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PROCESSOR-SDK-AM68A: TIDL_RT_OVX: ERROR: Verify OpenVX graph failed

Part Number: PROCESSOR-SDK-AM68A
Other Parts Discussed in Thread: AM68A

Hi,

I am running a segmentation model on TI-EVM for AM68A. The artifacts are successfully generated using edgeai-benchmark without any errors.

During the inference on TI board, I recieved this error,

/////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////

 APP: Init ... !!!
MEM: Init ... !!!
MEM: Initialized DMA HEAP (fd=4) !!!
MEM: Init ... Done !!!
IPC: Init ... !!!
IPC: Init ... Done !!!
REMOTE_SERVICE: Init ... !!!
REMOTE_SERVICE: Init ... Done !!!
14120.976291 s: GTC Frequency = 200 MHz
APP: Init ... Done !!!
14120.976366 s: VX_ZONE_INIT:Enabled
14120.976378 s: VX_ZONE_ERROR:Enabled
14120.976386 s: VX_ZONE_WARNING:Enabled
14120.977218 s: VX_ZONE_INIT:[tivxInitLocal:130] Initialization Done !!!
14120.978125 s: VX_ZONE_INIT:[tivxHostInitLocal:93] Initialization Done for HOST !!!
14121.132763 s: VX_ZONE_ERROR:[ownContextSendCmd:799] Command ack message returned failure cmd_status: -1
14121.132797 s: VX_ZONE_ERROR:[ownContextSendCmd:835] tivxEventWait() failed.
14121.132824 s: VX_ZONE_ERROR:[ownNodeKernelInit:527] Target kernel, TIVX_CMD_NODE_CREATE failed for node TIDLNode
14121.132835 s: VX_ZONE_ERROR:[ownNodeKernelInit:528] Please be sure the target callbacks have been registered for this core
14121.132843 s: VX_ZONE_ERROR:[ownNodeKernelInit:529] If the target callbacks have been registered, please ensure no errors are occurring within the create callback of this kernel
14121.132854 s: VX_ZONE_ERROR:[ownGraphNodeKernelInit:583] kernel init for node 0, kernel com.ti.tidl:1:1 ... failed !!!
14121.132872 s: VX_ZONE_ERROR:[vxVerifyGraph:2055] Node kernel init failed
14121.132882 s: VX_ZONE_ERROR:[vxVerifyGraph:2109] Graph verify failed
TIDL_RT_OVX: ERROR: Verifying TIDL graph ... Failed !!!
TIDL_RT_OVX: ERROR: Verify OpenVX graph failed

/////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////

Can you guide me to solve this issue?

Thanks,

Ahmed

  • Hi Nikhil,

    Yes, the issue seems to be related but the solutions that are provided are already tried from my side.

    Another thing, I want to mention is that while I was generating artifacts, I received the warning shown below,

    /////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////

    NC running for device: 1
    Running with OTF buffer optimizations
    Segmentation fault (core dumped)
    Could not open /home/edgeai/code/edgeai-modelzoo/modelartifacts/AM68A/8bits/segmentation/artifacts/tempDir/output_tidl_net/perfSimInfo.bin
    WARNING: [TIDL_E_DATAFLOW_INFO_NULL] Network compiler returned with error or didn't executed, this model can only be used on PC/Host emulation mode, it is not expected to work on target/EVM.

    /////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////

    This warning does not hinder the artifacts generation, and the artifacts are successfully emulated on PC environment. However, when ported to TI-EVM, the inference throws the error.

    Thanks,

    Ahmed

  • Hi,

    Can you please confirm my understanding on this thread,

    1. You able to generate the model artifacts

    2. Host side inference is fine

    3. Target side inference is failing with above logs ?

    WARNING: [TIDL_E_DATAFLOW_INFO_NULL] Network compiler returned with error or didn't executed, this model can only be used on PC/Host emulation mode, it is not expected to work on target/EVM.

    I suspect model compilation is not successful in this case.

    Can you share model compilation logs with debug flag set to 2.

    Also which flow you are using for model artifacts generation (TIDL-RT or OSRT), what sdk version you are using ?

  • Hi,

    1. You able to generate the model artifacts

    Yes, we are able to generate artifacts.

    2. Host side inference is fine

    Yes.

    3. Target side inference is failing with above logs ?

    While generating artifacts on PC, we got this warning,

    NC running for device: 1
    Running with OTF buffer optimizations
    Segmentation fault (core dumped)
    Could not open /home/edgeai/code/edgeai-modelzoo/modelartifacts/AM68A/8bits/segmentation/artifacts/tempDir/output_tidl_net/perfSimInfo.bin
    WARNING: [TIDL_E_DATAFLOW_INFO_NULL] Network compiler returned with error or didn't executed, this model can only be used on PC/Host emulation mode, it is not expected to work on target/EVM.

