OPEN SOURCE EDGE AI

Kenning creates measurable deployment flows and runtimes for edge AI applications.

Open source tooling for optimizing, benchmarking and deploying DNN models across Linux, Zephyr and bare-metal targets.

View on GitHub

Documentation

01 / TRAIN

Model training

02 / OPTIMIZE

Model optimization

PRUNE●○●○●

QUANTIZEFP32 → INT8

COMPILEGRAPH → BIN

03 / DEPLOY

LATENCY41.7 ms RAM7.2% PASSED

Stage 01

Model training

MNIST DATASET

TRAINING PROGRESS 01 / 24 EPOCHS 24 / 24 EPOCHS

LOSS 1.42 → 0.08 ACCURACY 95.8%

Trained model

model.onnx

READY

Stage 02

Model optimization

Prune network

NNI · 01

Quantize network

LiteRT · 02

FP32 INT8 249664127

Compile network

TVM · 03

MODEL GRAPH TARGET BIN

model.onnx optimized.tar

Stage 03

Deployment & evaluation

LinuxZephyrRenode

SOC

MODEL.BININT8

TARGET HARDWARE

RUNNING

Latency

41.7 ms

RAM

7.2%

Accuracy

95.8%

report.html PASSED

Kenning

Switch seamlessly between different models, optimizations, compilers and runtimes without reimplementing deployment flows.

Model

Optimized model

Optimization chain

Compile network

Apache TVM

Prune network

NNI

Quantize network

TensorFlow Lite

Compile network

Apache TVM

Prune network

NNI

Quantize network

TensorFlow Lite

Optimization chain

Compile network

Apache TVM

Prune network

NNI

Quantize network

TensorFlow Lite

Compile network

Apache TVM

Prune network

NNI

Quantize network

TensorFlow Lite

Optimization pipelines

Define a list of optimizations to pass your model through. Kenning will take care of seamless conversion to allow passing data from one optimizer to another.

Runtime benchmarking

Benchmark AI runtimes, models and hardware on target devices or in Renode simulation.

Runtime switching

Use a unified API to switch between TFLite Micro/LiteRT, TVM, IREE and ExecuTorch on Linux and Zephyr platforms.

Renode-backed testing

Test model performance without deploying to a device, then move the same flow to physical hardware.

Reports and CI

Collect measurements, compare optimization scenarios and generate reports for repeatable engineering review.

Reports

Analyze benchmark results and deployment metrics.

Kenning transforms benchmark results into comprehensive reports, making it easy to evaluate models, runtimes, and target hardware across deployments.

Sample report Sample AutoML report Bare-metal IREE report

Compare model variants, targets and optimization pipelines.

inference speedup / accuracy / size reduction

Report

Inference speedup

Accuracy

Size reduction

Frameworks and runtimes

Kenning sits between ML frameworks, compilers and target hardware.

A common layer for composing and swapping ML tooling.

Model frameworks

Bring models from common training frameworks into Kenning optimization and evaluation flows.

Input

model.onnx FP32 graph

Optimizer

LiteRT

Output

model-int8.tflite optimized model

Optimizers and compilers

Use various frameworks, algorithms and tools as building blocks for your optimization pipeline to create lean and fast models.

kenning-zephyr-runtime / west

~/kenning-zephyr-runtime

$ west build -p always \

-b stm32f746g_disco app -- \ -DEXTRA_CONF_FILE=

Runtimes and targets

Use Kenning as a unified API for AI runtimes on Linux and Zephyr platforms. Easily switch between different runtimes without any changes in code.

