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  pretty_name: GNΩSIS
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  size_categories:
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  - 100K<n<1M
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  pretty_name: GNΩSIS
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  size_categories:
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  - 100K<n<1M
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+ ---
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+ # Dataset Card for GNΩSIS
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+ ## Dataset Details
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+ ### Dataset Description
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+ GNΩSIS is an open-source HLS dataset, containing more than 220K design points generated from prominent benchmark suites and public repositories.
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+ The dataset covers two Xilinx/AMD FPGAs with varying resource characteristics and three clock frequencies.
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+ - **Curated by:** Aggelos Ferikoglou
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+ - **Shared by:** Aggelos Ferikoglou
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+ - **License:** MIT
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+ ### Dataset Sources [optional]
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+ - **Repository:** https://github.com/aferikoglou/GNWSIS
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+ ## Dataset Structure
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+ The GNΩSIS dataset is organized as a CSV file, where each row corresponds to a distinct hardware design configuration for a specific application, targeting a particular FPGA and clock frequency. It includes both configuration parameters and associated performance and resource utilization metrics.
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+ #### Configuration Parameters
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+ These columns define the application context and the design parameters:
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+ * **Application\_Name**: The name of the application being analyzed.
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+ * **Version**: Identifier for a specific version or configuration of the application.
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+ * **Device**: The target FPGA device (e.g., `xczu7ev-ffvc1156-2-e`, `xcu200-fsgd2104-2-e`).
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+ * **Clock\_Period\_nsec**: The clock period for the design, in nanoseconds.
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+ #### Applied Directives
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+ These fields indicate which design directives have been applied to specific action points within the kernel:
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+ * **Array\_1** to **Array\_22**: Represent directives applied to array-related action points (e.g., `complete_1`).
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+ * **OuterLoop\_1** to **OuterLoop\_26** and **InnerLoop\_1\_1** to **InnerLoop\_4\_2**: Capture loop-specific directives such as `pipeline_1` or `unroll_2`.
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+ #### Quality of Result Metrics
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+ * **Latency\_msec**: Kernel execution latency, measured in milliseconds.
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+ * **Synthesis\_Time\_sec**: Total time taken to synthesize the design, in seconds.
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+ * **BRAM\_Utilization\_percentage**, **DSP\_Utilization\_percentage**, **FF\_Utilization\_percentage**, **LUT\_Utilization\_percentage**: Resource usage reported as a percentage of the total available on the target FPGA device.
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+ * **Speedup**: Performance improvement factor compared to a baseline implementation.
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+ * **BRAMs**, **DSPs**, **FFs**, **LUTs**: Calculated absolute resource usage based on utilization percentage and the FPGA's total capacity.
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+ ## Citation
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+ **BibTeX:**
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+ ## Dataset Card Authors
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+ Aggelos Ferikoglou
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+ ## Dataset Card Contact
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+ E-mail: [email protected]