Core utilities and environments for Wafer GPU kernel optimization
Project description
wafer-core
Core utilities and environments for Wafer GPU kernel optimization.
Features
- CUDA Compilation Tools: Compile CUDA files to PTX/SASS, detect GPU architecture
- Tool Finding: Locate CUDA toolkit executables (nvcc, nvdisasm)
- Telemetry: Decorator-based telemetry system with hooks
- Environments: GPU kernel optimization environments
- Remote Execution: SSH and Modal-based remote GPU execution
- Sessions: Agent session management
- Logging: Structured logging with color and JSON formatters
Installation
pip install wafer-core
Note: For full functionality including environments and sessions, you may also need to install rollouts:
pip install git+https://github.com/arb8020/research.git#subdirectory=rollouts
The core tools (CUDA compilation, tool finding, telemetry) work without rollouts.
Quick Start
from wafer_core import compile_cuda, detect_arch, find_nvcc
# Detect GPU architecture
arch_info = detect_arch()
print(f"Detected architecture: {arch_info['arch']}")
# Compile CUDA file
result = compile_cuda("kernel.cu", arch="sm_90")
print(f"PTX: {result.ptx}")
print(f"SASS: {result.sass}")
# Find nvcc
nvcc_path = find_nvcc()
if nvcc_path:
print(f"Found nvcc at: {nvcc_path}")
Documentation
See the Wafer documentation for more information.
License
MIT License
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