Artem Plastinkin commited on
Commit ·
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Parent(s): 54edf73
Add model
Browse files- README.md +5 -5
- fp32/.metadata.yaml +5 -0
- fp32/convmixer_768_32.onnx +3 -0
- int8/benchmarks/x5h_mwmx_npu_apm50_1core.yaml +22 -0
README.md
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# ConvMixer-768/32 (ONNX) – Renesas X5H
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> ⏳ **Model file not yet uploaded.** Benchmark results on this page were published ahead of the model weights — see **Provided Artifacts** below. Download/deployment steps will not work until the file is added to this repository.
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## Introduction
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This repository hosts **ConvMixer-768/32**, targeting the **Renesas R-Car X5H** platform for
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| Artifact | Status | Notes |
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| **FP32 (ONNX)** |
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## Performance
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1. **Renesas R-Car X5H board** with NPX6 NPU
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2. **Renesas MWMX Runtime**
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3. **Hugging Face CLI** to download the model
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## Download
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---
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# ConvMixer-768/32 (ONNX) – Renesas X5H
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## Introduction
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This repository hosts **ConvMixer-768/32**, targeting the **Renesas R-Car X5H** platform for
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| Artifact | Status | Notes |
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|----------|--------|-------|
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| **FP32 (ONNX)** | ✅ Published | `fp32/convmixer_768_32.onnx` — auto-cast to INT8 by the MWMX toolchain at compile time (see Deployment Flow above); no separate INT8 file is shipped |
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## Performance
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1. **Renesas R-Car X5H board** with NPX6 NPU
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2. **Renesas MWMX Runtime**
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3. **Hugging Face CLI** to download the model
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## Download
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```bash
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hf download Renesas/ConvMixer-768-32-ONNX --repo-type=model --include "fp32/*"
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```
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---
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fp32/.metadata.yaml
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variant:
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id: onnx_fp32
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format: onnx
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precision: fp32
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method: onnx_export # exported straight from the timm checkpoint, no quantization
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fp32/convmixer_768_32.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:62f01e3a7caf4e1c57f3d5436aa2dd59d84eea01e61e7aaebe28afd4af0d28ff
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size 84953028
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int8/benchmarks/x5h_mwmx_npu_apm50_1core.yaml
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power:
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avg_w: 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. Rendered
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# by the AI-Dashboard in place of the generic placeholder flow — see
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# downloadRunHTML() / parse_reproduce() in AI-Dashboard/app.js.
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reproduce:
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steps:
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- title: Download the ONNX model
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command: hf download Renesas/ConvMixer-768-32-ONNX --repo-type=model --include "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 ./fp32/convmixer_768_32.onnx
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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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- title: Copy the compiled artifact to the board
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command: Copy ${WORKDIR}/binary/nnx to the board -- method may vary (NFS mount, scp, USB, etc.).
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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/convmixer_768_32
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notes: >-
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hash[n] = 0x...(OK) means the run's output matches the reference hash in
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hash.txt; latency is the NPX execution time reported in cycles and ms.
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