Target ID

96Boards AeroCore 2 96b_aerocore2

96Boards Argonkey 96b_argonkey

96Boards Avenger96 96b_avenger96

96Boards Carbon (nRF51) 96b_carbon

96Boards Neonkey 96b_neonkey

96Boards Nitrogen 96b_nitrogen

96Boards STM32 Sensor Mezzanine 96b_stm32_sensor_mez

96boards WisTrio 96b_wistrio

aconno acn52832 acn52832

Actinius Icarus (rev. 1.4.0) actinius_icarus

Actinius Icarus Bee actinius_icarus_bee

Actinius Icarus SoM actinius_icarus_som

Actinius Icarus SoM DK actinius_icarus_som_dk

ad_swiot1l_sl ad_swiot1l_sl

Adafruit Feather RP2040 Adalogger adafruit_feather_adalogger_rp2040

Adafruit Feather RP2040 Adalogger adafruit_feather_canbus_rp2040

Adafruit Feather M0 Basic Proto adafruit_feather_m0_basic_proto

Adafruit Feather M0 LoRa adafruit_feather_m0_lora

Adafruit Feather M4 Express adafruit_feather_m4_express

Adafruit Feather nRF52840 Express adafruit_feather_nrf52840

Adafruit RP2040 Prop-Maker Feather adafruit_feather_propmaker_rp2040

Adafruit Feather RP2040 RFM95 Lora adafruit_feather_rfm95_rp2040

Adafruit Feather RP2040 adafruit_feather_rp2040

Adafruit RP2040 Scorpio Feather adafruit_feather_scorpio_rp2040

Adafruit Feather STM32F405 Express adafruit_feather_stm32f405

Adafruit Grand Central M4 Express adafruit_grand_central_m4_express

Adafruit ItsyBitsy M4 Express adafruit_itsybitsy_m4_express

Adafruit Itsybitsy RP2040 adafruit_itsybitsy_rp2040

Adafruit KB2040 adafruit_kb2040

Adafruit MacroPad RP2040 adafruit_macropad_rp2040

Adafruit Metro RP2040 adafruit_metro_rp2040

Adafruit QT Py RP2040 adafruit_qt_py_rp2040

Adafruit Trinket M0 adafruit_trinket_m0

ADI EVAL-ADIN1110EBZ evaluation board adi_eval_adin1110ebz

ADI EVAL-ADIN2111D1Z evaluation board adi_eval_adin2111d1z

ADI EVAL-ADIN2111EBZ evaluation board adi_eval_adin2111ebz

ADI SDP-K1 adi_sdp_k1

Andes ADP-XC7K AE350 adp_xc7k

RA8D1 AI Kit Development Platform aik_ra8d1

apard32690 m4 apard32690

Apollo3 Blue EVB apollo3_evb

Apollo3 Blue Plus EVB apollo3p_evb

Apollo4 Blue Plus KXR EVB apollo4p_blue_kxr_evb

Apollo4P EVB apollo4p_evb

Apollo510 EVB apollo510_evb

Arduino Due arduino_due

Arduino GIGA R1 WiFi (M4) arduino_giga_r1

Arduino MKRZERO arduino_mkrzero

Arduino Nano 33 BLE arduino_nano_33_ble

Arduino Nano 33 IOT arduino_nano_33_iot

Arduino Nano RP2040 Connect arduino_nano_connect

Arduino Nano Matter arduino_nano_matter

Arduino Nicla Sense ME arduino_nicla_sense_me

Arduino Nicla Vision (M4) arduino_nicla_vision

Arduino Portenta C33 arduino_portenta_c33

Arduino Portenta H7 (M7) rev. 1.0.0 arduino_portenta_h7

Arduino UNO Q arduino_uno_q

Arduino Uno R4 Minima arduino_uno_r4

Arduino Zero arduino_zero

Armfly STM32H743XIH6 armfly_stm32h743xih6

art pi art_pi

Digilent Arty A7 ARM DesignStart Cortex-M1 arty_a7

Aspeed AST1030-EVB ast1030_evb

MXChip AZ3166 IoT Devkit az3166_iotdevkit

ST B-G474E-DPOW1 Discovery b_g474e_dpow1

B_L072Z_LRWAN1 b_l072z_lrwan1

ST B_L4S5I_IOT01A Discovery kit b_l4s5i_iot01a

ST B_U585I_IOT02A Discovery kit b_u585i_iot02a

BBC Micro:Bit bbc_microbit

BBC Micro:Bit V2 bbc_microbit_v2

Broadcom BCM958401M2 bcm958401m2

Broadcom BCM958402M2_A72 bcm958402m2

BeagleBoard.org BeagleBadge beaglebadge

BeagleBone-AI64 R5 beaglebone_ai64

Beagleboard BeagleV-Fire beaglev_fire

BeagleY-AI MAIN domain R5F Core 0 beagley_ai

DFRobot Beetle RP2040 beetle_rp2040

EFR32BG22 Explorer Kit (BG22-EK4108A, BRD4108A) bg22_ek4108a

EFR32BG27 2.4 GHz 4 dBm DCDC Buck CSP Radio Board bg27_rb4110b

EFR32BG27 2.4 GHz 4 dBm DCDC Boost CSP Radio Board bg27_rb4111b

BGM220 Explorer Kit (BGM220-EK4314A) bgm220_ek4314a

BL5340-DVK-application-MCU bl5340_dvk

BL54L15-DVK-nRF54L10-Application bl54l15_dvk

bl652_dvk bl652_dvk

BL653_DVK bl653_dvk

BL654_DVK bl654_dvk

BL654_Sensor_Board bl654_sensor_board

Black STM32 F407VE Development Board black_f407ve

Black STM32 F407ZG Pro Development Board black_f407zg_pro

