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Squashed 'tinyml-modelzoo/' changes from 41c7e5bc8..ab301c33e
ab301c33e Pull request #30: SL_EDGEAI-43: Add CC1312 PIR detection configs 841ad3fda SL_EDGEAI-43: Add CC1312 PIR detection configs git-subtree-dir: tinyml-modelzoo git-subtree-split: ab301c33e06adc8313c4e5085e9ffeb80f01665c
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‎README.md‎

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### Connectivity Devices (Wireless)
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| Device | NPU | Description | Notes |
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| Device | Hardware Accelerator | Description | Notes |
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|--------|-----|-------------|-------|
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| CC2755 | No | 96 MHz Arm Cortex-M33 wireless MCU | Optimized for PIR/wireless apps |
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| CC1352 | No | Arm Cortex-M4 wireless MCU | Sub-1GHz and 2.4GHz |
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| CC1354 | No | Arm Cortex-M33 wireless MCU | Sub-1GHz and 2.4GHz |
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| CC35X1 | No | Arm Cortex-M33 wireless MCU | Wi-Fi + BLE combo |
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| CC2755 | CDE | 96 MHz Arm Cortex-M33 wireless MCU | Optimized for PIR/wireless apps |
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| CC1312 | No | Arm Cortex-M4F wireless MCU | Sub-1GHz |
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| CC1352 | No | Arm Cortex-M4F wireless MCU | Sub-1GHz |
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| CC1354 | No | Arm Cortex-M33 wireless MCU | Sub-1GHz |
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| CC35X1 | CDE | Arm Cortex-M33 wireless MCU | Wi-Fi + BLE combo |
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---
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| **motor_bearing_fault** | motor_fault | F280013, F280015, F28003, F28004, F2837, F28P55, F28P65, MSPM0G3507, MSPM0G3519, MSPM0G5187, MSPM33C32, F29H85, AM13E2, AM263 | Classify 5 bearing fault types + normal operation from vibration data |
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| **grid_fault_detection** | classification | F280013, F280015, F28003, F28004, F2837, F28P55, F28P65, MSPM0G3507, MSPM0G3519, MSPM0G5187, MSPM33C32, F29H85, AM13E2, AM263 | Detect electrical grid faults from sensor data |
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| **mosfet_temp_prediction** | regression | F280013, F280015, F28003, F28004, F2837, F28P55, F28P65, MSPM0G3507, MSPM0G3519, MSPM0G5187, MSPM33C32, F29H85, AM13E2, AM263 | Predict MOSFET temperature from electrical parameters |
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| **pir_detection** | pir_detection | CC2755, CC1352, CC1354, CC35X1, MSPM0G5187, MSPM0G3507, MSPM0G3519, MSPM33C32 | Detect presence/motion using PIR sensor data |
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| **pir_detection** | pir_detection | CC2755, CC1312, CC1352, CC1354, CC35X1, MSPM0G5187, MSPM0G3507, MSPM0G3519, MSPM33C32 | Detect presence/motion using PIR sensor data |
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| **MNIST_image_classification** | image_classification | MSPM0G3507, MSPM0G3519, MSPM0G5187, MSPM33C32 | Handwritten digit recognition (MNIST dataset) |
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### Summary by Task Type:

‎examples/pir_detection/config_CC1312.yaml‎

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common:
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target_module: 'timeseries'
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task_type: 'pir_detection'
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target_device: 'CC1312'
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run_name: '{date-time}/{model_name}'
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dataset:
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dataset_name: pir_detection_classification
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input_data_path: https://software-dl.ti.com/C2000/esd/mcu_ai/01_03_00/datasets/pir_detection_classification_dsk.zip
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data_processing_feature_extraction: # One or more can be cascaded in the list
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data_proc_transforms: []
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feature_extraction_name: PIRDetection_125Input_25Feature_25Frame_1InputChannel_2D
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variables: 1
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training:
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# enable/disable training
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enable: True #False
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model_name: 'PIRDetection_model_1_t'
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model_config: ''
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batch_size: 64
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training_epochs: 50
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num_gpus: 0 # 1
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learning_rate: 0.001
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testing: {}
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compilation: {}

examples/pir_detection/config.yaml renamed to examples/pir_detection/config_CC2755.yaml

