tilelang-debug-helper
Testing & QualityHow to add debugging capabilities to TileLang Ascend example operators. Use this skill whenever the user asks to debug a TileLang example, add GDB debugging code, create a debug version of an example, or mentions GDB, debugging, breakpoints, or VSCode debugging in the context of TileLang operators. This skill covers adding debug code to Python examples, configuring CMakeLists.txt for C++ debugging, and setting up VSCode for Python + C++ joint debugging.
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TileLang Debug Helper
This skill helps you add debugging capabilities to TileLang Ascend example operators so they can be debugged with GDB in VSCode.
Overview
Debugging TileLang examples involves three main components:
- Python Debug Code: Add PID printing and wait logic to Python examples
- C++ Debug Build: Configure CMakeLists.txt to preserve debug symbols
- VSCode Configuration: Set up joint Python + C++ debugging environment
When to Use This Skill
Use this skill when:
- User asks to "debug" or "add debugging code" to a TileLang example
- User mentions GDB, breakpoints, or VSCode debugging
- User wants to step through C++ code in a TileLang operator
- User needs to inspect variables or execution flow in a TileLang kernel
- User wants to set up the complete debugging environment
Part 1: Adding Debug Code to Python Examples
Understanding the Task
When a user wants to debug a TileLang example, they need to:
- Add code to print the process ID (PID)
- Add code to wait for GDB attachment
- This allows attaching a GDB debugger to the running Python process
Step 1: Read the Original Example
First, read the example file that needs debugging. These are typically located in the examples/ directory and end with .py.
Step 2: Identify the Right Location
Find the best place to insert the debugging code. Look for:
- After imports and before the main test execution
- Before the function is called with
@tilelang.jit - After
torch.manual_seed()if present - Before the test loop starts
The goal is to pause execution before the actual kernel runs, so GDB can be attached.
Step 3: Add Debug Code
Insert a small PID-printing + input() wait snippet before kernel execution. Snippet, complete file example, and 3 common patterns (single test / multi-config / multi-function) see examples/python-debug-code.md.
Step 4: Save the Debug Version
Save the modified file. Common naming conventions:
- Add
_debugsuffix:sigmoid_debug.py - Or keep the original name if replacing it
Part 2: Configuring CMakeLists.txt for C++ Debugging
To debug C++ code in TileLang, the project must be compiled with debug symbols (-g) and no optimizations (-O0).
Quick steps:
- Locate
tilelang-ascend/CMakeLists.txt - Find
add_library(tilelang_objs OBJECT ${TILE_LANG_SRCS}) - Add
target_compile_options(tilelang_objs PRIVATE -g -O0)immediately after - Rebuild
Complete CMake snippet + rebuild commands see examples/cmake-debug.md.
Part 3: Configuring VSCode for Python + C++ Joint Debugging
VSCode needs two configurations:
- Python Debug Configuration (launch.json) — launches the Python script
- C++ GDB Attach Configuration (launch.json) — attaches GDB to the running Python process
Plus a tasks.json that sources set_env.sh and exports env to .env before launch.
Setting up VSCode for the first time in a project: copy the full
launch.json+tasks.jsonJSON and required extensions list from examples/vscode-config.md.
Complete Debugging Workflow
Step-by-Step Guide
-
Configure CMakeLists.txt (if not already done)
- Add
target_compile_options(tilelang_objs PRIVATE -g -O0) - Rebuild the project
- Add
-
Configure VSCode (if not already done)
- Create
.vscode/launch.jsonand.vscode/tasks.json - Install required extensions
- Create
-
Add Debug Code to Python Example
- Insert PID printing and wait logic
- Save the file
-
Start Debugging
- Open the Python example in VSCode
- Run "Step 1: Debug Python Example"
- The script will print the PID and pause
- Run "Step 2: Attach C++ (GDB)"
- Select the Python process when prompted
- Set breakpoints in C++ code
- Press Enter in the Python console to continue execution
- GDB will hit breakpoints in C++ code
What Happens During Debugging
- User runs the Python script with debug code
- Script prints PID and pauses at
input() - User attaches GDB to that PID in VSCode
- User presses Enter in the Python console
- Execution continues and GDB can hit breakpoints in C++ code
- User can step through both Python and C++ code seamlessly
Verification
After Adding Debug Code to Python
- Verify the file is syntactically correct
- Confirm
import osis present - Confirm the debug code is placed before kernel execution
- The file should run and pause at the
input()call
After Modifying CMakeLists.txt
- Verify the
target_compile_optionsline is present - Rebuild the project successfully
- Debug symbols are present in the compiled binaries
After Configuring VSCode
- Verify
.vscode/launch.jsonexists and is valid JSON - Verify
.vscode/tasks.jsonexists and is valid JSON - Verify
set_env.shpath is correct in tasks.json - Verify
.envfile is generated when running "set env" task
Troubleshooting
When debugging session fails to start, breakpoints don't hit, or GDB can't find process — see references/troubleshooting.md covering Python debug code issues, C++ debugging issues (breakpoints / variable inspection), and VSCode configuration issues (launch / attach failures / process not found).
Output
Always provide:
- The path to the created/modified debug file (if applicable)
- Brief instructions on how to use it (run, attach GDB, continue)
- Mention any additional setup needed if not already done
- Clear steps for the complete debugging workflow
Prerequisites Summary
Before starting debugging, ensure:
- Linux operating system
- Git installed
- Python 3.10 or higher
- GDB installed (
sudo apt install gdb) - VSCode with Python and C/C++ extensions
- TileLang project compiled with debug information
- CMakeLists.txt configured with
-g -O0 - VSCode configured with launch.json and tasks.json
子目录索引
- examples/python-debug-code.md — Python debug snippet / complete example / 3 common patterns
- examples/cmake-debug.md — CMakeLists.txt full snippet + rebuild commands
- examples/vscode-config.md — launch.json + tasks.json full JSON + required extensions
- references/troubleshooting.md — Common debug-session failures by category (Python / C++ / VSCode)