WeAct Studio Black Pill V3.0 (F401CC) blackpill_f401cc

WeAct Studio Black Pill V3.0 (F401CE) blackpill_f401ce

WeAct Studio Black Pill V2.0 blackpill_f411ce

WeAct Studio Black Pill STM32H523 blackpill_h523ce

WeAct Studio Black Pill STM32U585 Core Board blackpill_u585ci

Blue Clover PLT Demo Board V2 blueclover_plt_demo_v2

BT510 bt510

BT610 bt610

CANbardo canbardo

Longan Labs CANBed RP2040 canbed_rp2040

TI SimpleLink CC26x2R LaunchPad cc26x2r1_launchxl

CircuitDojo-Feather-nRF9160 circuitdojo_feather

contextualelectronics_abc contextualelectronics_abc

Cortex R8 Virtual Board cortex_r8_virtual

Renesas CPKCOR-RA8D1B cpkcor_ra8d1b

CTHINGS.CO Connectivity Card nRF52840 ctcc

OpenHW Group cv32a6 on Genesys 2 cv32a6_genesys_2

OpenHW Group cv64a6 on Genesys 2 cv64a6_genesys_2

Cypress PSOC 6 BLE Pioneer Kit (M0, rev. 0.0.0) cy8ckit_062_ble

Cypress PSOC 6 WiFi-BT Pioneer Kit (M0) cy8ckit_062_wifi_bt

Intel Cyclone V SoC FPGA cyclonev_socdk

Blues Cygnet cygnet

DA14695_DK_USB da14695_dk_usb

DA1469X_DK_PRO da1469x_dk_pro

Decawave-DWM1001-DEV decawave_dwm1001_dev

Decawave-DWM3001CDK decawave_dwm3001cdk

ST Disco L475 IOT01 (B-L475E-IOT01A) disco_l475_iot1

Dragino LSN50 LoRA Sensor Node dragino_lsn50

Dragino NBSN95 NB-IoT Sensor Node dragino_nbsn95

EBYTE-E73-TBB-NRF52832 ebyte_e73_tbb

EFM32 Wonder Gecko Starter Kit efm32wg_stk3800

Egis ET171 egis_et171

Renesas EK-RA2A1 ek_ra2a1

Renesas EK-RA2L1 ek_ra2l1

Renesas EK-RA4C1 ek_ra4c1

Renesas EK-RA4E2 ek_ra4e2

Renesas EK-RA4L1 ek_ra4l1

Renesas EK-RA4M1 ek_ra4m1

Renesas EK-RA4M2 ek_ra4m2

Renesas EK-RA4M3 ek_ra4m3

Renesas EK-RA4W1 ek_ra4w1

Renesas EK-RA6E2 ek_ra6e2

Renesas EK-RA6M1 ek_ra6m1

Renesas EK-RA6M2 ek_ra6m2

Renesas EK-RA6M3 ek_ra6m3

Renesas EK-RA6M4 ek_ra6m4

Renesas EK-RA6M5 ek_ra6m5

Renesas EK-RA8D1 ek_ra8d1

Renesas EK-RA8D2 ek_ra8d2

Renesas EK-RA8M1 ek_ra8m1

Renesas EK-RA8M2 ek_ra8m2

Renesas EK-RA8P1 ek_ra8p1

Renesas EK-RA8T2 ek_ra8t2

Eurovibes STM32G431 based Sertest-NG Board eurovibes_stm32g431_sertest-ng

UPD301C Basic Sink Application Example ev11l78a

FK723M1-ZGT6 fk723m1_zgt6

FANKE FK743M5-XIH6 fk743m5_xih6

FANKE FK750M1-VBT6 fk750m1_vbt6

FANKE FK7B0M1-VBT6 fk7b0m1_vbt6

Renesas FPB-RA4E1 fpb_ra4e1

Renesas FPB-RA6E1 fpb_ra6e1

Renesas FPB-RA6E2 fpb_ra6e2

Renesas FPB-RA8E1 fpb_ra8e1

NXP FRDM-IMX91 frdm_imx91

NXP FRDM-IMX93 A55 frdm_imx93

NXP FRDM-K22F frdm_k22f

NXP FRDM-K64F frdm_k64f

NXP FRDM-K82F frdm_k82f

NXP FRDM-KE15Z frdm_ke15z

NXP FRDM-KE17Z frdm_ke17z

NXP FRDM-KE17Z512 frdm_ke17z512

NXP FRDM-KL25Z frdm_kl25z

NXP FRDM-KW41Z frdm_kw41z

NXP FRDM-MCXA153 frdm_mcxa153

NXP FRDM-MCXA156 frdm_mcxa156

NXP FRDM-MCXA266 frdm_mcxa266

NXP FRDM-MCXA344 frdm_mcxa344

NXP FRDM-MCXA346 frdm_mcxa346

NXP FRDM-MCXA366 frdm_mcxa366

NXP FRDM-MCXC242 frdm_mcxc242

NXP FRDM-MCXC444 frdm_mcxc444

NXP FRDM-MCXN947 (CPU0) frdm_mcxn947

NXP FRDM-MCXW23 frdm_mcxw23

NXP FRDM-MCXW70 frdm_mcxw70

NXP FRDM-RW612 frdm_rw612

FlySky FS-i6S fs_i6s

FocalTech FT9001 Evaluation Board ft9001_eval

GigaDevice GD32A503V-EVAL gd32a503v_eval

GigaDevice GD32E103V Evaluation Kit gd32e103v_eval

GigaDevice GD32E507V-START gd32e507v_start

GigaDevice GD32E507Z-EVAL gd32e507z_eval

GigaDevice GD32F350R Evaluation Kit gd32f350r_eval

GigaDevice GD32F403Z Evaluation Kit gd32f403z_eval

GigaDevice GD32F407V-START gd32f407v_start

GigaDevice GD32F450I-EVAL gd32f450i_eval

GigaDevice GD32F450V-START gd32f450v_start

GigaDevice GD32F450Z-EVAL gd32f450z_eval

GigaDevice GD32F470I-EVAL gd32f470i_eval

GigaDevice GD32L233R Evaluation Kit gd32l233r_eval

Google Dragonclaw Development Board google_dragonclaw

Google Icetower Development Board google_icetower

Google Quincy Development Board google_quincy

Hexiwear hexiwear

SiFive HiFive1 hifive1

SiFive HiFive1 Rev B hifive1_revb

SiFive HiFive Unleashed (E51) hifive_unleashed

SiFive HiFive Unmatched (S7) hifive_unmatched