    While inference on TI EVM, we got this error,

     APP: Init ... !!!
    MEM: Init ... !!!
    MEM: Initialized DMA HEAP (fd=4) !!!
    MEM: Init ... Done !!!
    IPC: Init ... !!!
    IPC: Init ... Done !!!
    REMOTE_SERVICE: Init ... !!!
    REMOTE_SERVICE: Init ... Done !!!
    14120.976291 s: GTC Frequency = 200 MHz
    APP: Init ... Done !!!
    14120.976366 s: VX_ZONE_INIT:Enabled
    14120.976378 s: VX_ZONE_ERROR:Enabled
    14120.976386 s: VX_ZONE_WARNING:Enabled
    14120.977218 s: VX_ZONE_INIT:[tivxInitLocal:130] Initialization Done !!!
    14120.978125 s: VX_ZONE_INIT:[tivxHostInitLocal:93] Initialization Done for HOST !!!
    14121.132763 s: VX_ZONE_ERROR:[ownContextSendCmd:799] Command ack message returned failure cmd_status: -1
    14121.132797 s: VX_ZONE_ERROR:[ownContextSendCmd:835] tivxEventWait() failed.
    14121.132824 s: VX_ZONE_ERROR:[ownNodeKernelInit:527] Target kernel, TIVX_CMD_NODE_CREATE failed for node TIDLNode
    14121.132835 s: VX_ZONE_ERROR:[ownNodeKernelInit:528] Please be sure the target callbacks have been registered for this core
    14121.132843 s: VX_ZONE_ERROR:[ownNodeKernelInit:529] If the target callbacks have been registered, please ensure no errors are occurring within the create callback of this kernel
    14121.132854 s: VX_ZONE_ERROR:[ownGraphNodeKernelInit:583] kernel init for node 0, kernel com.ti.tidl:1:1 ... failed !!!
    14121.132872 s: VX_ZONE_ERROR:[vxVerifyGraph:2055] Node kernel init failed
    14121.132882 s: VX_ZONE_ERROR:[vxVerifyGraph:2109] Graph verify failed
    TIDL_RT_OVX: ERROR: Verifying TIDL graph ... Failed !!!
    TIDL_RT_OVX: ERROR: Verify OpenVX graph failed

    Can you share model compilation logs with debug flag set to 2.

    Yes.

     

    target_device/SOC: AM68A
    Pass the appropriate commandline argument to use another target_device
    -------------------------------------------------------------------
    argv: ['./scripts/benchmark_modelzoo.py', 'settings_import_on_pc.yaml', '--target_device', 'AM68A']
    settings: {'include_files': None, 'pipeline_type': 'accuracy', 'num_frames': 1, 'calibration_frames': 1, 'calibration_iterations': 1, 'configs_path': './configs', 'models_path': './edgeai-modelzoo/models', 'modelartifacts_path': './edgeai-benchmark/work_dirs/modelartifacts/AM68A', 'datasets_path': './dependencies/datasets', 'target_device': 'AM68A', 'target_machine': 'pc', 'run_suffix': None, 'parallel_devices': 1, 'tensor_bits': 8, 'runtime_options': {'debug_level': 2}, 'run_import': True, 'run_inference': True, 'run_missing': True, 'detection_threshold': 0.3, 'detection_top_k': 200, 'detection_nms_threshold': None, 'detection_keep_top_k': None, 'save_output': True, 'num_output_frames': 50, 'model_selection': ['segmentation_unet'], 'model_shortlist': None, 'model_exclusion': None, 'task_selection': 'segmentation', 'runtime_selection': None, 'session_type_dict': {'onnx': 'onnxrt', 'tflite': 'tflitert', 'mxnet': 'tvmdlr'}, 'dataset_type_dict': {'ade20k': 'ade_20k'}, 'dataset_selection': 'ade20k32', 'dataset_loading': True, 'config_range': None, 'enable_logging': True, 'verbose': False, 'capture_log': False, 'experimental_models': False, 'rewrite_results': False, 'with_udp': False, 'flip_test': False, 'model_transformation_dict': None, 'report_perfsim': False, 'tidl_offload': True, 'input_optimization': None, 'run_dir_tree_depth': None, 'settings_file': 'settings_import_on_pc.yaml', 'basic_keys': ['include_files', 'pipeline_type', 'num_frames', 'calibration_frames', 'calibration_iterations', 'configs_path', 'models_path', 'modelartifacts_path', 'datasets_path', 'target_device', 'target_machine', 'run_suffix', 'parallel_devices', 'tensor_bits', 'runtime_options', 'run_import', 'run_inference', 'run_missing', 'detection_threshold', 'detection_top_k', 'detection_nms_threshold', 'detection_keep_top_k', 'save_output', 'num_output_frames', 'model_selection', 'model_shortlist', 'model_exclusion', 'task_selection', 'runtime_selection', 'session_type_dict', 'dataset_type_dict', 'dataset_selection', 'dataset_loading', 'config_range', 'enable_logging', 'verbose', 'capture_log', 'experimental_models', 'rewrite_results', 'with_udp', 'flip_test', 'model_transformation_dict', 'report_perfsim', 'tidl_offload', 'input_optimization', 'run_dir_tree_depth', 'settings_file'], 'dataset_cache': None}
    work_dir: ./edgeai-benchmark/work_dirs/modelartifacts/AM68A/8bits
    
    INFO:20231129-015533: dataset exists - will reuse - ./dependencies/datasets/ADEChallengeData2016
    download_ok: True
    configs to run: ['segmentation_dev_Unet_V1.1_onnx']
    number of configs: 1
    
    
    TASKS                                                       |   0%|          || 0/1 [00:00<?, ?it/s]
    TASKS                                                       |          |     0% 0/1| [< ]
    INFO:20231129-015533: starting process on parallel_device - 0
    
