Palette SDK version 2.1

This document outlines the new and regression features, and known issues in SiMa.ai’s Palette software version v2.1.0, along with their respective workarounds. It also includes information on the Palette software packages, supported systems, and compatible software. Palette v2.1.0 is released on April 16th, 2026. Updates delivered in subsequent patch releases are documented in the Patch Releases section below.

New Features and Enhancements

Feature Category

Availability

Feature Description

Platform

GA

Yocto support for Modalix.

MLA

GA

10X and Non-10X models; multiple inputs; Video/Image, Audio, and Text input types; sequential and async multi-model execution.

MLA

GA

GStreamer, C++ API, and Python API support; Generic Pre-Proc and GenericBoxDecoder; BF16 and multi-pipeline support.

MLA (GenAI)

GA

LFM2 and Qwen VL runtime support.

SoC Features

GA

Linux Kernel 6.18; Ubuntu 24.04 for SDK and PCIe host driver; 16 GB SOM support.

Video Platform

GA

MIPI camera support: IMX568 (FPGA), IMX477, IMX678, AR234, OG05C10.

Video Platform

GA

USB Camera and OpenPose pipelines.

Video Platform (GenAI)

EA

GenAI_SoCPipeline, GenAI_VisionPipeline, YoloBasedGenAI, GenAI_Audio_Pipeline.

Video Platform

GA

MJPEG 420 encoding.

Platform

GA

Kontron PCIe driver; ROS2 .deb for eLxr; ConnectTech 4-MIPI pipeline; Leopard Carrier Card.

MLA

GA

Automatic Graph Surgery.

MLA (GenAI)

EA

16 GB and 8 GB SoM support; per-token quantization; GGUF Q4_1/Q4_K; LLM-Compressor; Dynamic LoRA; MoLE Evaluation Framework.

GStreamer Pipeline Performance Validation (FPS)

Pipeline

Interface

Modalix (FPS)

MLSoC (FPS)

YOLOX Single Camera

Ethernet

490 FPS

N/A

YOLOX 16-Camera

Ethernet

45 FPS x 16 Cameras = 720 FPS

N/A

YOLOX Segmentation Single Camera

Ethernet

540 FPS

N/A

YOLOX Segmentation 16-Camera

Ethernet

50 FPS x 16 Cameras = 800 FPS

N/A

Patch Releases

v2.1.2 (June 6th, 2026)

Palette v2.1.2 introduces expanded hardware support, enhanced SDK and pipeline capabilities, improved GenAI functionality, and multiple stability and performance improvements across the SiMa.ai software stack. This release also includes updated firmware, SDK packages, and known issue resolutions.

Feature Category

Availability

Feature Description

Video Platform

GA

Added support for four AR0234 cameras on the Leopard Imaging carrier board.

Platform

GA

Fixed an issue where systemd-networkd was unintentionally enabled after an upgrade.

v2.1.1 (May 19th, 2026)

This patch adds the following new features and enhancements, along with GStreamer pipeline performance numbers for the newly added YOLOX pipelines.

Feature Category

Availability

Feature Description

Video Platform

GA

Added support for the e-con Systems IMX568 camera.

Video Platform

GA

Expanded camera support for Connect Tech boards.

SoC Features

GA

Updated PCIe PHY firmware for improved stability and performance.

SoC Features

GA

Added support for 8 GB SOM single LPDDR5 configurations.

Platform

GA

Enabled Windows PCIe driver support for Palette v2.1.1.

MLA

GA

Added YOLOX and YOLOX Segmentation pipeline support with high-performance single- and multi-channel inference.

Known Issues

Issue

Impact

Workaround

QAT is not supported in SDK 2.1 due to Python 3.10 → 3.12 upgrade (PT2EQ accuracy regression).

QAT is not functional in SDK 2.1 ModelSDK.

Run QAT in SDK 2.0 (Python 3.10) to produce the annotated ONNX, then pass it to SDK 2.1 for compilation.