NXP i.MX8M Mini EVK A53 imx8mm_evk

NXP i.MX8M Nano EVK A53 imx8mn_evk

NXP i.MX8M Plus EVK A53 imx8mp_evk

Variscite DART-MX8M-PLUS A53 imx8mp_var_dart

Variscite VAR-SOM-MX8M-PLUS A53 imx8mp_var_som

NXP i.MX8MQ EVK CM4 imx8mq_evk

NXP i.MX91 EVK imx91_evk

NXP i.MX91 QSB imx91_qsb

NXP i.MX93 EVK A55 imx93_evk

Variscite DART-MX93 A55 imx93_var_dart

Variscite VAR-SOM-MX93 A55 imx93_var_som

nRF9160-INNBLUE21 innblue21

nRF9160-INNBLUE22 innblue22

Intel ISH 5.4.1 SoC intel_ish_5_4_1

Intel ISH 5.6.0 SoC intel_ish_5_6_0

Intel ISH 5.8.0 SoC intel_ish_5_8_0

Intel SoC FPGA Agilex intel_socfpga_agilex_socdk

KB1200 EVB kb1200_evb

Khadas Edge2 (single core, non SMP) khadas_edge2

Khadas Edge-V (single core, non SMP) khadas_edgev

PSOC Edge84 AI Kit (M33_S) kit_pse84_ai

PSOC Edge84 Evaluation Kit (M33_S) kit_pse84_eval

T2G Body High Evaluation Kit (M0P) kit_t2g_b_h_evk

T2G Body High Lite Evaluation Kit (M0P) kit_t2g_b_h_lite

XMC7200 Evaluation Kit (M0P) kit_xmc72_evk

Xilinx KV260 Development board for Cortex-R5 kv260_r5

Legend (25hdd) legend

Linum linum

LiteX SoC with VexRiscV softcore CPU litex_vexriscv

Seeedstudio LoRa-E5 Dev Board lora_e5_dev_board

Seeedstudio LoRa-E5 mini lora_e5_mini

TI SimpleLink CC2340R5 LaunchPad lp_em_cc2340r5

NXP LPCXpresso11U68 lpcxpresso11u68

NXP LPCXpresso51u68 lpcxpresso51u68

NXP LPCXpresso54114 (M0) lpcxpresso54114

NXP LPCXpresso55S06 lpcxpresso55s06

NXP LPCXpresso55S28 lpcxpresso55s28

NXP LPCXpresso55S36 lpcxpresso55s36

NXP LPCXpresso55S69 (CPU0) lpcxpresso55s69

NXP LS1046ARDB on single CPU Core (NON-SMP) ls1046ardb

Lyra P DVK lyra_dvk_p

Lyra S DVK lyra_dvk_s

Microchip M2GL025 with MiV target m2gl025_miv

Cytron Maker Nano RP2040 maker_nano_rp2040

Cytron Maker Pi RP2040 maker_pi_rp2040

Cytron Maker Uno RP2040 maker_uno_rp2040

max32650evkit max32650evkit

max32650fthr max32650fthr

max32655evkit m4 max32655evkit

max32655fthr m4 max32655fthr

max32657evkit-max32657 max32657evkit

max32658evkit-max32658 max32658evkit

max32662evkit max32662evkit

max32670evkit max32670evkit

max32672evkit max32672evkit

max32672fthr max32672fthr

max32675evkit max32675evkit

max32680evkit m4 max32680evkit

max32690evkit m4 max32690evkit

max32690fthr m4 max32690fthr

max78000evkit m4 max78000evkit

max78000fthr m4 max78000fthr

max78002evkit m4 max78002evkit

Renesas MCK-RA4T1 mck_ra4t1

Renesas MCK-RA8T1 mck_ra8t1

Renesas MCK-RA8T2 mck_ra8t2

NXP MCX-N9XX-EVK (CPU0) mcx_n9xx_evk

NXP MCXW23-EVK mcxw23_evk

MEC1501 MODULAR ASSY 6885 mec1501modular_assy6885

MEC15XX EVB ASSY 6853 mec15xxevb_assy6853

MEC172X EVB ASSY 6906 mec172xevb_assy6906

MEC172X MODULAR ASSY 6930 mec172xmodular_assy6930

MERCURY-XU mercury_xu

mg100 mg100

MikroE Clicker 2 for STM32 mikroe_clicker_2

Mikroe Clicker RA4M1 mikroe_clicker_ra4m1

Mikroe MINI-M4 for STM32 mikroe_mini_m4_for_stm32

NXP MIMXRT1010-EVK mimxrt1010_evk

NXP MIMXRT1015-EVK mimxrt1015_evk

NXP MIMXRT1020-EVK mimxrt1020_evk

NXP MIMXRT1040-EVK mimxrt1040_evk

NXP MIMXRT1050-EVK mimxrt1050_evk

NXP MIMXRT1060-EVK mimxrt1060_evk

NXP MIMXRT1062-FMURT6 mimxrt1062_fmurt6

NXP MIMXRT1064-EVK mimxrt1064_evk

NXP MIMXRT1170-EVK (CM4) mimxrt1170_evk

NXP MIMXRT595-EVK mimxrt595_evk

NXP MIMXRT685-EVK mimxrt685_evk

NXP MIMXRT700-EVK (CPU0) mimxrt700_evk

MM MM-FEATHER mm_feather

MM MM-SWIFTIO mm_swiftio

Microchip PolarFire SoC Icicle Kit mpfs_icicle

ARM V2M MPS2-an383 mps2

Arm MPS3-Corstone300-AN547 mps3

Arm MPS4-Corstone315-FVP mps4

NXP MR-CANHUBK3 mr_canhubk3

Myra SiP Baseboard myra_sip_baseboard

INTEL FPGA Nios V/g general purpose processor niosv_g

INTEL FPGA niosv_m niosv_m

Nuvoton NPCX4M8F EVB npcx4m8f_evb

Nuvoton NPCX7M6FB EVB npcx7m6fb_evb

Nuvoton NPCX9M6F EVB npcx9m6f_evb

nRF21540-DK-NRF52840 nrf21540dk

BLE400 nrf51_ble400

BLE Nano nrf51_blenano

nRF51-VBLUno51 nrf51_vbluno51

nRF51-DK-NRF51822 nrf51dk