    INFO:20231129-015533: starting - segmentation_dev_Unet_V1.1_onnx
    INFO:20231129-015533: model_path - /home/edgeai/code/edgeai-benchmark_v8.6_mod/edgeai-modelzoo/models/vision/segmentation/ade20k32/edgeai-tv/segmentation_DV_Segmentation_dev_Unet_V1.1.onnx
    INFO:20231129-015533: model_file - /home/edgeai/code/edgeai-benchmark_v8.6_mod/edgeai-benchmark/work_dirs/modelartifacts/AM68A/8bits/segmentation_dev_Unet_V1.1_onnx/model/segmentation_DV_Segmentation_dev_Unet_V1.1.onnx
    
    INFO:20231129-015533: running - segmentation_dev_Unet_V1.1_onnx
    INFO:20231129-015533: pipeline_config - {'task_type': 'segmentation', 'dataset_category': 'ade20k32', 'calibration_dataset': <edgeai_benchmark.datasets.ade20k.ADE20KSegmentation object at 0x7f96a8ee82b0>, 'input_dataset': <edgeai_benchmark.datasets.ade20k.ADE20KSegmentation object at 0x7f96a8ee8908>, 'preprocess': <edgeai_benchmark.preprocess.PreProcessTransforms object at 0x7f96a8ee8c18>, 'session': <edgeai_benchmark.sessions.onnxrt_session.ONNXRTSession object at 0x7f97123c5048>, 'postprocess': <edgeai_benchmark.postprocess.PostProcessTransforms object at 0x7f97123c50b8>, 'model_info': {'metric_reference': {'accuracy_mean_iou%': 50.85}, 'model_shortlist': None}}
    INFO:20231129-015533: import  - segmentation_dev_Unet_V1.1_onnx - this may take some time...tidl_tools_path                                 = /home/edgeai/code/edgeai-benchmark_v8.6_mod/tools/AM68A/tidl_tools 
    artifacts_folder                                = /home/edgeai/code/edgeai-benchmark_v8.6_mod/edgeai-benchmark/work_dirs/modelartifacts/AM68A/8bits/segmentation_dev_Unet_V1.1_onnx/artifacts 
    tidl_tensor_bits                                = 8 
    debug_level                                     = 2 
    num_tidl_subgraphs                              = 16 
    tidl_denylist                                   = 
    tidl_denylist_layer_name                        = 
    tidl_denylist_layer_type                         = 
    tidl_allowlist_layer_name                        = 
    model_type                                      =  
    tidl_calibration_accuracy_level                 = 7 
    tidl_calibration_options:num_frames_calibration = 1 
    tidl_calibration_options:bias_calibration_iterations = 1 
    mixed_precision_factor = -1.000000 
    model_group_id = 0 
    power_of_2_quantization                         = 2 
    enable_high_resolution_optimization             = 0 
    pre_batchnorm_fold                              = 1 
    add_data_convert_ops                          = 3 
    output_feature_16bit_names_list                 =  
    m_params_16bit_names_list                       =  
    reserved_compile_constraints_flag               = 1601 
    ti_internal_reserved_1                          = 
    
     ****** WARNING : Network not identified as Object Detection network : (1) Ignore if network is not Object Detection network (2) If network is Object Detection network, please specify "model_type":"OD" as part of OSRT compilation options******
    