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‎examples/pir_detection/readme.md‎

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The PIR Motion Detection application is an Edge AI solution that runs on the MSPM0G5187 microcontroller with integrated Neural Processing Unit (NPU). It classifies passive infrared (PIR) sensor signals into different motion categories in real-time, enabling intelligent motion detection for security systems, smart home automation, and occupancy sensing.
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**⚠️ Device Support:** While this documentation focuses on the **MSPM0G5187**, the following device are also fully supported:
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- **CC35X1**
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- **CC35X1**
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- **CC1312**
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- **CC1352**
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- **CC1354**
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- **CC2755**
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## Available Default Configurations For Each Device Family
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- config.yaml - CC2755
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- config_MSPM0.yaml - MSPM0G5187
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- config_CC1312.yaml - CC1312
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- config_CC1352.yaml - CC1352
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- config_CC1354.yaml - CC1354
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- config_CC2755.yaml - CC2755
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- config_CC35X1.yaml - CC35X1
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## References

‎tinyml_modelzoo/constants.py‎

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TARGET_DEVICE_MSPM33C34 = 'MSPM33C34'
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TARGET_DEVICE_AM13E2 = 'AM13E2'
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TARGET_DEVICE_CC2755 = 'CC2755'
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TARGET_DEVICE_CC1312 = 'CC1312'
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TARGET_DEVICE_CC1352 = 'CC1352'
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TARGET_DEVICE_CC1354 = 'CC1354'
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TARGET_DEVICE_CC35X1 = 'CC35X1'
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TARGET_DEVICE_MSPM33C32,
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TARGET_DEVICE_F29H85,
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TARGET_DEVICE_CC2755,
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TARGET_DEVICE_CC1312,
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TARGET_DEVICE_CC1352,
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TARGET_DEVICE_CC1354,
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TARGET_DEVICE_CC35X1,

‎tinyml_modelzoo/device_info/run_info.py‎

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‎tinyml_modelzoo/model_descriptions/anomalydetection.py‎

