### Quick Start Environment Setup

Source: https://xilinx.github.io/mlir-aie/dev/getting-started

Initialize the IRON library and compiler toolchain using provided utility scripts.

```bash
source utils/env_install.sh  # one time / first time
source utils/env_setup.sh    # every time you open a new shell
```

--------------------------------

### Run the SAXPY NPU example

Source: https://xilinx.github.io/mlir-aie/dev/buildHostWinNative

Executes the SAXPY example to verify the toolchain, XRT installation, and NPU connectivity.

```bash
cd programming_examples\getting_started\01_SAXPY
python saxpy.py
```

--------------------------------

### Setup Python environment

Source: https://xilinx.github.io/mlir-aie/dev/BuildingVersal

Installs required Python packages into a virtual environment named 'sandbox'.

```bash
source utils/setup_python_packages.sh
```

--------------------------------

### Initialize IRON with custom XRT path

Source: https://xilinx.github.io/mlir-aie/dev/buildHostWinNative

Run the setup script specifying a non-default XRT SDK installation directory.

```cmd
python utils\iron_setup.py --xrt-root D:\tools\XRT
call .\iron_env.cmd

```

--------------------------------

### Setup mlir-aie Environment

Source: https://xilinx.github.io/mlir-aie/dev/buildHostWin

Installs the mlir-aie wheel and configures the shell environment.

```bash
source utils/env_install.sh
# NOTE: this installs the mlir_aie wheel into the ironenv venv.
source utils/env_setup.sh
# This configures your shell against the newly installed environment.
```

--------------------------------

### Install development environment

Source: https://xilinx.github.io/mlir-aie/dev/CONTRIBUTING

Run this command to install the toolchain and register pre-commit and pre-push hooks.

```bash
source utils/env_install.sh --dev
```

--------------------------------

### Install System Dependencies

Source: https://xilinx.github.io/mlir-aie/dev/getting-started

Install essential build tools and compilers required for the environment.

```bash
sudo apt install \
build-essential clang clang-14 lld lld-14 cmake ninja-build python3-venv python3-pip uuid-dev
```

--------------------------------

### Run IRON Design Examples

Source: https://xilinx.github.io/mlir-aie/dev/Building

Execute Python-based examples using the JIT compiler.

```bash
cd programming_examples/<category>/<example>
python3 <example>.py
```

--------------------------------

### Install ML and Jupyter Dependencies

Source: https://xilinx.github.io/mlir-aie/dev/getting-started

Optional packages for machine learning examples and Jupyter notebook support.

```bash
# Install Torch for ML examples
python3 -m pip install -r python/requirements_ml.txt
```

```bash
# Install Jupyter Notebook
python3 -m pip install -r python/requirements_notebook.txt

# This creates an ipykernel (for use in notebooks) using the ironenv venv
python3 -m ipykernel install --user --name ironenv

# Only for Release v1.0 and non wheel-based installs:
# The install generally captures in the $PYTHONPATH by the `env_setup.sh` script.
# However, jupyter notebooks don't always get access to the PYTHONPATH (e.g., if they are run with
# vscode) so we save the ${MLIR_AIE_INSTALL_DIR}/python in a .pth file in the site packages dir of the
# ironenv venv; this allows the iron ipykernel to find the install dir regardless of if PYTHONPATH is
# available or not.
MLIR_AIE_INSTALL="$(pip show mlir_aie | grep ^Location: | awk '{print $2}')/mlir_aie"
venv_site_packages="$(python3 -c 'import sysconfig; print(sysconfig.get_paths()["purelib"])')"
echo "${MLIR_AIE_INSTALL}/python" > "$venv_site_packages/mlir-aie.pth"
```

--------------------------------

### Boilerplate usage examples

Source: https://xilinx.github.io/mlir-aie/dev/api/hostruntime

Examples of how the helper replaces manual device resolution calls.

```python
from_name(args.dev, n_cols=None)   # "use all cols"
from_name(args.dev, n_cols=1)      # "single col"
```

--------------------------------

### Install XRT Dependencies

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Runs the dependency installation script for XRT.

```bash
cd $XDNA_SRC_DIR
sudo ./tools/amdxdna_deps.sh
```