nRF51-Dongle-nRF51822 nrf51dongle

nRF52832-MDK nrf52832_mdk

nRF52833-DK-NRF52820 nrf52833dk

Electronut Labs Blip nrf52840_blip

nRF52840-MDK nrf52840_mdk

Electronut Labs Papyr nrf52840_papyr

nRF52840-DK-NRF52811 nrf52840dk

nRF52 Adafruit Feather nrf52_adafruit_feather

BLE Nano 2 nrf52_blenano2

Sparkfun nRF52832 breakout nrf52_sparkfun

nRF52-VBLUno52 nrf52_vbluno52

nRF52-DK-NRF52805 nrf52dk

NRF5340-AUDIO-DK-NRF5340-application-MCU nrf5340_audio_dk

NRF5340-DK-NRF5340-application-MCU nrf5340dk

nRF54H20-DK-nRF54H20-Application (revision 0.9.0) nrf54h20dk

nRF54L15-DK-nRF54L05-Application nrf54l15dk

NRF7002-DK-NRF5340-application-MCU nrf7002dk

nRF9131-EK-NRF9131 nrf9131ek

nRF9151-DK-NRF9151 nrf9151dk

nRF9160-DK-NRF52840 (rev. 0.7.0) nrf9160dk

nRF9161-DK-NRF9161 (rev. 0.7.0) nrf9161dk

ST Nucleo C031C6 nucleo_c031c6

ST Nucleo C071RB nucleo_c071rb

ST Nucleo C092RC nucleo_c092rc

ST Nucleo F030R8 nucleo_f030r8

ST Nucleo F031K6 nucleo_f031k6

ST Nucleo F042K6 nucleo_f042k6

ST Nucleo F070RB nucleo_f070rb

ST Nucleo F072RB nucleo_f072rb

ST Nucleo F091RC nucleo_f091rc

ST Nucleo F103RB nucleo_f103rb

ST Nucleo F207ZG nucleo_f207zg

ST Nucleo F302R8 nucleo_f302r8

ST Nucleo F303K8 nucleo_f303k8

ST Nucleo F303RE nucleo_f303re

ST Nucleo F334R8 nucleo_f334r8

ST Nucleo F401RE nucleo_f401re

ST Nucleo F410RB nucleo_f410rb

ST Nucleo F411RE nucleo_f411re

ST Nucleo F412ZG nucleo_f412zg

ST Nucleo F413ZH nucleo_f413zh

ST Nucleo F429ZI nucleo_f429zi

ST Nucleo F439ZI nucleo_f439zi

ST Nucleo F446RE nucleo_f446re

ST Nucleo F446ZE nucleo_f446ze

ST Nucleo F722ZE nucleo_f722ze

ST Nucleo F746ZG nucleo_f746zg

ST Nucleo F756ZG nucleo_f756zg

ST Nucleo F767ZI nucleo_f767zi

ST Nucleo G031K8 nucleo_g031k8

ST Nucleo G070RB nucleo_g070rb

ST Nucleo G071RB nucleo_g071rb

ST Nucleo G0B1RE nucleo_g0b1re

ST Nucleo G431KB nucleo_g431kb

ST Nucleo G431RB nucleo_g431rb

ST Nucleo G474RE nucleo_g474re

ST Nucleo G491RE nucleo_g491re

ST Nucleo H503RB nucleo_h503rb

ST Nucleo H533RE nucleo_h533re

ST Nucleo H563ZI nucleo_h563zi

ST Nucleo H723ZG nucleo_h723zg

ST Nucleo H743ZI nucleo_h743zi

ST Nucleo H745ZI-Q (M4) nucleo_h745zi_q

ST Nucleo H753ZI nucleo_h753zi

ST Nucleo H755ZI-Q (M4) nucleo_h755zi_q

ST Nucleo H7A3ZI-Q nucleo_h7a3zi_q

ST Nucleo H7S3L8 nucleo nucleo_h7s3l8

ST Nucleo L011K4 nucleo_l011k4

ST Nucleo L031K6 nucleo_l031k6

ST Nucleo L053R8 nucleo_l053r8

ST Nucleo L073RZ nucleo_l073rz

ST Nucleo L152RE nucleo_l152re

ST Nucleo L412RP-P nucleo_l412rb_p

ST Nucleo L432KC nucleo_l432kc

ST Nucleo L433RC nucleo_l433rc_p

ST Nucleo L452RE nucleo_l452re

ST Nucleo L476RG nucleo_l476rg

ST Nucleo L496ZG nucleo_l496zg

ST Nucleo L4A6ZG nucleo_l4a6zg

ST Nucleo L4R5ZI nucleo_l4r5zi

ST Nucleo L552ZE Q nucleo_l552ze_q

ST Nucleo U031R8 nucleo_u031r8

ST Nucleo U083RC nucleo_u083rc

ST Nucelo U545RE Q nucleo_u545re_q

ST Nucleo U575ZI Q nucleo_u575zi_q

ST Nucleo U5A5ZJ Q nucleo_u5a5zj_q

ST Nucleo WB05KZ nucleo_wb05kz

ST Nucleo WB07CC nucleo_wb07cc

ST Nucleo WB09KE nucleo_wb09ke

ST Nucleo WB55RG nucleo_wb55rg

ST Nucleo WBA25CE1 nucleo_wba25ce1

ST Nucleo WBA55CG nucleo_wba55cg

ST Nucleo WBA65RI nucleo_wba65ri

ST Nucleo WL55JC nucleo_wl55jc

NUCODE-NU32-NRF52832 nucode_nu32

NUVOTON NUMAKER-M2L31KI Kit numaker_m2l31ki

NUVOTON NUMAKER-PFM-M467 Kit numaker_pfm_m467

NUVOTON-PFM-M487 numaker_pfm_m487

Norik Octopus IO-Board octopus_io_board

Norik Octopus SoM octopus_som

Olimex LoRa STM32WL DevKit olimex_lora_stm32wl_devkit

OLIMEX-STM32-E407 olimex_stm32_e407

OLIMEX-STM32-H103 olimex_stm32_h103

OLIMEX-STM32-H405 olimex_stm32_h405

OLIMEX-STM32-H407 olimex_stm32_h407

OLIMEX-STM32-P405 olimex_stm32_p405

OLIMEXINO-STM32 olimexino_stm32

OpenTitan Earl Grey opentitan_earlgrey

Xunlong Orange Pi Zero opi_zero

Xunlong Orange Pi Zero 2W opi_zero2w

Orange Pi 5 Ultra RK3588 orangepi_5_ultra_rk3588

OSD32MP1-BRK osd32mp1_brk

