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38 changes: 19 additions & 19 deletions docs/source/backends-overview.md
Original file line number Diff line number Diff line change
Expand Up @@ -21,18 +21,18 @@ Backends are the bridge between your exported model and the hardware it runs on.
| Backend | Platform(s) | Hardware Type | Typical Use Case |
|--------------------------------------------------------------|---------------|---------------|---------------------------------|
| [XNNPACK](backends/xnnpack/xnnpack-overview.md) | All | CPU | General-purpose, fallback |
| [CUDA](/backends/cuda/cuda-overview.md) | Linux/Windows | GPU | NVIDIA GPU acceleration |
| [Core ML](/backends/coreml/coreml-overview.md) | iOS, macOS | NPU/GPU/CPU | Apple devices, high performance |
| [Metal Performance Shaders](/backends/mps/mps-overview.md) | iOS, macOS | GPU | Apple GPU acceleration |
| [Vulkan ](/backends/vulkan/vulkan-overview.md) | Android | GPU | Android GPU acceleration |
| [Qualcomm](backends-qualcomm) | Android | NPU | Qualcomm SoCs |
| [MediaTek](backends-mediatek) | Android | NPU | MediaTek SoCs |
| [Arm Ethos-U](/backends/arm-ethos-u/arm-ethos-u-overview.md) | Embedded | NPU | Arm MCUs |
| [Arm VGF](/backends/arm-vgf/arm-vgf-overview.md) | Android | GPU | Arm platforms |
| [OpenVINO](build-run-openvino) | Embedded | CPU/GPU/NPU | Intel SoCs |
| [NXP](backends/nxp/nxp-overview.md) | Embedded | NPU | NXP SoCs |
| [Cadence](backends-cadence) | Embedded | DSP | DSP-optimized workloads |
| [Samsung Exynos](/backends/samsung/samsung-overview.md) | Android | NPU | Samsung SoCs |
| [CUDA](backends/cuda/cuda-overview.md) | Linux/Windows | GPU | NVIDIA GPU acceleration |
| [Core ML](backends/coreml/coreml-overview.md) | iOS, macOS | NPU/GPU/CPU | Apple devices, high performance |
| [Metal Performance Shaders](backends/mps/mps-overview.md) | iOS, macOS | GPU | Apple GPU acceleration |
| [Vulkan](backends/vulkan/vulkan-overview.md) | Android | GPU | Android GPU acceleration |
| [Qualcomm](backends-qualcomm) | Android | NPU | Qualcomm SoCs |
| [MediaTek](backends-mediatek) | Android | NPU | MediaTek SoCs |
| [Arm Ethos-U](backends/arm-ethos-u/arm-ethos-u-overview.md) | Embedded | NPU | Arm MCUs |
| [Arm VGF](backends/arm-vgf/arm-vgf-overview.md) | Android | GPU | Arm platforms |
| [OpenVINO](build-run-openvino) | Embedded | CPU/GPU/NPU | Intel SoCs |
| [NXP](backends/nxp/nxp-overview.md) | Embedded | NPU | NXP SoCs |
| [Cadence](backends-cadence) | Embedded | DSP | DSP-optimized workloads |
| [Samsung Exynos](backends/samsung/samsung-overview.md) | Android | NPU | Samsung SoCs |

**Tip:** For best performance, export a `.pte` file for each backend you plan to support.

Expand All @@ -51,16 +51,16 @@ Backends are the bridge between your exported model and the hardware it runs on.
:hidden:
:caption: Backend Overview

backends-xnnpack
backends/xnnpack/xnnpack-overview
backends/cuda/cuda-overview
backends/coreml/coreml-overview
backends-mps
backends-vulkan
backends/mps/mps-overview
backends/vulkan/vulkan-overview
backends-qualcomm
backends-mediatek
backends-arm-ethos-u
backends-arm-vgf
backends/arm-ethos-u/arm-ethos-u-overview
backends/arm-vgf/arm-vgf-overview
build-run-openvino
backends-nxp
backends/nxp/nxp-overview
backends-cadence
backends-samsung-exynos
backends/samsung/samsung-overview
7 changes: 0 additions & 7 deletions docs/source/backends/nxp/nxp-dim-order.md
Original file line number Diff line number Diff line change
Expand Up @@ -90,10 +90,3 @@ python -m examples.nxp.aot_neutron_compile --quantize \
--delegate --neutron_converter_flavor SDK_25_12 -m cifar10 \
--use_channels_last_dim_order
Comment on lines 90 to 91
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Copilot AI Jan 26, 2026

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The example command uses --neutron_converter_flavor SDK_25_12, but the surrounding text references MCUXpresso SDK 25.06. Since the docs elsewhere indicate the converter flavor should match the MCUXpresso SDK version, this is confusing—please align the SDK version mentioned in the text and the converter flavor used in the command (pick one version and use it consistently).

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```

```{toctree}
:hidden:
:maxdepth: 2

nxp-overview
```
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