--------------------------------

### Install MLIR-AIE Prerequisites

Source: https://xilinx.github.io/mlir-aie/dev/Building

Install required system packages for building MLIR-AIE.

```bash
# Python versions 3.11, 3.12, 3.13, and 3.14 are currently supported by our wheels
sudo apt install \
build-essential clang clang-14 lld lld-14 cmake ninja-build python3-venv python3-pip uuid-dev
```

--------------------------------

### Start BD Chain

Source: https://xilinx.github.io/mlir-aie/dev/AIEXDialect

Materialize an abstract BD chain as a task and start it immediately.

```MLIR
%t = aiex.dma_start_bd_chain @chain(%a) : (memref<32xi32>) on (%tile, MM2S, 0)
```

```MLIR
%t = aiex.dma_start_bd_chain_for @chain(%a) : (memref<32xi32>) for @alloc
```

--------------------------------

### Install Toolchain and OpenCV

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Adds the Ubuntu toolchain PPA and installs GCC 13 and OpenCV.

```bash
sudo add-apt-repository ppa:ubuntu-toolchain-r/test
sudo apt update
sudo apt install gcc-13 g++-13 -y
sudo apt install libopencv-dev python3-opencv
```

--------------------------------

### Install Compiled Kernel

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Install the newly built kernel packages and reboot the system.

```bash
cd $LINUX_BUILD_DIR
sudo apt reinstall ../linux-headers-6.10.0_6.10.0-1_amd64.deb ../linux-image-6.10.0_6.10.0-1_amd64.deb ../linux-libc-dev_6.10.0-1_amd64.deb
sudo shutdown --reboot 0
```

--------------------------------

### Install CMake 3.28

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Downloads and installs CMake 3.28.3 binaries to a local directory.

```bash
mkdir cmake
export NEW_CMAKE_DIR=$(realpath cmake)
cd cmake
wget https://github.com/Kitware/CMake/releases/download/v3.28.3/cmake-3.28.3-linux-x86_64.sh
chmod +x ./cmake-3.28.3-linux-x86_64.sh
./cmake-3.28.3-linux-x86_64.sh
```

--------------------------------

### Build and Install XRT Base

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLinNonUbuntu

Compiles the XRT base driver from source and installs it to /opt/xilinx/xrt.

```bash
cd xdna-driver/xrt/build
./build.sh -npu -opt -disable-werror -j "$(nproc)"   # -disable-werror: GCC >= 14 + -Werror otherwise fails
sudo make -C Release install                          # -> /opt/xilinx/xrt
```

--------------------------------

### Build Toolchain from Source

Source: https://xilinx.github.io/mlir-aie/dev/getting-started

Install development dependencies and build the compiler toolchain.

```bash
source utils/env_install.sh --dev  # one time / first time
source utils/env_setup.sh    # every time you open a new shell
```

```bash
./utils/build-mlir-aie-from-wheels.sh
```

--------------------------------

### Install MLIR-AIE from latest wheel

Source: https://xilinx.github.io/mlir-aie/dev/getting-started

Installs the latest development wheel for the MLIR-AIE library.

```bash
python3 -m pip install mlir_aie -f https://github.com/Xilinx/mlir-aie/releases/expanded_assets/latest-wheels-4
```

--------------------------------

### Example of aie.trace configuration

Source: https://xilinx.github.io/mlir-aie/dev/AIEDialect

Example showing how to define a trace configuration for a specific tile.

```MLIR
%tile02 = aie.tile(0, 2)

aie.trace @trace_tile02(%tile02) {
  aie.trace.mode "Event-Time"
  aie.trace.packet id=1 type=core
  aie.trace.event<"INSTR_EVENT_0">
  aie.trace.event<"INSTR_VECTOR">
  aie.trace.start broadcast=15
  aie.trace.stop broadcast=14
}
```

--------------------------------

### Vitis Environment Setup Script Header

Source: https://xilinx.github.io/mlir-aie/dev/Building

The beginning of the environment setup script for Vitis AIETools.

```bash
#!/bin/bash
#################################################################################
```