Pebble-2-Duo p2d

pan1770-evb pan1770_evb

pan1780-evb pan1780_evb

pan1781-evb pan1781_evb

pan1782-evb pan1782_evb

PAN1783-EVB-application-MCU pan1783_evb

PAN1783A-EVB-application-MCU pan1783a_evb

PAN1783A-PA-EVB-application-MCU pan1783a_pa_evb

STM32L475 Pandora pandora_stm32l475

Particle Argon particle_argon

Particle Boron particle_boron

particle-xenon particle_xenon

PHYTEC phyBOARD-Electra AM64x M4 phyboard_electra

PHYTEC phyBOARD-Lyra AM62x A53 phyboard_lyra

PHYTEC phyBOARD-Nash i.MX93 A55 phyboard_nash

phyBOARD-Polis i.MX8M Mini A53 phyboard_polis

phyBOARD-Pollux i.MX8MP phyboard_pollux

PIC32CM JH01 Curiosity Pro pic32cm_jh01_cpro

PIC32CX SG41 Curiosity Ultra pic32cx_sg41_cult

PIC32CX SG61 Curiosity Ultra pic32cx_sg61_cult

PIC32CZ CA80 Curiosity Ultra pic32cz_ca80_cult

PIC32CZ CA90 Curiosity Ultra pic32cz_ca90_cult

Microchip PIC64GX Curiosity kit pic64gx_curiosity_kit

KWS Pico SinglePairEthernet pico_spe

Luckfox Pico Ultra pico_ultra

Pine64 PineTime DevKit0 pinetime_devkit0

pinnacle-100-dvk pinnacle_100_dvk

BeagleBoard.org PocketBeagle 2 pocketbeagle_2

BeagleBoard.org PocketBeagle 2 Industrial pocketbeagle_2_industrial

Pebble-Time-2 pt2

QEMU Emulation for Cortex-A53 qemu_cortex_a53

QEMU Emulation for Cortex-A72 qemu_cortex_a72

QEMU Emulation for Cortex-A9 qemu_cortex_a9

QEMU Emulation for Cortex-M0 qemu_cortex_m0

QEMU Emulation for Cortex-M3 qemu_cortex_m3

QEMU Emulation for Cortex-R5 qemu_cortex_r5

QEMU Emulation for RISC-V 32-bit qemu_riscv32

QEMU Emulation for RISC-V 32-bit in XIP mode qemu_riscv32_xip

QEMU Emulation for RISC-V (RV32E) 32-bit qemu_riscv32e

QEMU Emulation for RISC-V 64-bit qemu_riscv64

QEMU Emulation for X86 qemu_x86

QEMU Emulation for X86 (Lakemont) qemu_x86_lakemont

QEMU Emulation for Xtensa qemu_xtensa

QNX Hypervisor Virtual Machine qnxhv_vm

QuickLogic Qomu qomu

QuickLogic Quick Feather quick_feather

RAK11160 rak11160

RAK11720 rak11720

RAK3172 LoRa STM32WL rak3172

RAK4631-NRF52840 rak4631

RAK5010-NRF52840 rak5010

Raytac-AN7002Q-DB-NRF5340-application-MCU raytac_an7002q_db

Raytac MDBT50Q-DB-33 nRF52833 raytac_mdbt50q_db_33

Raytac MDBT50Q_DB_40_NRF52840 raytac_mdbt50q_db_40

RAYTAC-MDBT53-DB-40-NRF5340-application-MCU raytac_mdbt53_db_40

RAYTAC-MDBT53V-DB-40-NRF5340-application-MCU raytac_mdbt53v_db_40

Renesas H3ULCB based on r8a77951 rcar_h3ulcb

Cortex r7 for Renesas H3 Salvator-X rcar_salvator_x

Renesas Salvator XS M3 based on r8a77961 rcar_salvator_xs

Cortex A55 for Renesas Spider rcar_spider_s4

NXP RD-RW612-BGA rd_rw612_bga

NXP RDDRONE-FMUK66 rddrone_fmuk66

reel-board reel_board

Renode RISC-V 32-bit Virtual Board riscv32_virtual

RM1xx_DVK rm1xx_dvk

TDK RoboKit1 robokit1

Rockchip ROC RK3568 PC roc_rk3568_pc

Rockchip ROC RK3588 PC roc_rk3588_pc

Ronoth LoDev ronoth_lodev

Waveshare RP2040-Matrix rp2040_matrix

Waveshare RP2040-Plus rp2040_plus

Waveshare RP2040-Zero rp2040_zero

Raspberry Pi 4 Model B rpi_4b

Raspberry Pi 5 rpi_5

Raspberry Pi Debug Probe rpi_debug_probe

Raspberry Pi Pico rpi_pico

Renesas RSSK-RA2L1 rssk_ra2l1

RTS5817 Platform for fingerprint rts5817_maa_evb

RTS5912-EVB rts5912_evb

Ruuvi-RuuviTag ruuvi_ruuvitag

RV32M1-VEGA (RI5CY) rv32m1_vega

Cortex-A55 for Renesas RZ/A3UL SMARC rza3ul_smarc

Cortex-M33 for Renesas RZ/G2L SMARC rzg2l_smarc

Cortex-M33 for Renesas RZ/G2LC SMARC rzg2lc_smarc

Cortex-M33 for Renesas RZ/G3S SMARC rzg3s_smarc

Renesas Starter Kit+ for RZ/T2M rzt2m_rsk

Cortex-M33 for Renesas RZ/V2L SMARC rzv2l_smarc

SAM4E Xplained Pro sam4e_xpro

SAM4L-EK sam4l_ek

SAM4S Xplained sam4s_xplained

SAM E70 Xplained sam_e70_xplained

SAM V71 Xplained Ultra sam_v71_xult

SAM C21N Xplained Pro samc21n_xpro

SAM D20 Xplained Pro samd20_xpro

SAM D21 Xplained Pro samd21_xpro

SAM E54 Xplained Pro same54_xpro

SAM L21 Xplained Pro saml21_xpro

SAM R21 Xplained Pro samr21_xpro

SAM R34 Xplained Pro samr34_xpro

