[Doc] update installation.md and readme

README.md

@@ -71,9 +71,9 @@ pip install .  # with -e option if you want to install in editable mode
 
 ### Method 2: Build from Source
 We currently provide three ways to install **tile-lang** from source:
- - [Install from Source (using your own TVM installation)](./docs/Installation.md#install-from-source-with-your-own-tvm-installation)
- - [Install from Source (using the bundled TVM submodule)](./docs/Installation.md#install-from-source-with-our-tvm-submodule)
- - [Install Using the Provided Script](./docs/Installation.md#install-with-provided-script)
+ - [Install from Source (using your own TVM installation)](./docs/get_started/Installation.rst#method-1-install-from-source-using-your-own-tvm-installation)
+ - [Install from Source (using the bundled TVM submodule)](./docs/get_started/Installation.rst#method-2-install-from-source-with-our-tvm-submodule)
+ - [Install Using the Provided Script](./docs/get_started/Installation.rst##method-3-install-using-the-provided-script)
 
 
 ## Quick Start
@@ -192,6 +192,12 @@ In addition to GEMM, we provide a variety of examples to showcase the versatilit
 
 TileLang has now been used in project [BitBLAS](https://github.com/microsoft/BitBLAS).
 
+## Join the Discussion
+
+Welcome to join our Discord community for discussions, support, and collaboration!
+
+[![Join our Discord](https://img.shields.io/badge/Discord-Join%20Us-blue?logo=discord&style=for-the-badge)](https://discord.gg/TUrHyJnKPG)
+
 ## Acknowledgements
 
 We learned a lot from the [TVM](https://github.com/apache/tvm) community and would like to thank them for their contributions. The initial version of this project is mainly contributed by [LeiWang1999](https://github.com/LeiWang1999), [chengyupku](https://github.com/chengyupku) and [nox-410](https://github.com/nox-410). Part of this work was done during the internship at Microsoft Research, under the supervision of Dr. Lingxiao Ma, Dr. Yuqing Xia, Dr. Jilong Xue, and Dr. Fan Yang.

docs/get_started/Installation.rst

@@ -65,7 +65,7 @@ After installing the prerequisites, you can clone the TileLang repository and in
 .. code:: bash
 
    git clone --recursive https://github.com/tile-ai/tilelang.git
-   cd TileLang
+   cd tileLang
    pip install .  # Please be patient, this may take some time.
 
 If you want to install TileLang in development mode, you can run the following command:
@@ -76,11 +76,13 @@ If you want to install TileLang in development mode, you can run the following c
 
 We currently provide three methods to install **TileLang**:
 
-1. Install from Source (using your own TVM installation)
+1. `Install from Source (using your own TVM installation)`_
+2. `Install from Source (using the bundled TVM submodule)`_
+3. `Install Using the Provided` Script_
 
-2. Install from Source (using the bundled TVM submodule)
-
-3. Install Using the Provided Script
+.. _Install from Source (using your own TVM installation): #method-1-install-from-source-using-your-own-tvm-installation
+.. _Install from Source (using the bundled TVM submodule): #method-2-install-from-source-using-the-bundled-tvm-submodule
+.. _Install Using the Provided Script: #method-3-install-using-the-provided-script
 
 
 Method 1: Install from Source (Using Your Own TVM Installation)
@@ -93,7 +95,7 @@ If you already have a compatible TVM installation, follow these steps:
    .. code:: bash
 
       git clone --recursive https://github.com/tile-ai/tilelang
-      cd TileLang
+      cd tilelang
 
    **Note**: Use the `--recursive` flag to include necessary submodules.
 
@@ -114,7 +116,7 @@ If you already have a compatible TVM installation, follow these steps:
 
    .. code:: bash
 
-      export PYTHONPATH=/your/path/to/tile-lang/python:$PYTHONPATH
+      export PYTHONPATH=/your/path/to/tilelang/:$PYTHONPATH
       # TVM_IMPORT_PYTHON_PATH is used by 3rd-party frameworks to import TVM
       export TVM_IMPORT_PYTHON_PATH=/your/path/to/tvm/python
 
@@ -128,7 +130,7 @@ If you prefer to use the built-in TVM version, follow these instructions:
    .. code:: bash
 
       git clone --recursive https://github.com/tile-ai/tilelang
-      cd TileLang
+      cd tilelang
 
    **Note**: Ensure the `--recursive` flag is included to fetch submodules.
 
@@ -155,7 +157,7 @@ If you prefer to use the built-in TVM version, follow these instructions:
 
    .. code:: bash
 
-      export PYTHONPATH=/your/path/to/TileLang/python:$PYTHONPATH
+      export PYTHONPATH=/your/path/to/tilelang/:$PYTHONPATH
 
 Method 3: Install Using the Provided Script
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -167,11 +169,11 @@ For a simplified installation, use the provided script:
    .. code:: bash
 
       git clone --recursive https://github.com/tile-ai/tilelang
-      cd TileLang
+      cd tilelang
 
 2. **Run the Installation Script**:
 
    .. code:: bash
 
-      bash install.sh
+      bash install_cuda.sh
       # or bash `install_amd.sh` if you want to enable ROCm runtime