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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=0) | (DEVICE_RUN_INFO['AD_17k'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=0) | (DEVICE_RUN_INFO['AD_17k'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=0) | (DEVICE_RUN_INFO['AD_17k'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=0) | (DEVICE_RUN_INFO['AD_17k'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=0) | (DEVICE_RUN_INFO['AD_17k'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=0) | (DEVICE_RUN_INFO['AD_17k'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=0) | (DEVICE_RUN_INFO['AD_17k'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=1) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=1) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=1) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=1) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=1) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=1) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=1) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=2) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=2) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=2) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=2) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=2) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=2) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=2) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=3) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=3) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=3) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=3) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=3) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=3) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=3) | (DEVICE_RUN_INFO['AD_16k'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=4) | (DEVICE_RUN_INFO['AD_4k'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=4) | (DEVICE_RUN_INFO['AD_4k'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=4) | (DEVICE_RUN_INFO['AD_4k'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=4) | (DEVICE_RUN_INFO['AD_4k'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=4) | (DEVICE_RUN_INFO['AD_4k'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=4) | (DEVICE_RUN_INFO['AD_4k'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=4) | (DEVICE_RUN_INFO['AD_4k'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=5) | (DEVICE_RUN_INFO['AD_1k'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=5) | (DEVICE_RUN_INFO['AD_1k'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=5) | (DEVICE_RUN_INFO['AD_1k'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=5) | (DEVICE_RUN_INFO['AD_1k'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=5) | (DEVICE_RUN_INFO['AD_1k'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=5) | (DEVICE_RUN_INFO['AD_1k'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=5) | (DEVICE_RUN_INFO['AD_1k'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=6) | (DEVICE_RUN_INFO['AD_500_NPU'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=6) | (DEVICE_RUN_INFO['AD_500_NPU'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=6) | (DEVICE_RUN_INFO['AD_500_NPU'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=6) | (DEVICE_RUN_INFO['AD_500_NPU'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=6) | (DEVICE_RUN_INFO['AD_500_NPU'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=6) | (DEVICE_RUN_INFO['AD_500_NPU'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=6) | (DEVICE_RUN_INFO['AD_500_NPU'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=7) | (DEVICE_RUN_INFO['AD_2k_NPU'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=7) | (DEVICE_RUN_INFO['AD_2k_NPU'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=7) | (DEVICE_RUN_INFO['AD_2k_NPU'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=7) | (DEVICE_RUN_INFO['AD_2k_NPU'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=7) | (DEVICE_RUN_INFO['AD_2k_NPU'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=7) | (DEVICE_RUN_INFO['AD_2k_NPU'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=7) | (DEVICE_RUN_INFO['AD_2k_NPU'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=8) | (DEVICE_RUN_INFO['AD_6k_NPU'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=8) | (DEVICE_RUN_INFO['AD_6k_NPU'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=8) | (DEVICE_RUN_INFO['AD_6k_NPU'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=8) | (DEVICE_RUN_INFO['AD_6k_NPU'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=8) | (DEVICE_RUN_INFO['AD_6k_NPU'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=8) | (DEVICE_RUN_INFO['AD_6k_NPU'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=8) | (DEVICE_RUN_INFO['AD_6k_NPU'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=9) | (DEVICE_RUN_INFO['AD_8k_NPU'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=9) | (DEVICE_RUN_INFO['AD_8k_NPU'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=9) | (DEVICE_RUN_INFO['AD_8k_NPU'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=9) | (DEVICE_RUN_INFO['AD_8k_NPU'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=9) | (DEVICE_RUN_INFO['AD_8k_NPU'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=9) | (DEVICE_RUN_INFO['AD_8k_NPU'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=9) | (DEVICE_RUN_INFO['AD_8k_NPU'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=10) | (DEVICE_RUN_INFO['AD_10k_NPU'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=10) | (DEVICE_RUN_INFO['AD_10k_NPU'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=10) | (DEVICE_RUN_INFO['AD_10k_NPU'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=10) | (DEVICE_RUN_INFO['AD_10k_NPU'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=10) | (DEVICE_RUN_INFO['AD_10k_NPU'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=10) | (DEVICE_RUN_INFO['AD_10k_NPU'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=10) | (DEVICE_RUN_INFO['AD_10k_NPU'][constants.TARGET_DEVICE_CC35X1]),
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constants.TARGET_DEVICE_MSPM0G3519: dict(model_selection_factor=11) | (DEVICE_RUN_INFO['AD_20k_NPU'][constants.TARGET_DEVICE_MSPM0G3519]),
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constants.TARGET_DEVICE_MSPM0G5187: dict(model_selection_factor=11) | (DEVICE_RUN_INFO['AD_20k_NPU'][constants.TARGET_DEVICE_MSPM0G5187]),
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constants.TARGET_DEVICE_CC2755: dict(model_selection_factor=11) | (DEVICE_RUN_INFO['AD_20k_NPU'][constants.TARGET_DEVICE_CC2755]),
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constants.TARGET_DEVICE_CC1312: dict(model_selection_factor=11) | (DEVICE_RUN_INFO['AD_20k_NPU'][constants.TARGET_DEVICE_CC1312]),
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constants.TARGET_DEVICE_CC1352: dict(model_selection_factor=11) | (DEVICE_RUN_INFO['AD_20k_NPU'][constants.TARGET_DEVICE_CC1352]),
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constants.TARGET_DEVICE_CC1354: dict(model_selection_factor=11) | (DEVICE_RUN_INFO['AD_20k_NPU'][constants.TARGET_DEVICE_CC1354]),
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constants.TARGET_DEVICE_CC35X1: dict(model_selection_factor=11) | (DEVICE_RUN_INFO['AD_20k_NPU'][constants.TARGET_DEVICE_CC35X1]),

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