--------------------------------

### Install development tools via winget

Source: https://xilinx.github.io/mlir-aie/dev/buildHostWinNative

Use the Windows package manager to install Visual Studio, Python 3.13, CMake, and Git.

```batch
REM Choose one: the full IDE or the matching Build Tools package
winget install -e --id Microsoft.VisualStudio.Community
REM winget install -e --id Microsoft.VisualStudio.BuildTools

REM Python 3.13 (CPython)
winget install -e --id Python.Python.3.13

REM CMake
winget install -e --id Kitware.CMake

REM Git (optional unless not selected in the Visual Studio installer)
winget install -e --id Git.Git
```

--------------------------------

### Install Linux Compilation Prerequisites

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Install essential packages required to compile the Linux kernel.

```bash
sudo apt install \
build-essential debhelper flex bison libssl-dev libelf-dev libpython3.10-dev libsystemd-dev libtiff-dev libudev-dev
```

--------------------------------

### Install Peano compiler dependencies

Source: https://xilinx.github.io/mlir-aie/dev/getting-started

Installs the Peano compiler and dependencies using the requirements file.

```bash
# Install Peano from the llvm-aie wheel, pinned to the tested nightly in
# utils/peano-requirements.txt (the same pin CI uses; bumped by the update-peano
# workflow). To grab the latest nightly instead, install `llvm-aie` directly
# with `-f https://github.com/Xilinx/llvm-aie/releases/expanded_assets/nightly`.
python3 -m pip install -r utils/peano-requirements.txt
```

--------------------------------

### Build and Install SHIM Plugin

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLinNonUbuntu

Compiles the userspace SHIM plugin and installs it into the existing XRT directory.

```bash
source /opt/xilinx/xrt/setup.sh
cd xdna-driver/build
./build.sh -release -nokmod -j "$(nproc)"             # -nokmod: do NOT touch the in-tree kernel module
# The TGZ contains an opt/xilinx/xrt/... prefix; extract at / to install into /opt/xilinx/xrt:
sudo tar xzf Release/xrt_plugin.*-amdxdna.tar.gz -C /
```

--------------------------------

### Build LLVM

Source: https://xilinx.github.io/mlir-aie/dev/BuildingVersal

Compiles and installs LLVM into the local directory.

```bash
./utils/build-llvm-local.sh
```

--------------------------------

### Install OpenCV Dependencies

Source: https://xilinx.github.io/mlir-aie/dev/getting-started

Optional installation of OpenCV libraries for vision programming examples.

```bash
sudo apt install libopencv-dev python3-opencv
```

--------------------------------

### Start a certification job

Source: https://xilinx.github.io/mlir-aie/dev/AIEXDialect

Initializes a job identified by a unique integer ID.

```mlir
  cert.job(42) {
    ...
  }
```

--------------------------------

### Configure environment with setup.sh (Option A)

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Use this script for a quick setup of the environment variables and virtual environment activation.

```bash
export LM_LICENSE_FILE=/opt/Xilinx.lic
source /opt/xilinx/xrt/setup.sh
export PATH="${NEW_CMAKE_DIR}/bin":"${PATH}"

cd ${MLIR_AIE_BUILD_DIR}
source ${MLIR_AIE_BUILD_DIR}/ironenv/bin/activate
source ${MLIR_AIE_BUILD_DIR}/utils/env_setup.sh ${MLIR_AIE_BUILD_DIR}/my_install/mlir_aie
```

--------------------------------

### Setup Environment

Source: https://xilinx.github.io/mlir-aie/dev/getting-started

Initializes the development environment using the provided shell script.

```bash
source utils/env_setup.sh
```

--------------------------------

### Initialize IRON environment

Source: https://xilinx.github.io/mlir-aie/dev/buildHostWinNative

Clone the repository and run the setup script to create the local environment and activate it.

```cmd
REM Choose a working directory for the checkout. This example uses C:\dev
mkdir C:\dev
cd C:\dev

git clone --recurse-submodules https://github.com/Xilinx/mlir-aie.git
cd mlir-aie

python utils\iron_setup.py
call .\iron_env.cmd