SC-OBC Module A1 scobc_a1

SC-OBC Module V1 IGLOO2 Mi-V scobc_v1

Seeeduino XIAO seeeduino_xiao

ST SensorTile.box sensortile_box

SERPENTE serpente

SF32LB52-DevKit-LCD sf32lb52_devkit_lcd

GARDENA Smart Garden Radio Module sgrm

Vicharak Shrike Lite shrike_lite

Silicon Labs SiM3U development kit sim3u1xx_dk

TI AM62X A53 Starter Kit (SK) sk_am62

TI AM64X M4 Starter Kit (SK) sk_am64

EFM32 Happy Gecko Starter Kit slstk3400a

EFM32 Pearl Gecko Starter Kit slstk3401a

EFM32JG12 Pearl Gecko Starter Kit slstk3402a

EFM32GG11 Giant Gecko Starter Kit slstk3701a

Thunderboard Sense 2 sltb004a

Thunderboard EFM32GG12 (SLTB009A, BRD2207A) sltb009a

Thunderboard EFR32BG22 (SLTB010A, BRD4184A) sltb010a

EFR32BG13 2.4 GHz 10 dBm Radio Board slwrb4104a

EFR32MG12 2.4 GHz 19 dBm Radio Board slwrb4161a

EFR32MG12 2400/868-915 MHz 19 dBm Dual Band Radio Board slwrb4170a

EFR32xG21 2.4 GHz 20 dBm Radio Board slwrb4180a

EFR32xG21 2.4 GHz 20 dBm Radio Board (SLWRB4180B) slwrb4180b

EFR32FG 2400/868 MHz 13 dBm Dual Band Radio Board slwrb4250b

EFR32FG13 2400/915 MHz 19 dBm Dual Band Radio Board slwrb4255a

WGM160P Wi-Fi Module Radio Board slwrb4321a

Sparkfun Pro Micro RP2040 sparkfun_pro_micro_rp2040

SparkFun RED-V Things Plus sparkfun_red_v_things_plus

Sparkfun RP2040 mikroBUS Development Board sparkfun_rp2040_mikrobus

Sparkfun-Thing-Plus-nRF9160 sparkfun_thing_plus

MGM240P sparkfun_thing_plus_matter_mgm240p

Retronix Sparrow Hawk with Renesas R-Car V4H Cortex R52 sparrowhawk_rcar_v4h

Synaptics SR100 RDK sr100_rdk

ST ST25DV MB1283 Discovery st25dv_mb1283_disco

ST STM32 Flight Controller Unit steval_fcu001v1

ST STM3210C Evaluation stm3210c_eval

ST STM32373C Evaluation stm32373c_eval

STM32C0116 DK stm32c0116_dk

STM32F030 DEMO BOARD stm32f030_demo

ST STM32F072 Evaluation stm32f072_eval

ST STM32F072B Discovery stm32f072b_disco

ST STM32F0 Discovery stm32f0_disco

STM32F103RCT6 Mini Board stm32f103_mini

ST STM32F3 Discovery rev B stm32f3_disco

SECO SBC-3.5-PX30 (STM32F302) stm32f3_seco_d23

STM32 Mini F401 stm32f401_mini

ST STM32F411E Discovery stm32f411e_disco

ST STM32F412G Discovery stm32f412g_disco

ST STM32F413H Discovery stm32f413h_disco

ST STM32F429I Discovery stm32f429i_disc1

ST STM32F469I Discovery stm32f469i_disco

ST STM32F4 Discovery stm32f4_disco

ST STM32F723E Discovery stm32f723e_disco

ST STM32F746G Discovery stm32f746g_disco

ST STM32F7508 DK stm32f7508_dk

ST STM32F769I Discovery stm32f769i_disco

ST STM32G0316 Discovery stm32g0316_disco

ST STM32G071B Discovery stm32g071b_disco

ST STM32G081B Evaluation stm32g081b_eval

ST STM32H573I Discovery Kit stm32h573i_dk

ST STM32H735G Discovery stm32h735g_disco

STM32H745XI Discovery (M4) stm32h745i_disco

ST STM32H747I Discovery (M4) stm32h747i_disco

ST STM32H750B Discovery Kit stm32h750b_dk

ST STM32H7B3I Discovery Kit stm32h7b3i_dk

ST STM32H7S78 Discovery Kit stm32h7s78_dk

ST STM32L152C Discovery stm32l152c_disco

ST STM32L1 Discovery stm32l1_disco

ST STM32L476G Discovery stm32l476g_disco

ST STM32L496G Discovery stm32l496g_disco

ST STM32L4R9I Discovery stm32l4r9i_disco

ST STM32L562E-DK Discovery stm32l562e_dk

ST STM32MP157C-DK2 Discovery stm32mp157c_dk2

ST STM32U083C-DK Discovery Kit stm32u083c_dk

ST STM32U5A9J-DK Discovery Kit stm32u5a9j_dk

ST STM32U5G9J-DK1 Discovery Kit stm32u5g9j_dk1

ST STM32U5G9J-DK2 Discovery Kit 2 stm32u5g9j_dk2

ST STM32VL Discovery stm32vl_disco

ST STM32WB5MM-DK Discovery Development Board stm32wb5mm_dk

ST STM32WB5MMG Ultra-low-power Module stm32wb5mmg

ST STM32WBA65I Discovery kit stm32wba65i_dk1

Blues Wireless Swan swan_r5

Trenz Electronic TE0950 Versal AI Edge RPU te0950

PJRC TEENSY40 teensy40

PJRC TEENSY41 teensy41

PJRC TEENSY_MICROMOD teensymm

Thingy52-NRF52832 thingy52

Pimoroni Tiny 2040 tiny2040

titanium_ti60_f225 FPGA development kit with Efinix Sapphire riscv SoC titanium_ti60_f225

