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docs: add NIO12L NPU model usage guides (21 models, CN/EN)#1753

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Milir-Radxa merged 4 commits into
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Ronin-1124:main
May 12, 2026
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docs: add NIO12L NPU model usage guides (21 models, CN/EN)#1753
Milir-Radxa merged 4 commits into
radxa-docs:mainfrom
Ronin-1124:main

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@Ronin-1124 Ronin-1124 commented May 9, 2026

docs: add NIO12L NPU model usage guides (21 models, CN/EN)

Description of changes

Add complete Host-to-Device workflow documentation for 21 AI models on
the NIO12L (Genio 1200) platform. Each model doc covers:

  • Host-side model conversion using NeuroPilot Converter (conda env: np8)
  • Device-side deployment using Neuron SDK (ncc-tflite → DLA, CMake build)

21 models across 6 categories:

  • Classification (6): MobileNetV1, MobileNetV2, MobileNetV3Small,
    MobileNetV3Large, EfficientNetB0, ResNet50
  • SSD Detection (1): SSDMobileNetV2
  • YOLO Detection (5): YOLOv8n, YOLOv10n, YOLO11n, YOLO12n, YOLO26n
  • YOLO OBB (3): YOLOv8n-OBB, YOLO11n-OBB, YOLO26n-OBB
  • YOLO Pose (3): YOLOv8n-Pose, YOLO11n-Pose, YOLO26n-Pose
  • YOLO Segmentation (3): YOLOv8n-Seg, YOLO11n-Seg, YOLO26n-Seg

Both docs/ (Chinese) and i18n/en/.../current/ (English) are synced.
Also includes supporting pages: README, introduction, and two environment
setup guides.

Agent-doc checklist

  • I ran scripts/agent-doc-lint.sh on changed doc files.
  • Changed page docs are not empty, include front matter, and have an H1 heading.
  • Code fences in changed docs include language labels.
  • I removed TODO/TBD/XXX placeholders from non-template docs.
  • I reviewed whether docs/ and i18n/en/... need to be synced.
  • I did not introduce new docs/i18n path drift, or I updated .github/agent-doc-drift-baseline.md intentionally.
  • I did not introduce new translation placeholders, or I updated .github/agent-doc-translation-baseline.md and .github/agent-doc-translation-backlog.md intentionally.

Validation notes

  • pre-commit: typos (rewrited→rewritten), prettier formatting, agent-doc-lint (code fence label) — all fixed
  • additional checks:

Add complete Host-to-Device workflow docs for 21 AI models on NIO12L
platform, covering model conversion (NeuroPilot Converter) and device
deployment (Neuron SDK). Both Chinese docs and English i18n translations
are included.

Signed-off-by: Ronin <dengluoning@radxa.com>
@Ronin-1124
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还在修改,暂时先不要合并

Unified all 21 NIO12L NPU model guides (CN + EN) to reference the single
merged repository instead of the old two-repo workflow. All paths updated
from models/<model>/ to examples/<model>/model/{int8,fp32}/.

Signed-off-by: Ronin <dengluoning@radxa.com>
@Ronin-1124
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还在修改,暂时先不要合并

修改完毕,可以合并, @Milir-Radxa

Add a device-only workflow to all 21 NIO12L NPU model guides:
users can now skip Host-side conversion and download pre-compiled
DLA models directly from GitHub Releases via wget, then build and
run on the device immediately.

Signed-off-by: Ronin <dengluoning@radxa.com>
Add INT8/FP32 inference time and FPS data to all 21 NIO12L
model docs (CN + EN), based on 100-inference benchmarks.

Signed-off-by: Ronin <dengluoning@radxa.com>
@Milir-Radxa Milir-Radxa merged commit 776a281 into radxa-docs:main May 12, 2026
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2 participants