```

--------------------------------

### Configure environment with setup.sh (Option B)

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Use this script when the toolchain has been compiled from source.

```bash
cd ${MLIR_AIE_BUILD_DIR}
source ${MLIR_AIE_BUILD_DIR}/sandbox/bin/activate
source /opt/xilinx/xrt/setup.sh
source ${MLIR_AIE_BUILD_DIR}/utils/env_setup.sh ${MLIR_AIE_BUILD_DIR}/install
```

--------------------------------

### ParameterScratchpad Usage Example

Source: https://xilinx.github.io/mlir-aie/dev/doxygen/html/parameter__scratchpad_8h_source.html

Demonstrates the basic workflow of initializing the scratchpad, writing parameters, and synchronizing.

```cpp
auto params = test_utils::ParameterScratchpad(run, "params.txt");
params.write("foo", 42u);
params.write("bar", std::bfloat16_t(3.14f));
params.sync();
```

--------------------------------

### Install Libidn11

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Installs the libidn11-dev package.

```bash
sudo apt install \
libidn11-dev
```

--------------------------------

### setup_and_run_aie()

Source: https://xilinx.github.io/mlir-aie/dev/doxygen/html/xrt__test__wrapper_8h.html

Initializes XRT, loads kernels, and executes the AIE test sequence.

```APIDOC
## setup_and_run_aie(Verify verify_results, std::tuple< InBuf< TIns >... > inputs, OutBuf< TOut > output, struct args myargs, bool enable_ctrl_pkts, int num_trailing_params)

### Description
Sets up the XRT environment, loads the specified kernel and instructions, and runs the AIE test with the provided input and output buffers.

### Parameters
- **verify_results** (Verify) - Function or object used to verify test results.
- **inputs** (std::tuple< InBuf< TIns >... >) - A tuple of input buffers.
- **output** (OutBuf< TOut >) - The output buffer for the test.
- **myargs** (struct args) - The configuration arguments parsed from the command line.
- **enable_ctrl_pkts** (bool) - Optional flag to enable control packets (default: false).
- **num_trailing_params** (int) - Optional number of trailing parameters (default: 0).

### Returns
- **int** - Returns 0 on success, or an error code.
```

--------------------------------

### Initialize Build Environment

Source: https://xilinx.github.io/mlir-aie/dev/Platform

Set up the necessary environment variables for Vitis and Petalinux before building.

```bash
source <Vitis 2021.2 Install Path>/settings64.sh
source <PetaLinux 2021.2 Install Path>/settings.sh
```

--------------------------------

### Verify CMake Installation

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Checks the installed version of CMake.

```bash
cmake --version
```

--------------------------------

### Prepare Kernel Build Directory

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Create a build directory and initialize it with the current system configuration.

```bash
mkdir linux-build
export LINUX_BUILD_DIR=$(realpath linux-build)
cp /boot/config-`uname -r` $LINUX_BUILD_DIR/.config
```

--------------------------------

### Install XDNA Driver

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Installs the XDNA driver plugin package.

```bash
cd $XDNA_SRC_DIR/build/Release
sudo apt reinstall ./xrt_plugin.2.18.0_ubuntu22.04-x86_64-amdxdna.deb
```

--------------------------------

### Install XRT Packages

Source: https://xilinx.github.io/mlir-aie/dev/buildHostLin

Installs the built XRT Debian packages.

```bash
cd $XDNA_SRC_DIR/xrt/build/Release
sudo apt reinstall ./xrt_202420.2.18.0_22.04-amd64-xrt.deb ./xrt_202420.2.18.0_22.04-amd64-xbflash.deb
```

--------------------------------

### Setup Python Virtual Environment

Source: https://xilinx.github.io/mlir-aie/dev/Building

Create and activate a virtual environment for Python dependencies.

```bash
python3 -m venv ironenv
source ironenv/bin/activate
python3 -m pip install --upgrade pip
```

--------------------------------

### Install Python Dependencies

Source: https://xilinx.github.io/mlir-aie/dev/Building

Install base and development Python requirements.

```bash
# Install basic Python requirements
python3 -m pip install -r python/requirements.txt
```

```bash
# Install Python requirements for development and testing
python3 -m pip install -r python/requirements_dev.txt

# Install the pre-commit and pre-push hooks defined in .pre-commit-config.yaml
# (pre-push runs clang-format/black/ruff/clang-tidy to catch formatting and
# lint issues before CI)
pre-commit install
```