TQ H503A tq_h503a

NXP TWR-KE18F twr_ke18f

NXP TWR-KV58F220M twr_kv58f220m

UBX_BMD300EVAL_NRF52832 ubx_bmd300eval

UBX_BMD330EVAL_NRF52810 ubx_bmd330eval

UBX_BMD340EVAL_NRF52840 ubx_bmd340eval

BMD-345-EVAL ubx_bmd345eval

UBX_BMD360EVAL_NRF52811 ubx_bmd360eval

UBX_BMD380EVAL_NRF52840 ubx_bmd380eval

UBX-EVKANNAB1-NRF52832 ubx_evkannab1

UBX-EVKNINAB1-NRF52832 ubx_evkninab1

UBX-EVKNINAB3-NRF52840 ubx_evkninab3

EVK-NINA-B4-NRF52833 ubx_evkninab4

NXP UCANS32K1SIC ucans32k1sic

UDOO Neo Full udoo_neo_full

V2M Beetle v2m_beetle

ARM V2M MUSCA B1 v2m_musca_b1

ARM V2M MUSCA-S1 v2m_musca_s1

Toradex Verdin iMX8M Plus (ITCM) verdin_imx8mp

AMD Development board for Versal Gen 2 APU versal2_apu

AMD Development board for Versal Gen 2 RPU versal2_rpu

AMD Development board for Versal APU versal_apu

AMD Versal Development board for Cortex-R5 versal_rpu

AMD Development board for Versal NET APU versalnet_apu

AMD Development board for Versal NET RPU versalnet_rpu

Visionfive JH7110 (NON-SMP) visionfive2

Renesas VOICE-RA4E1 voice_ra4e1

Wiznet W5500 Evaluation Board w5500_evb_pico

Wiznet W6100 Evaluation Board w6100_evb_pico

Waveshare Open103Z waveshare_open103z

we_ophelia1ev_nrf52805 we_ophelia1ev

we_proteus2ev_nrf52832 we_proteus2ev

we_proteus3ev_nrf52840 we_proteus3ev

WeAct RA4M1 Core Board weact_ra4m1_core

WeAct Studio STM32F405 Core Board weact_stm32f405_core

WeAct Studio STM32F446 Core Board weact_stm32f446_core

WeAct STM32G0B1 Core Board weact_stm32g0b1_core

WeAct Studio STM32G431 Core Board weact_stm32g431_core

WeAct Studio STM32H562 Core Board weact_stm32h562_core

WeAct Studio STM32WB55 Core Board weact_stm32wb55_core

Wio-WM1110 Dev Kit wio_wm1110_dev_kit

EFR32xG23 868-915 MHz 20 dBm Radio Board xg23_rb4210a

xG24 Dev Kit (xG24-DK2601B, BRD2601B) xg24_dk2601b

EFR32xG24 Explorer Kit (xG24-EK2703A, BRD2703A) xg24_ek2703a

EFR32xG24 2.4 GHz 10 dBm Radio Board xg24_rb4186c

EFR32xG24 2.4 GHz 20 dBm Radio Board xg24_rb4187c

xG27 Dev Kit (xG27-DK2602A, BRD2602A) xg27_dk2602a

XIAO MG24 xiao_mg24

Seeeduino XIAO RA4M1 xiao_ra4m1

XIAO RP2040 xiao_rp2040

XMC45-RELAX-KIT xmc45_relax_kit

XMC47-RELAX-KIT xmc47_relax_kit

YD-STM32H750VB yd_stm32h750vb

Digilent Zybo zybo

Platforms

Move between various supported platforms on Linux, Zephyr, bare metal. With one toggle switch from deployment and evaluation on hardware to simulation.

Switch between platforms for your AI flows with just a small change in code, without the need to reimplement larger parts of a project

Kenning

1 from pathlib import Path2 from kenning.datasets.pet_dataset import PetDataset3 from kenning.modelwrappers.classification.tensorflow_pet_dataset import TensorFlowPetDatasetMobileNetV24 from kenning.optimizers.tflite import TFLiteCompiler5 from kenning.utils.resource_manager import ResourceURI6  7 model = TensorFlowPetDatasetMobileNetV2(8     ResourceURI("kenning:///models/classification/tensorflow_pet_dataset_mobilenetv2.h5"),9     PetDataset(Path("./pet_dataset")),10 )11 tflite_compiler = TFLiteCompiler(12     model.dataset,13     Path("./mobilenet_i8.tflite"),14     inferenceinputtype="int8",15     inferenceoutputtype="int8",16     model_framework="keras",17 )18 tflite_compiler.init()19 tflite_compiler.compile(model.model_path, model.get_io_specification())

Integrations

Connect deployment flows with simulation, tracing and visual pipeline tooling.

Use Zephyr-oriented tracing data to understand inference behavior on constrained embedded platforms.

Learn more GitHub Example trace

Workflow

Define a deployment scenario once, then run optimization, testing and reporting across runtimes.

{}

scenario.json

Reusable deployment flow

6 stages

Dataset

Prepare input data

ModelWrapper

Normalize the model API

Optimizer

Optimize and compile

Runtime

Execute inference

Protocol

Connect target devices

Report

Analyze the results

Dataset

Prepare input data

ModelWrapper

Normalize the model API

Optimizer

Optimize and compile

Runtime

Execute inference

Protocol

Connect target devices

Report

Analyze the results

Use cases

Use Kenning where model quality, latency, memory footprint and target portability matter.

Develop AI-powered computer vision systems

Use Kenning to build complex, multi-sensor ML systems or integrate it with an existing application for model benchmarking and deployment. Combine it with ROS 2 for a comprehensive development workflow, with detection, segmentation and classification at the edge.

Embedded AutoML demo

MAX78002 / AI8X Convolution Cores

smaller model

higher quality

Selected model: automl_conf_5

AI8X Convolution Cores · hardware accelerator

Quality: 0.91 Size: 0.6 MB Inference: 0.19 ms

Simplify model optimization for embedded devices with AutoML

Kenning can help you automate model search and optimization for embedded platforms. Use the platform agnostic AutoML module to quickly generate a model tailored to your dataset and target device, with a dedicated VS Code plugin for ease of use.

Read the release with Analog Devices AutoML plugin

Services

AI deployment from edge to cloud

Antmicro provides end-to-end services for implementing AI solutions, regardless of the final deployment environment. Whether you need a fully cloud-based setup or a hybrid approach, we can help you with AI model development and optimization, dataset management, software and hardware co-development, and deployment.

Custom model integration

We provide comprehensive assistance in developing models targeting specific use cases, and integrating them into data processing pipelines involving cameras and other sensors.

Enabling secure ML silicon

We support customers in developing secure AI/ML solutions, from hardware, through design tools and IP libraries, to ML workloads. We can help you thoroughly test your design, integrate it into a custom SoC, and develop a complete, secure product.

AutoML-based workflows

Using the AutoML module, we help our customers automatically generate models optimized for a specific platform and application. We can help you integrate AutoML into your workflow and extend it with support for any silicon or vendor.

Video systems development

We support our customers in building low-latency high resolution video processing systems including stereo and 360-degree vision devices with multi-camera input, object detection, classification, segmentation, and more.

Blog

Get started with Kenning to accelerate AI model optimization and deployment

Talk to us

Kenning creates measurable deployment flows and runtimes for edge AI applications.

Model training

Model optimization

Deployment & evaluation

Switch seamlessly between different models, optimizations, compilers and runtimes without reimplementing deployment flows.

Optimization pipelines

Runtime benchmarking

Runtime switching

Renode-backed testing

Reports and CI

Analyze benchmark results and deployment metrics.

Compare model variants, targets and optimization pipelines.

Kenning sits between ML frameworks, compilers and target hardware.

Model frameworks

Optimizers and compilers

Runtimes and targets

Platforms

Switch between platforms for your AI flows with just a small change in code, without the need to reimplement larger parts of a project

Connect deployment flows with simulation, tracing and visual pipeline tooling.

Define a deployment scenario once, then run optimization, testing and reporting across runtimes.

Dataset

ModelWrapper

Optimizer

Runtime

Protocol

Report

Dataset

ModelWrapper

Optimizer

Runtime

Protocol

Report

Use Kenning where model quality, latency, memory footprint and target portability matter.

Develop AI-powered computer vision systems

Embedded AutoML demo

Selected model: automl_conf_5

Simplify model optimization for embedded devices with AutoML

AI deployment from edge to cloud

Custom model integration

Enabling secure ML silicon

AutoML-based workflows

Video systems development

Recent news about Kenning

Deploying Gemma 4 on NVIDIA Jetson Thor AGX with Kenning

Anomaly detection in embedded devices using the Zephyr Sensor Anomalies library

Benchmarking and optimizing AI models on Jetson AGX Thor with Kenning

Get started with Kenning to accelerate AI model optimization and deployment