    Supported TIDL layer type ---            Cast --  
    Supported TIDL layer type ---             Add --  
    Supported TIDL layer type ---             Mul --  
    Supported TIDL layer type ---            Conv -- /backbone/net/p1/p1.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p1/p1.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p1/p1.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p2/p2.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p2/p2.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p2/p2.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p2/p2.1/conv1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p2/p2.1/conv1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p2/p2.1/conv1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p2/p2.1/conv2/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p2/p2.1/conv2/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p2/p2.1/conv2/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p2/p2.1/res_m.0/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p2/p2.1/res_m.0/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p2/p2.1/res_m.0/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p2/p2.1/res_m.0/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p2/p2.1/res_m.0/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p2/p2.1/res_m.0/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p2/p2.1/res_m.0/Add 
    Supported TIDL layer type ---            Conv -- /backbone/net/p2/p2.1/res_m.1/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p2/p2.1/res_m.1/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p2/p2.1/res_m.1/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p2/p2.1/res_m.1/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p2/p2.1/res_m.1/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p2/p2.1/res_m.1/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p2/p2.1/res_m.1/Add 
    Supported TIDL layer type ---          Concat -- /backbone/net/p2/p2.1/Concat 
    Supported TIDL layer type ---            Conv -- /backbone/net/p2/p2.1/conv3/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p2/p2.1/conv3/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p2/p2.1/conv3/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/conv1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/conv1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/conv1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/conv2/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/conv2/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/conv2/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/res_m.0/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/res_m.0/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/res_m.0/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/res_m.0/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/res_m.0/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/res_m.0/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p3/p3.1/res_m.0/Add 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/res_m.1/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/res_m.1/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/res_m.1/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/res_m.1/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/res_m.1/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/res_m.1/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p3/p3.1/res_m.1/Add 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/res_m.2/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/res_m.2/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/res_m.2/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/res_m.2/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/res_m.2/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/res_m.2/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p3/p3.1/res_m.2/Add 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/res_m.3/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/res_m.3/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/res_m.3/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/res_m.3/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/res_m.3/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/res_m.3/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p3/p3.1/res_m.3/Add 
    Supported TIDL layer type ---          Concat -- /backbone/net/p3/p3.1/Concat 
    Supported TIDL layer type ---            Conv -- /backbone/net/p3/p3.1/conv3/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p3/p3.1/conv3/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p3/p3.1/conv3/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/conv1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/conv1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/conv1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/conv2/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/conv2/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/conv2/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/res_m.0/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/res_m.0/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/res_m.0/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/res_m.0/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/res_m.0/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/res_m.0/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p4/p4.1/res_m.0/Add 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/res_m.1/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/res_m.1/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/res_m.1/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/res_m.1/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/res_m.1/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/res_m.1/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p4/p4.1/res_m.1/Add 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/res_m.2/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/res_m.2/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/res_m.2/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/res_m.2/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/res_m.2/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/res_m.2/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p4/p4.1/res_m.2/Add 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/res_m.3/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/res_m.3/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/res_m.3/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/res_m.3/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/res_m.3/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/res_m.3/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p4/p4.1/res_m.3/Add 
    Supported TIDL layer type ---          Concat -- /backbone/net/p4/p4.1/Concat 
    Supported TIDL layer type ---            Conv -- /backbone/net/p4/p4.1/conv3/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p4/p4.1/conv3/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p4/p4.1/conv3/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p5/p5.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p5/p5.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p5/p5.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p5/p5.1/conv1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p5/p5.1/conv1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p5/p5.1/conv1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p5/p5.1/conv2/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p5/p5.1/conv2/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p5/p5.1/conv2/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p5/p5.1/res_m.0/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p5/p5.1/res_m.0/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p5/p5.1/res_m.0/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p5/p5.1/res_m.0/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p5/p5.1/res_m.0/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p5/p5.1/res_m.0/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p5/p5.1/res_m.0/Add 
    Supported TIDL layer type ---            Conv -- /backbone/net/p5/p5.1/res_m.1/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p5/p5.1/res_m.1/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p5/p5.1/res_m.1/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p5/p5.1/res_m.1/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p5/p5.1/res_m.1/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p5/p5.1/res_m.1/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---             Add -- /backbone/net/p5/p5.1/res_m.1/Add 
    Supported TIDL layer type ---          Concat -- /backbone/net/p5/p5.1/Concat 
    Supported TIDL layer type ---            Conv -- /backbone/net/p5/p5.1/conv3/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p5/p5.1/conv3/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p5/p5.1/conv3/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/net/p5/p5.2/conv1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p5/p5.2/conv1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p5/p5.2/conv1/relu/Mul 
    Supported TIDL layer type ---         MaxPool -- /backbone/net/p5/p5.2/res_m_shared/res_m_shared.0/MaxPool 
    Supported TIDL layer type ---         MaxPool -- /backbone/net/p5/p5.2/res_m_shared/res_m_shared.1/MaxPool 
    Supported TIDL layer type ---         MaxPool -- /backbone/net/p5/p5.2/res_m_shared/res_m_shared.0_1/MaxPool 
    Supported TIDL layer type ---         MaxPool -- /backbone/net/p5/p5.2/res_m_shared/res_m_shared.1_1/MaxPool 
    Supported TIDL layer type ---         MaxPool -- /backbone/net/p5/p5.2/res_m_shared/res_m_shared.0_2/MaxPool 
    Supported TIDL layer type ---         MaxPool -- /backbone/net/p5/p5.2/res_m_shared/res_m_shared.1_2/MaxPool 
    Supported TIDL layer type ---          Concat -- /backbone/net/p5/p5.2/Concat 
    Supported TIDL layer type ---            Conv -- /backbone/net/p5/p5.2/conv2/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/net/p5/p5.2/conv2/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/net/p5/p5.2/conv2/relu/Mul 
    Supported TIDL layer type ---          Resize -- /backbone/fpn/up/Resize 