--------------------------------

### Read Scratchpad Parameter Example

Source: https://xilinx.github.io/mlir-aie/dev/AIEXDialect

Example usage of reading a runtime parameter.

```mlir
%val = aiex.read_scratchpad_parameter @foo : i32
```

--------------------------------

### Configure Environment Variables for Quick Setup

Source: https://xilinx.github.io/mlir-aie/dev/buildHostWin

Use this script when utilizing precompiled MLIR-AIE binaries to initialize the required environment.

```bash
# NOTE: if you did NOT exit the terminal you can skip this step.
cd <yourPathToDesignsWithMLIR-AIE>
source <yourPathToBuildMLIR-AIE>/ironenv/bin/activate
source yourVitisSetupScript (example shown above)
source <yourPathToBuildMLIR-AIE>/utils/env_setup.sh
```

--------------------------------

### Build Platform and Sysroot

Source: https://xilinx.github.io/mlir-aie/dev/Platform

Execute the build process for the VCK190 bare platform.

```bash
cd platforms/vck190_bare_prod
make all
```

--------------------------------

### Initialize XRT Environment

Source: https://xilinx.github.io/mlir-aie/dev/programming_guide/section-3

Sets up the XRT device and kernel objects using the provided XCLBIN and kernel name.

```cpp
xrt::device device;
xrt::kernel kernel;

test_utils::init_xrt_load_kernel(device, kernel, verbosity,
                                vm["xclbin"].as<std::string>(),
                                vm["kernel"].as<std::string>());
```

--------------------------------

### Create NPU Kernel with Trace Configuration

Source: https://xilinx.github.io/mlir-aie/dev/programming_guide/section-4/section-4b

Recommended approach for creating NPU kernels and trace configurations using command-line arguments.

```Python
import aie.utils.test as test_utils
...
npu_opts = test_utils.create_npu_kernel(opts)
res = DefaultNPURuntime.run_test(npu_opts.npu_kernel, ...)
```

--------------------------------

### Install local wheels

Source: https://xilinx.github.io/mlir-aie/dev/buildHostWinNative

Installs the built wheels into the IRON environment and refreshes the shell.

```batch
python utils\mlir_aie_wheels\scripts\build_local.py --cp313

python utils\mlir_aie_wheels\wheelhouse

python utils\iron_setup.py --wheelhouse utils\mlir_aie_wheels\wheelhouse
call .\iron_env.cmd
```

--------------------------------

### Provisioning the HRX Release

Source: https://xilinx.github.io/mlir-aie/dev/programming_guide/hrx_runtime

Use the helper script to fetch and source the environment for the pinned HRX release.

```bash
source "$(utils/fetch-hrx-release.sh)"
# or, in one step:  eval "$(utils/fetch-hrx-release.sh --print-env)"
```

--------------------------------

### setup_and_run_aie (Template 2/3)

Source: https://xilinx.github.io/mlir-aie/dev/doxygen/html/hrx__test__wrapper_8h.html

Executes an AIE test using specific buffer initialization and verification function pointers.

```APIDOC
## int setup_and_run_aie(int _IN1_VOLUME_, int _OUT_VOLUME_, struct args _myargs_, bool _enable_ctrl_pkts_ = false)

### Description
Configures and runs an AIE test using provided buffer volumes, arguments, and optional control packet enablement.

### Parameters
- **_IN1_VOLUME_** (int) - Required - Volume for input buffer 1.
- **_OUT_VOLUME_** (int) - Required - Volume for output buffer.
- **_myargs_** (struct args) - Required - Configuration arguments including kernel, xclbin, and iteration settings.
- **_enable_ctrl_pkts_** (bool) - Optional - Flag to enable control packets (default: false).
```

--------------------------------

### setup_and_run_aie()

Source: https://xilinx.github.io/mlir-aie/dev/doxygen/html/globals_func_s.html

Initializes and executes the AIE (AI Engine) test environment.

```APIDOC
## setup_and_run_aie()

### Description
Initializes the AIE environment and executes the test sequence. This function is defined in both hrx_test_wrapper.h and xrt_test_wrapper.h.

### Signature
void setup_and_run_aie()
```

