Prometheus: Automatic HLS Optimization and Code Generation Framework

Prometheus is a holistic toolchain for automatic code generation for FPGA accelerators. It focuses on High-Level Synthesis (HLS) from affine C/C++ kernels and leverages optimization techniques to generate efficient hardware implementations.

✨ Key Features

• Support for affine C/C++ kernels with static loop bounds.
• Automatic loop scheduling, pragmas insertion, and code generation.
• Integration with AMPL for Nonlinear Programming (NLP)-based resource allocation.
• Generation of optimized HLS-C++ and host code.
• Simulation and synthesis with AMD Vitis HLS.

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🚀 Quick Start

1. Requirements

• Python 3.8+
• AMPL (path configured in main.py)
• Clang-format (for formatting the output code)
• AMD Vitis HLS (for synthesis and CSIM)

To run PoCC and ISCC, please use the provided Docker container, as the Python code assumes these tools are executed from within the Docker environment. You can pull the latest image with:

docker pull ghcr.io/ucla-vast/pocc:latest

2. Example Usage

python main.py \
--file examples/gemm.c \
--vitis \
--csim \
--SLR 3 \
--DSP 1440 \
--MAX_BUFFER_SIZE 512 \
--ON_CHIP_MEM_SIZE 8192 \
--MAX_UF 32 \
--code_generation \
--folder output_dir

3. Evaluation

Please find the folder evaluation.

⚙️ Command-Line Arguments

Argument	Description
--file	Path to the input C/C++ kernel
--folder	Output folder for generated code and reports
--name_function	Kernel function name (default: kernel_nlp)
--SLR	Number of available Super Logic Regions
--DSP	Total number of DSP slices available
--BRAM, --FF, --LUT	FPGA resource budgets (optional)
--MAX_BUFFER_SIZE	Maximum allowed on-chip buffer size per array
--ON_CHIP_MEM_SIZE	Total available on-chip memory
--MAX_UF	Maximum loop unrolling factor
--reuse_nlp	Use previously computed NLP results
--vitis	Enable synthesis using AMD Vitis HLS
--csim	Enable C simulation with Vitis HLS
--code_generation	Enable output of HLS-C++ and host code
--graph_partitioning	Enable graph partitioning across SLRs or compute units
--no_distribution	Disable ISCC-based loop distribution
--update_shape	Automatically update shape-related constraints
--ap_multiple_burst	Enable multiple AXI burst access inference
--cyclic_buffer	Use cyclic buffering strategy for data reuse
--verbose	Print detailed information during execution
--debug	Enable debug mode