these steps:
 
@@ -62,7 +62,7 @@ echo '{"text": "Eric Anderson (born January 18, 1968) is an American sociologist
 {"text": "Daddys Home 2 Principal photography on the film began in Massachusetts in March 2017 and it was released in the United States by Paramount Pictures on November 10, 2017. Although the film received unfavorable reviews, it has grossed over $180 million worldwide on a $69 million budget."}' > rankings_jsonl/passages.jsonl
 ```
 
-## Starting a Hugging Face Re-Ranker-Compatible Server
+## Start a Hugging Face Re-Ranker-Compatible Server
 To start a Hugging Face re-ranker-compatible server, run the following commands:
 
 ```bash
@@ -73,7 +73,7 @@ volume=$PWD/data
 docker run --gpus all -p 8080:80 -v $volume:/data --pull always ghcr.io/huggingface/text-embeddings-inference:1.3 --model-id $model --revision $revision
 ```
 
-## Running GenAI-Perf
+## Run GenAI-Perf
 To profile ranking models using GenAI-Perf, use the following command:
 
 ```bash
@@ -92,11 +92,12 @@ This command specifies the use of Hugging Face's ranking API with `--endpoint re
 
 Example output:
 
-Copy code
+```
                           Rankings Metrics
 ┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━┳━━━━━━┳━━━━━━━┳━━━━━━━┳━━━━━━┳━━━━━━┓
 ┃            Statistic ┃  avg ┃  min ┃   max ┃   p99 ┃  p90 ┃  p75 ┃
 ┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━╇━━━━━━╇━━━━━━━╇━━━━━━━╇━━━━━━╇━━━━━━┩
 │ Request latency (ms) │ 5.48 │ 2.50 │ 23.91 │ 10.27 │ 8.34 │ 6.07 │
 └──────────────────────┴──────┴──────┴───────┴───────┴──────┴──────┘
 Request throughput (per sec): 180.11
+```