--------------------------------

### Install specific version of MLIR-AIE

Source: https://xilinx.github.io/mlir-aie/dev/getting-started

Installs a specific version of the MLIR-AIE library from release wheels.

```bash
# Install IRON library and mlir-aie from a specific release,
# e.g., <version> in the following command could be replaced with v1.1.3
python3 -m pip install mlir_aie -f https://github.com/Xilinx/mlir-aie/releases/expanded_assets/<version>
git checkout <version>
```

--------------------------------

### Initialize Vitis Environment

Source: https://xilinx.github.io/mlir-aie/dev/buildHostWin

Script header for setting up the Vitis environment.

```bash
#!/bin/bash
 #################################################################################
```

--------------------------------

### setup_and_run_aie (Template 3/3)

Source: https://xilinx.github.io/mlir-aie/dev/doxygen/html/hrx__test__wrapper_8h.html

Executes an AIE test using tuple-based input buffers and a verification functor.

```APIDOC
## int setup_and_run_aie(Verify _verify_results_, std::tuple< InBuf< TIns >... > _inputs_, OutBuf< TOut > _output_, struct args _myargs_, bool _enable_ctrl_pkts_ = false)

### Description
Configures and runs an AIE test using a verification functor, a tuple of input buffers, and an output buffer.

### Parameters
- **_verify_results_** (Verify) - Required - Functor used to verify test results.
- **_inputs_** (std::tuple< InBuf< TIns >... >) - Required - Tuple containing input buffers.
- **_output_** (OutBuf< TOut >) - Required - Output buffer configuration.
- **_myargs_** (struct args) - Required - Configuration arguments including kernel, xclbin, and iteration settings.
- **_enable_ctrl_pkts_** (bool) - Optional - Flag to enable control packets (default: false).
```

--------------------------------

### Read instructions by file extension

Source: https://xilinx.github.io/mlir-aie/dev/api/hostruntime

Dispatches instruction loading based on the file extension. Currently supports .bin files via read_insts_binary.

```python
@classmethod
def read_insts(cls, insts_path: Path):
    """Read instructions from the given file.

    If the file extension is .bin, uses binary read.
    If the file extension is .txt, uses sequence (text) read.

    Args:
        insts_path (Path): Path to the instruction file.

    Returns:
        np.ndarray: Array of instructions.

    Raises:
        HostRuntimeError: If the file extension is not supported.
    """
    ext = insts_path.suffix.lower()
    if ext == ".bin":
        return cls.read_insts_binary(insts_path)
    else:
        raise HostRuntimeError(
            "Unsupported file extension for instruction file: expected .bin"
        )
```

--------------------------------

### NpuDmaWaitOp Usage Example

Source: https://xilinx.github.io/mlir-aie/dev/AIEXDialect

Example showing the use of aiex.npu.dma_wait to synchronize with an ObjectFIFO DMA operation.

```mlir
  ...
  aie.objectfifo @out0(%tile_0_1, {%tile_0_0}, 4 : i32) : !aie.objectfifo<memref<32x32xi32>>
  ...
  aiex.npu.dma_memcpy_nd(0, 0, %arg2[1, 1, 0, 0][1, 1, 32, 32][1, 1, 64, 1]) {id = 0 : i64, issue_token = true, metadata = @out0} : memref<32x64xi32>
  ...
  aiex.npu.dma_wait { symbol = @out0 }
```

--------------------------------

### aiex.multicast Syntax and Example

Source: https://xilinx.github.io/mlir-aie/dev/AIEXDialect

Syntax and usage example for defining a multicast flow with multiple destinations.

```mlir
operation ::= `aiex.multicast` `(` $tile `,` $bundle `:` $channel `)` regions attr-dict
```

```mlir
  %70 = AIE.tile(7, 0)
  %73 = AIE.tile(7, 3)
  %74 = AIE.tile(7, 4)
  %63 = AIE.tile(6, 3)
  %64 = AIE.tile(6, 4)
  aiex.multicast(%70, "DMA" : 0){
    aiex.multi_dest<%73, "DMA" : 0>
    aiex.multi_dest<%74, "DMA" : 0>
    aiex.multi_dest<%63, "DMA" : 0>
    aiex.multi_dest<%64, "DMA" : 0>
  }
```