    Supported TIDL layer type ---          Concat -- /backbone/fpn/Concat 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h1/conv1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h1/conv1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h1/conv1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h1/conv2/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h1/conv2/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h1/conv2/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h1/res_m.0/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h1/res_m.0/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h1/res_m.0/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h1/res_m.0/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h1/res_m.0/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h1/res_m.0/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h1/res_m.1/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h1/res_m.1/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h1/res_m.1/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h1/res_m.1/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h1/res_m.1/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h1/res_m.1/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---          Concat -- /backbone/fpn/h1/Concat 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h1/conv3/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h1/conv3/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h1/conv3/relu/Mul 
    Supported TIDL layer type ---          Resize -- /backbone/fpn/up_1/Resize 
    Supported TIDL layer type ---          Concat -- /backbone/fpn/Concat_1 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h2/conv1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h2/conv1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h2/conv1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h2/conv2/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h2/conv2/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h2/conv2/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h2/res_m.0/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h2/res_m.0/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h2/res_m.0/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h2/res_m.0/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h2/res_m.0/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h2/res_m.0/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h2/res_m.1/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h2/res_m.1/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h2/res_m.1/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h2/res_m.1/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h2/res_m.1/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h2/res_m.1/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---          Concat -- /backbone/fpn/h2/Concat 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h2/conv3/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h2/conv3/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h2/conv3/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h3/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h3/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h3/relu/Mul 
    Supported TIDL layer type ---          Concat -- /backbone/fpn/Concat_2 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h4/conv1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h4/conv1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h4/conv1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h4/conv2/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h4/conv2/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h4/conv2/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h4/res_m.0/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h4/res_m.0/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h4/res_m.0/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h4/res_m.0/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h4/res_m.0/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h4/res_m.0/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h4/res_m.1/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h4/res_m.1/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h4/res_m.1/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h4/res_m.1/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h4/res_m.1/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h4/res_m.1/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---          Concat -- /backbone/fpn/h4/Concat 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h4/conv3/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h4/conv3/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h4/conv3/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h5/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h5/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h5/relu/Mul 
    Supported TIDL layer type ---          Concat -- /backbone/fpn/Concat_3 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h6/conv1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h6/conv1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h6/conv1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h6/conv2/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h6/conv2/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h6/conv2/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h6/res_m.0/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h6/res_m.0/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h6/res_m.0/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h6/res_m.0/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h6/res_m.0/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h6/res_m.0/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h6/res_m.1/res_m/res_m.0/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h6/res_m.1/res_m/res_m.0/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h6/res_m.1/res_m/res_m.0/relu/Mul 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h6/res_m.1/res_m/res_m.1/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h6/res_m.1/res_m/res_m.1/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h6/res_m.1/res_m/res_m.1/relu/Mul 
    Supported TIDL layer type ---          Concat -- /backbone/fpn/h6/Concat 
    Supported TIDL layer type ---            Conv -- /backbone/fpn/h6/conv3/conv/Conv 
    Supported TIDL layer type ---         Sigmoid -- /backbone/fpn/h6/conv3/relu/Sigmoid 
    Supported TIDL layer type ---             Mul -- /backbone/fpn/h6/conv3/relu/Mul 
    Supported TIDL layer type ---            Conv -- /decoder/conv/conv1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/conv/conv_branch/conv_branch.0/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/conv/conv_branch/conv_branch.1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/conv/conv_branch/conv_branch.3/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/conv/conv_branch/conv_branch.4/Conv 
    Supported TIDL layer type ---             Add -- /decoder/conv/Add 
    Supported TIDL layer type ---            Relu -- /decoder/conv/relu/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/conv1/Conv 
    Supported TIDL layer type ---          Resize -- /decoder/upsample/Resize 
    Supported TIDL layer type ---            Conv -- /decoder/ffm2/ftb1/conv1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm2/ftb1/conv_branch/conv_branch.0/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm2/ftb1/conv_branch/conv_branch.1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm2/ftb1/conv_branch/conv_branch.3/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm2/ftb1/conv_branch/conv_branch.4/Conv 
    Supported TIDL layer type ---             Add -- /decoder/ffm2/ftb1/Add 
    Supported TIDL layer type ---            Relu -- /decoder/ffm2/ftb1/relu/Relu 
    Supported TIDL layer type ---             Add -- /decoder/ffm2/Add 
    Supported TIDL layer type ---            Conv -- /decoder/ffm2/ftb2/conv1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm2/ftb2/conv_branch/conv_branch.0/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm2/ftb2/conv_branch/conv_branch.1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm2/ftb2/conv_branch/conv_branch.3/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm2/ftb2/conv_branch/conv_branch.4/Conv 
    Supported TIDL layer type ---             Add -- /decoder/ffm2/ftb2/Add 
    Supported TIDL layer type ---            Relu -- /decoder/ffm2/ftb2/relu/Relu 
    Supported TIDL layer type ---          Resize -- /decoder/ffm2/upsample/Resize 
    Supported TIDL layer type ---            Conv -- /decoder/ffm1/ftb1/conv1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm1/ftb1/conv_branch/conv_branch.0/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm1/ftb1/conv_branch/conv_branch.1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm1/ftb1/conv_branch/conv_branch.3/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm1/ftb1/conv_branch/conv_branch.4/Conv 
    Supported TIDL layer type ---             Add -- /decoder/ffm1/ftb1/Add 
    Supported TIDL layer type ---            Relu -- /decoder/ffm1/ftb1/relu/Relu 
    Supported TIDL layer type ---             Add -- /decoder/ffm1/Add 
    Supported TIDL layer type ---            Conv -- /decoder/ffm1/ftb2/conv1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm1/ftb2/conv_branch/conv_branch.0/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm1/ftb2/conv_branch/conv_branch.1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm1/ftb2/conv_branch/conv_branch.3/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm1/ftb2/conv_branch/conv_branch.4/Conv 
    Supported TIDL layer type ---             Add -- /decoder/ffm1/ftb2/Add 
    Supported TIDL layer type ---            Relu -- /decoder/ffm1/ftb2/relu/Relu 
    Supported TIDL layer type ---          Resize -- /decoder/ffm1/upsample/Resize 
    Supported TIDL layer type ---            Conv -- /decoder/ffm0/ftb1/conv1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm0/ftb1/conv_branch/conv_branch.0/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm0/ftb1/conv_branch/conv_branch.1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm0/ftb1/conv_branch/conv_branch.3/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm0/ftb1/conv_branch/conv_branch.4/Conv 
    Supported TIDL layer type ---             Add -- /decoder/ffm0/ftb1/Add 
    Supported TIDL layer type ---            Relu -- /decoder/ffm0/ftb1/relu/Relu 
    Supported TIDL layer type ---             Add -- /decoder/ffm0/Add 
    Supported TIDL layer type ---            Conv -- /decoder/ffm0/ftb2/conv1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm0/ftb2/conv_branch/conv_branch.0/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm0/ftb2/conv_branch/conv_branch.1/Conv 
    Supported TIDL layer type ---            Relu -- /decoder/ffm0/ftb2/conv_branch/conv_branch.3/Relu 
    Supported TIDL layer type ---            Conv -- /decoder/ffm0/ftb2/conv_branch/conv_branch.4/Conv 
    Supported TIDL layer type ---             Add -- /decoder/ffm0/ftb2/Add 
    Supported TIDL layer type ---            Relu -- /decoder/ffm0/ftb2/relu/Relu 
    Supported TIDL layer type ---          Resize -- /decoder/ffm0/upsample/Resize 
    Supported TIDL layer type ---            Conv -- /decoder/outconv/conv/Conv 
    Supported TIDL layer type ---          Resize -- /decoder/outconv/upsample/Resize 
    
