[Doc] Improve GitHub links (#11491)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

docs/source/contributing/dockerfile/dockerfile.md

@@ -1,7 +1,7 @@
 # Dockerfile
 
-See [here](https://github.com/vllm-project/vllm/blob/main/Dockerfile) for the main Dockerfile to construct
-the image for running an OpenAI compatible server with vLLM. More information about deploying with Docker can be found [here](https://docs.vllm.ai/en/stable/serving/deploying_with_docker.html).
+We provide a <gh-file:Dockerfile> to construct the image for running an OpenAI compatible server with vLLM.
+More information about deploying with Docker can be found [here](../../serving/deploying_with_docker.md).
 
 Below is a visual representation of the multi-stage Dockerfile. The build graph contains the following nodes:
 

docs/source/contributing/overview.md

@@ -13,11 +13,12 @@ Finally, one of the most impactful ways to support us is by raising awareness ab
 
 ## License
 
-See [LICENSE](https://github.com/vllm-project/vllm/tree/main/LICENSE).
+See <gh-file:LICENSE>.
 
 ## Developing
 
-Depending on the kind of development you'd like to do (e.g. Python, CUDA), you can choose to build vLLM with or without compilation. Check out the [building from source](https://docs.vllm.ai/en/latest/getting_started/installation.html#build-from-source) documentation for details.
+Depending on the kind of development you'd like to do (e.g. Python, CUDA), you can choose to build vLLM with or without compilation.
+Check out the [building from source](#build-from-source) documentation for details.
 
 ## Testing
 
@@ -43,7 +44,7 @@ Currently, the repository does not pass the `mypy` tests.
 If you encounter a bug or have a feature request, please [search existing issues](https://github.com/vllm-project/vllm/issues?q=is%3Aissue) first to see if it has already been reported. If not, please [file a new issue](https://github.com/vllm-project/vllm/issues/new/choose), providing as much relevant information as possible.
 
 ```{important}
-If you discover a security vulnerability, please follow the instructions [here](https://github.com/vllm-project/vllm/tree/main/SECURITY.md#reporting-a-vulnerability).
+If you discover a security vulnerability, please follow the instructions [here](gh-file:SECURITY.md#reporting-a-vulnerability).
 ```
 
 ## Pull Requests & Code Reviews
@@ -54,9 +55,9 @@ code quality and improve the efficiency of the review process.
 
 ### DCO and Signed-off-by
 
-When contributing changes to this project, you must agree to the [DCO](https://github.com/vllm-project/vllm/tree/main/DCO).
+When contributing changes to this project, you must agree to the <gh-file:DCO>.
 Commits must include a `Signed-off-by:` header which certifies agreement with
-the terms of the [DCO](https://github.com/vllm-project/vllm/tree/main/DCO).
+the terms of the DCO.
 
 Using `-s` with `git commit` will automatically add this header.
 
@@ -89,8 +90,7 @@ If the PR spans more than one category, please include all relevant prefixes.
 The PR needs to meet the following code quality standards:
 
 - We adhere to [Google Python style guide](https://google.github.io/styleguide/pyguide.html) and [Google C++ style guide](https://google.github.io/styleguide/cppguide.html).
-- Pass all linter checks. Please use [format.sh](https://github.com/vllm-project/vllm/blob/main/format.sh) to format your
-  code.
+- Pass all linter checks. Please use <gh-file:format.sh> to format your code.
 - The code needs to be well-documented to ensure future contributors can easily
   understand the code.
 - Include sufficient tests to ensure the project stays correct and robust. This

docs/source/contributing/profiling/profiling_index.md

@@ -22,13 +22,13 @@ Set the env variable VLLM_RPC_TIMEOUT to a big number before you start the serve
 `export VLLM_RPC_TIMEOUT=1800000`
 ```
 
-## Example commands and usage:
+## Example commands and usage
 
-### Offline Inference:
+### Offline Inference
 
-Refer to [examples/offline_inference_with_profiler.py](https://github.com/vllm-project/vllm/blob/main/examples/offline_inference_with_profiler.py) for an example.
+Refer to <gh-file:examples/offline_inference_with_profiler.py> for an example.
 
-### OpenAI Server:
+### OpenAI Server
 
 ```bash
 VLLM_TORCH_PROFILER_DIR=./vllm_profile python -m vllm.entrypoints.openai.api_server --model meta-llama/Meta-Llama-3-70B