Artem Plastinkin commited on
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e9fe245
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Parent(s): 39ace1d
Remove duplicate
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int8/benchmarks/x5h_mwmx_npu_apm80_1core_2026-09-16.yaml
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# Re-run captured 2026-09-16 (gf_model_result.csv export) — see also the original file in this directory
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hardware:
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vendor: renesas
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chip: rcar-x5h
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cpu: arm-cortex-a720
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npu: npx6-48k
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npu_count: 2
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npu_cores: 12
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npu_default_freq_mhz: 1066
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accelerator:
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- npu
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runtime:
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engine: mwmx
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toolchain_version: "MWMX SDK v4.35.0"
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format: onnx
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execution_provider: npu
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execution_precision: int8
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configuration:
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npu_instances: 1
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npu_cores_per_instance: 1
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npu_freq_mhz: 850
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benchmark:
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type: hil
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parameters:
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batch_size: 1
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input_resolution: [1, 3, 512, 512] # inferred from "crop512" in the source checkpoint name
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performance:
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fps: null
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latency: 15.86 # synced to mwmx2.2 model_list.html (2026-09-22); was 11.989098 (APM80 pipeline run, metawaremx_runtime CI)
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metrics:
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accuracy: null
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top5_accuracy: null
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memory:
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peak_mb: null
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power:
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avg_w: null
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# Exact commands verified against the NNAC "Getting Started" chapter for this
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# model (it is that chapter's own worked example). Rendered by the AI-Dashboard
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# in place of the generic placeholder flow — see downloadRunHTML() / parse_reproduce().
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reproduce:
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steps:
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- title: Activate the Python environment
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command: >-
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Activate the Python virtual environment that has the `hf` CLI
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(huggingface_hub) and the NNAC toolchain installed, e.g.
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`source nnac_venv/bin/activate` -- path depends on your toolchain install.
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kind: note
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- title: Download the ONNX model
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command: hf download Renesas/CenterNet-R18-ONNX --repo-type=model --include "fp32/*" --local-dir ./CenterNet-R18-ONNX-fp32
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- title: Compile with the NNAC toolchain (INT8 auto-cast from the FP32 graph)
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command: |
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python3 nnac_frontend/legalize.py -d binary/nnx ./CenterNet-R18-ONNX-fp32/fp32/centernet_r18_8xb16_crop512_140e_coco.onnx --num-core 1
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- title: Set up the R-Car X5H board
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command: Configure the board per the AI Compiler (NNAC) "Getting Started" guide, section 3.4 (host TFTP/NFS setup, bootloader flashing, U-Boot, Linux boot, login) -- exact steps depend on your board/network setup.
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kind: note
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- title: Copy the compiled artifact to the board
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command: Copy ${WORKDIR}/binary/nnx (the working directory from the download/compile steps above) to the board -- method may vary (NFS mount, scp, USB, etc.).
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kind: note
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- title: Run on R-Car X5H (single NPU cluster)
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command: |
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cd binary
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./host_app ./arc_prog_npus ./nnx/centernet_r18_8xb16_crop512_140e_coco
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expected: hash[n] = 0x...(OK) means the run's output matches the reference hash in hash.txt; latency is the NPX execution time reported in cycles and ms.
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