    Preliminary subgraphs created = 1 
    Final number of subgraphs created are : 1, - Offloaded Nodes - 314, Total Nodes - 314 
    INFORMATION -- [TIDL_ResizeLayer]  Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.  
    INFORMATION -- [TIDL_ResizeLayer]  Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.  
    INFORMATION -- [TIDL_ResizeLayer]  Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.  
    INFORMATION -- [TIDL_ResizeLayer]  Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.  
    INFORMATION -- [TIDL_ResizeLayer]  Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.  
    INFORMATION -- [TIDL_ResizeLayer]  Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.  
    INFORMATION -- [TIDL_ResizeLayer]  Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.  
    Running runtimes graphviz - /home/edgeai/code/edgeai-benchmark_v8.6_mod/tools/AM68A/tidl_tools/tidl_graphVisualiser_runtimes.out /home/edgeai/code/edgeai-benchmark_v8.6_mod/edgeai-benchmark/work_dirs/modelartifacts/AM68A/8bits/segmentation_dev_Unet_V1.1_onnx/artifacts/allowedNode.txt /home/edgeai/code/edgeai-benchmark_v8.6_mod/edgeai-benchmark/work_dirs/modelartifacts/AM68A/8bits/segmentation_dev_Unet_V1.1_onnx/artifacts/tempDir/graphvizInfo.txt /home/edgeai/code/edgeai-benchmark_v8.6_mod/edgeai-benchmark/work_dirs/modelartifacts/AM68A/8bits/segmentation_dev_Unet_V1.1_onnx/artifacts/tempDir/runtimes_visualization.svg 
    *** In TIDL_createStateImportFunc *** 
    Compute on node : TIDLExecutionProvider_TIDL_0_0
      0,            Cast, 1, 1, inputNet_IN, TIDL_cast_in
      1,             Add, 2, 1, TIDL_cast_in, TIDL_Scale_In
      2,             Mul, 2, 1, TIDL_Scale_In, input
      3,            Conv, 3, 1, input, /backbone/net/p1/p1.0/conv/Conv_output_0
      4,         Sigmoid, 1, 1, /backbone/net/p1/p1.0/conv/Conv_output_0, /backbone/net/p1/p1.0/relu/Sigmoid_output_0
      5,             Mul, 2, 1, /backbone/net/p1/p1.0/conv/Conv_output_0, /backbone/net/p1/p1.0/relu/Mul_output_0
      6,            Conv, 3, 1, /backbone/net/p1/p1.0/relu/Mul_output_0, /backbone/net/p2/p2.0/conv/Conv_output_0
      7,         Sigmoid, 1, 1, /backbone/net/p2/p2.0/conv/Conv_output_0, /backbone/net/p2/p2.0/relu/Sigmoid_output_0
      8,             Mul, 2, 1, /backbone/net/p2/p2.0/conv/Conv_output_0, /backbone/net/p2/p2.0/relu/Mul_output_0
      9,            Conv, 3, 1, /backbone/net/p2/p2.0/relu/Mul_output_0, /backbone/net/p2/p2.1/conv1/conv/Conv_output_0
     10,         Sigmoid, 1, 1, /backbone/net/p2/p2.1/conv1/conv/Conv_output_0, /backbone/net/p2/p2.1/conv1/relu/Sigmoid_output_0
     11,             Mul, 2, 1, /backbone/net/p2/p2.1/conv1/conv/Conv_output_0, /backbone/net/p2/p2.1/conv1/relu/Mul_output_0
     12,            Conv, 3, 1, /backbone/net/p2/p2.0/relu/Mul_output_0, /backbone/net/p2/p2.1/conv2/conv/Conv_output_0
     13,         Sigmoid, 1, 1, /backbone/net/p2/p2.1/conv2/conv/Conv_output_0, /backbone/net/p2/p2.1/conv2/relu/Sigmoid_output_0
     14,             Mul, 2, 1, /backbone/net/p2/p2.1/conv2/conv/Conv_output_0, /backbone/net/p2/p2.1/conv2/relu/Mul_output_0
     15,            Conv, 3, 1, /backbone/net/p2/p2.1/conv2/relu/Mul_output_0, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.0/conv/Conv_output_0
     16,         Sigmoid, 1, 1, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.0/relu/Sigmoid_output_0
     17,             Mul, 2, 1, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.0/relu/Mul_output_0
     18,            Conv, 3, 1, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.1/conv/Conv_output_0
     19,         Sigmoid, 1, 1, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.1/relu/Sigmoid_output_0
     20,             Mul, 2, 1, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.1/relu/Mul_output_0
     21,             Add, 2, 1, /backbone/net/p2/p2.1/res_m.0/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p2/p2.1/res_m.0/Add_output_0
     22,            Conv, 3, 1, /backbone/net/p2/p2.1/res_m.0/Add_output_0, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.0/conv/Conv_output_0
     23,         Sigmoid, 1, 1, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.0/relu/Sigmoid_output_0
     24,             Mul, 2, 1, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.0/relu/Mul_output_0
     25,            Conv, 3, 1, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.1/conv/Conv_output_0
     26,         Sigmoid, 1, 1, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.1/relu/Sigmoid_output_0
     27,             Mul, 2, 1, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.1/relu/Mul_output_0
     28,             Add, 2, 1, /backbone/net/p2/p2.1/res_m.1/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p2/p2.1/res_m.1/Add_output_0
     29,          Concat, 4, 1, /backbone/net/p2/p2.1/conv1/relu/Mul_output_0, /backbone/net/p2/p2.1/Concat_output_0
