[Doc] Revert repo link (#11)

* instruction update

* replace link with TileLang/tile-lang

README.md

@@ -39,6 +39,12 @@ TileLang achieves exceptional performance across a variety of computational patt
     <img src="./images/op_benchmark_consistent_gemm_fp16.png" alt="gemm fp16 performance on Gpus" />
   </div>
 
+- Dequantize Matmul Performance on A100
+
+  <div>
+    <img src="./images/op_benchmark_a100_wq_gemv.png" alt="dequantize gemv performance on A100" />
+  </div>
+
 ## Installation
 ### Method 1: Install with Pip
 
@@ -51,7 +57,7 @@ pip install tilelang
 Alternatively, you can install directly from the GitHub repository:
 
 ```bash
-pip install git+https://github.com/microsoft/TileLang
+pip install git+https://github.com/TileLang/tile-lang
 ```
 
 Or install locally:
@@ -144,18 +150,6 @@ More operators will continuously be added.
 
 TileLang has now been used in project [BitBLAS](https://github.com/microsoft/BitBLAS).
 
-## Contributing
-
-This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.
-
-When you submit a pull request, a CLA bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA.
-
-This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.
-
-## Trademarks
-
-This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies.
-
 ## Acknowledgements
 
 We learned a lot from the [TVM](https://github.com/apache/tvm) community and would like to thank them for their contributions.

docker/Dockerfile.cu120

@@ -22,7 +22,7 @@ RUN conda install pip cmake && conda clean --all
 
 RUN apt-get install -y python3 python3-dev python3-setuptools gcc libtinfo-dev zlib1g-dev build-essential cmake libedit-dev libxml2-dev
 
-RUN git clone https://github.com/microsoft/TileLang.git --recursive -b main TileLang \
+RUN git clone https://github.com/TileLang/tile-lang.git --recursive -b main TileLang \
   && cd TileLang && ./install.sh
 
 CMD bash

docker/README.md

 To ease the process of installing all the dependencies, we provide a Dockerfile and a simple guideline to build a Docker image with all of above installed. The Docker image is built on top of Ubuntu 20.04, and it contains all the dependencies required to run the experiments. We only provide the Dockerfile for NVIDIA GPU, and the Dockerfile for AMD GPU will be provided upon request.
 
 ```bash
-git clone --recursive https://github.com/microsoft/TileLang TileLang
+git clone --recursive https://github.com/TileLang/tile-lang TileLang
 cd TileLang/docker
 # build the image, this may take a while (around 10+ minutes on our test machine)
 docker build -t tilelang_cuda -f Dockerfile.cu120 .

docs/Installation.md

@@ -9,7 +9,7 @@
 
 The easiest way to install TileLang is directly from the PyPi using pip. To install the latest version, run the following command in your terminal.
 
-**Note**: Currently, TileLang whl is only supported on Ubuntu 20.04 or later version as we build the whl files on this platform. Currently we only provide whl files for CUDA>=11.0 and with Python>=3.8. **If you are using a different platform or environment, you may need to [build TileLang from source](https://github.com/microsoft/TileLang/blob/main/docs/Installation.md#building-from-source).**
+**Note**: Currently, TileLang whl is only supported on Ubuntu 20.04 or later version as we build the whl files on this platform. Currently we only provide whl files for CUDA>=11.0 and with Python>=3.8. **If you are using a different platform or environment, you may need to [build TileLang from source](https://github.com/TileLang/tile-lang/blob/main/docs/Installation.md#building-from-source).**
 
 ```bash
 pip install tilelang
@@ -24,7 +24,7 @@ pip install tilelang-0.0.0.dev0+ubuntu.20.4.cu120-py3-none-any.whl
 To install the latest version of TileLang from the github repository, you can run the following command:
 
 ```bash
-pip install git+https://github.com/microsoft/TileLang.git
+pip install git+https://github.com/TileLang/tile-lang.git
 ```
 
 After installing TileLang, you can verify the installation by running:
@@ -56,7 +56,7 @@ sudo apt-get install -y python3 python3-dev python3-setuptools gcc libtinfo-dev
 After installing the prerequisites, you can clone the TileLang repository and install it using pip:
 
 ```bash
-git clone --recursive https://github.com/Microsoft/TileLang.git
+git clone --recursive https://github.com/TileLang/tile-lang.git
 cd TileLang
 pip install .  # Please be patient, this may take some time.
 ```
@@ -80,7 +80,7 @@ If you already have a compatible TVM installation, follow these steps:
 1. **Clone the Repository:**
 
     ```bash
-    git clone --recursive https://github.com/Microsoft/TileLang
+    git clone --recursive https://github.com/TileLang/tile-lang
     cd TileLang
     ```
 
@@ -114,7 +114,7 @@ If you prefer to use the built-in TVM version, follow these instructions:
 1. **Clone the Repository:**
 
     ```bash
-    git clone --recursive https://github.com/Microsoft/TileLang
+    git clone --recursive https://github.com/TileLang/tile-lang
     cd TileLang
     ```
 
@@ -152,7 +152,7 @@ For a simplified installation, use the provided script:
 1. **Clone the Repository:**
 
     ```bash
-    git clone --recursive https://github.com/Microsoft/TileLang
+    git clone --recursive https://github.com/TileLang/tile-lang
     cd TileLang
     ```
 

setup.py

@@ -447,7 +447,7 @@ setup(
     ],
     license="MIT",
     keywords="BLAS, CUDA, HIP, Code Generation, TVM",
-    url="https://github.com/microsoft/TileLang",
+    url="https://github.com/TileLang/tile-lang",
     classifiers=[
         "Programming Language :: Python :: 3.8",
         "License :: OSI Approved :: MIT License",