--------------------------------

### AIE Vector Shuffle Result Examples

Source: https://xilinx.github.io/mlir-aie/dev/AIEVecDialect

Example results for t32_4x8_lo and t32_4x8_hi shuffle modes.

```text
result = [0, 8, 16, 24, 1, 9, 17, 25, ..., 3, 11, 19, 27]
```

```text
result = [4, 12, 20, 28, 5, 13, 21, 29, ..., 7, 15, 24, 31]
```

--------------------------------

### Initialize NPU kernel and runtime

Source: https://xilinx.github.io/mlir-aie/dev/programming_guide/section-3

Initializes the NPUKernel object with XCLBIN and instruction files, then loads it into the runtime.

```python
npu_kernel = NPUKernel(opts.xclbin, opts.instr)
kernel_handle = aie.utils.DefaultNPURuntime.load(npu_kernel)
```

--------------------------------

### AIE Vector Shuffle Example Data

Source: https://xilinx.github.io/mlir-aie/dev/AIEVecDialect

Example input vectors for demonstrating shuffle operations.

```text
lhs = [0,   1,  2,  3, ..., 15]
rhs = [17, 18, 19, 20, ..., 31]
```

--------------------------------

### Analysis Manager Setup

Source: https://xilinx.github.io/mlir-aie/dev/doxygen/html/FoldMulAddChainToConvOp_8cpp_source.html

Static member initialization for the analysis manager within the analysis structure.

```cpp
390 AnalysisManager *LongestConvMACChainAnalysis::am = nullptr;
```

--------------------------------

### Install Development Dependencies

Source: https://xilinx.github.io/mlir-aie/dev/getting-started

Installs required Python packages and configures pre-commit hooks for linting and formatting.

```bash
python3 -m pip install -r python/requirements_dev.txt

# Install the pre-commit and pre-push hooks defined in .pre-commit-config.yaml
# (pre-push runs clang-format/black/ruff to catch formatting and lint issues before CI)
pre-commit install
```

--------------------------------

### Install XRT Build Dependencies

Source: https://xilinx.github.io/mlir-aie/dev/buildHostWin

Installs the necessary packages to build XRT from source within WSL.

```bash
sudo apt-get install \
   cmake \
   cppcheck \
   curl \
   dkms \
   file \
   g++ \
   gcc \
   gdb \
   git \
   gnuplot \
   graphviz \
   libboost-dev \
   libboost-filesystem-dev \
   libboost-program-options-dev \
   libcurl4-openssl-dev \
   libdrm-dev \
   libdw-dev \
   libelf-dev \
   libffi-dev \
   libgtest-dev \
   libjpeg-dev \
   libjson-glib-dev \
   libncurses5-dev \
   libopencv-core-dev \
   libpng-dev \
   libprotoc-dev \
   libssl-dev \
   libsystemd-dev \
   libtiff5-dev \
   libudev-dev \
   libyaml-dev \
   linux-libc-dev \
   lm-sensors \
   lsb-release \
   make \
   ocl-icd-dev \
   ocl-icd-libopencl1 \
   ocl-icd-opencl-dev \
   opencl-headers \
   pciutils \
   perl \
   pybind11-dev \
   rapidjson-dev \
   pkg-config \
   protobuf-compiler \
   pybind11-dev \
   python3 \
   libpython3-dev \
   python3-breathe \
   python3-pip \
   python3-sphinx \
   python3-sphinx-rtd-theme \
   sphinx-common \
   strace \
   systemtap-sdt-dev \
   unzip \
   uuid-dev
```

--------------------------------

### Configure environment and activate virtual environment

Source: https://xilinx.github.io/mlir-aie/dev/BuildingVersal

Sets up necessary paths for tools and activates the Python virtual environment.

```bash
source utils/env_setup.sh <mlir-aie>/install <llvm dir>/install
```

```bash
source ironenv/bin/activate
```