     30,            Conv, 3, 1, /backbone/net/p2/p2.1/Concat_output_0, /backbone/net/p2/p2.1/conv3/conv/Conv_output_0
     31,         Sigmoid, 1, 1, /backbone/net/p2/p2.1/conv3/conv/Conv_output_0, /backbone/net/p2/p2.1/conv3/relu/Sigmoid_output_0
     32,             Mul, 2, 1, /backbone/net/p2/p2.1/conv3/conv/Conv_output_0, /backbone/net/p2/p2.1/conv3/relu/Mul_output_0
     33,            Conv, 3, 1, /backbone/net/p2/p2.1/conv3/relu/Mul_output_0, /backbone/net/p3/p3.0/conv/Conv_output_0
     34,         Sigmoid, 1, 1, /backbone/net/p3/p3.0/conv/Conv_output_0, /backbone/net/p3/p3.0/relu/Sigmoid_output_0
     35,             Mul, 2, 1, /backbone/net/p3/p3.0/conv/Conv_output_0, /backbone/net/p3/p3.0/relu/Mul_output_0
     36,            Conv, 3, 1, /backbone/net/p3/p3.0/relu/Mul_output_0, /backbone/net/p3/p3.1/conv1/conv/Conv_output_0
     37,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/conv1/conv/Conv_output_0, /backbone/net/p3/p3.1/conv1/relu/Sigmoid_output_0
     38,             Mul, 2, 1, /backbone/net/p3/p3.1/conv1/conv/Conv_output_0, /backbone/net/p3/p3.1/conv1/relu/Mul_output_0
     39,            Conv, 3, 1, /backbone/net/p3/p3.0/relu/Mul_output_0, /backbone/net/p3/p3.1/conv2/conv/Conv_output_0
     40,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/conv2/conv/Conv_output_0, /backbone/net/p3/p3.1/conv2/relu/Sigmoid_output_0
     41,             Mul, 2, 1, /backbone/net/p3/p3.1/conv2/conv/Conv_output_0, /backbone/net/p3/p3.1/conv2/relu/Mul_output_0
     42,            Conv, 3, 1, /backbone/net/p3/p3.1/conv2/relu/Mul_output_0, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.0/conv/Conv_output_0
     43,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.0/relu/Sigmoid_output_0
     44,             Mul, 2, 1, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.0/relu/Mul_output_0
     45,            Conv, 3, 1, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.1/conv/Conv_output_0
     46,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.1/relu/Sigmoid_output_0
     47,             Mul, 2, 1, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.1/relu/Mul_output_0
     48,             Add, 2, 1, /backbone/net/p3/p3.1/res_m.0/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p3/p3.1/res_m.0/Add_output_0
     49,            Conv, 3, 1, /backbone/net/p3/p3.1/res_m.0/Add_output_0, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.0/conv/Conv_output_0
     50,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.0/relu/Sigmoid_output_0
     51,             Mul, 2, 1, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.0/relu/Mul_output_0
     52,            Conv, 3, 1, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.1/conv/Conv_output_0
     53,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.1/relu/Sigmoid_output_0
     54,             Mul, 2, 1, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.1/relu/Mul_output_0
     55,             Add, 2, 1, /backbone/net/p3/p3.1/res_m.1/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p3/p3.1/res_m.1/Add_output_0
     56,            Conv, 3, 1, /backbone/net/p3/p3.1/res_m.1/Add_output_0, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.0/conv/Conv_output_0
     57,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.0/relu/Sigmoid_output_0
     58,             Mul, 2, 1, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.0/relu/Mul_output_0
     59,            Conv, 3, 1, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.1/conv/Conv_output_0
     60,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.1/relu/Sigmoid_output_0
     61,             Mul, 2, 1, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.1/relu/Mul_output_0
     62,             Add, 2, 1, /backbone/net/p3/p3.1/res_m.2/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p3/p3.1/res_m.2/Add_output_0
     63,            Conv, 3, 1, /backbone/net/p3/p3.1/res_m.2/Add_output_0, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.0/conv/Conv_output_0
     64,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.0/relu/Sigmoid_output_0
     65,             Mul, 2, 1, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.0/relu/Mul_output_0
     66,            Conv, 3, 1, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.1/conv/Conv_output_0
     67,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.1/relu/Sigmoid_output_0
     68,             Mul, 2, 1, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.1/relu/Mul_output_0
     69,             Add, 2, 1, /backbone/net/p3/p3.1/res_m.3/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p3/p3.1/res_m.3/Add_output_0
     70,          Concat, 6, 1, /backbone/net/p3/p3.1/conv1/relu/Mul_output_0, /backbone/net/p3/p3.1/Concat_output_0
     71,            Conv, 3, 1, /backbone/net/p3/p3.1/Concat_output_0, /backbone/net/p3/p3.1/conv3/conv/Conv_output_0
     72,         Sigmoid, 1, 1, /backbone/net/p3/p3.1/conv3/conv/Conv_output_0, /backbone/net/p3/p3.1/conv3/relu/Sigmoid_output_0
     73,             Mul, 2, 1, /backbone/net/p3/p3.1/conv3/conv/Conv_output_0, /backbone/net/p3/p3.1/conv3/relu/Mul_output_0
     74,            Conv, 3, 1, /backbone/net/p3/p3.1/conv3/relu/Mul_output_0, /backbone/net/p4/p4.0/conv/Conv_output_0
     75,         Sigmoid, 1, 1, /backbone/net/p4/p4.0/conv/Conv_output_0, /backbone/net/p4/p4.0/relu/Sigmoid_output_0
     76,             Mul, 2, 1, /backbone/net/p4/p4.0/conv/Conv_output_0, /backbone/net/p4/p4.0/relu/Mul_output_0
     77,            Conv, 3, 1, /backbone/net/p4/p4.0/relu/Mul_output_0, /backbone/net/p4/p4.1/conv1/conv/Conv_output_0
     78,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/conv1/conv/Conv_output_0, /backbone/net/p4/p4.1/conv1/relu/Sigmoid_output_0
     79,             Mul, 2, 1, /backbone/net/p4/p4.1/conv1/conv/Conv_output_0, /backbone/net/p4/p4.1/conv1/relu/Mul_output_0
     80,            Conv, 3, 1, /backbone/net/p4/p4.0/relu/Mul_output_0, /backbone/net/p4/p4.1/conv2/conv/Conv_output_0
     81,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/conv2/conv/Conv_output_0, /backbone/net/p4/p4.1/conv2/relu/Sigmoid_output_0
     82,             Mul, 2, 1, /backbone/net/p4/p4.1/conv2/conv/Conv_output_0, /backbone/net/p4/p4.1/conv2/relu/Mul_output_0
     83,            Conv, 3, 1, /backbone/net/p4/p4.1/conv2/relu/Mul_output_0, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.0/conv/Conv_output_0
     84,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.0/relu/Sigmoid_output_0
     85,             Mul, 2, 1, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.0/relu/Mul_output_0
     86,            Conv, 3, 1, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.1/conv/Conv_output_0
     87,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.1/relu/Sigmoid_output_0
     88,             Mul, 2, 1, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.1/relu/Mul_output_0
     89,             Add, 2, 1, /backbone/net/p4/p4.1/res_m.0/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p4/p4.1/res_m.0/Add_output_0
     90,            Conv, 3, 1, /backbone/net/p4/p4.1/res_m.0/Add_output_0, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.0/conv/Conv_output_0
     91,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.0/relu/Sigmoid_output_0
     92,             Mul, 2, 1, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.0/relu/Mul_output_0
     93,            Conv, 3, 1, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.1/conv/Conv_output_0
     94,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.1/relu/Sigmoid_output_0
     95,             Mul, 2, 1, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.1/relu/Mul_output_0
     96,             Add, 2, 1, /backbone/net/p4/p4.1/res_m.1/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p4/p4.1/res_m.1/Add_output_0
     97,            Conv, 3, 1, /backbone/net/p4/p4.1/res_m.1/Add_output_0, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.0/conv/Conv_output_0
     98,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.0/relu/Sigmoid_output_0
     99,             Mul, 2, 1, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.0/relu/Mul_output_0
    100,            Conv, 3, 1, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.1/conv/Conv_output_0
    101,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.1/relu/Sigmoid_output_0
    102,             Mul, 2, 1, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.1/relu/Mul_output_0
    103,             Add, 2, 1, /backbone/net/p4/p4.1/res_m.2/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p4/p4.1/res_m.2/Add_output_0
    104,            Conv, 3, 1, /backbone/net/p4/p4.1/res_m.2/Add_output_0, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.0/conv/Conv_output_0
    105,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.0/relu/Sigmoid_output_0
    106,             Mul, 2, 1, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.0/relu/Mul_output_0
    107,            Conv, 3, 1, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.1/conv/Conv_output_0
    108,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.1/relu/Sigmoid_output_0
    109,             Mul, 2, 1, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.1/relu/Mul_output_0
    110,             Add, 2, 1, /backbone/net/p4/p4.1/res_m.3/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p4/p4.1/res_m.3/Add_output_0
    111,          Concat, 6, 1, /backbone/net/p4/p4.1/conv1/relu/Mul_output_0, /backbone/net/p4/p4.1/Concat_output_0
    112,            Conv, 3, 1, /backbone/net/p4/p4.1/Concat_output_0, /backbone/net/p4/p4.1/conv3/conv/Conv_output_0
    113,         Sigmoid, 1, 1, /backbone/net/p4/p4.1/conv3/conv/Conv_output_0, /backbone/net/p4/p4.1/conv3/relu/Sigmoid_output_0
    114,             Mul, 2, 1, /backbone/net/p4/p4.1/conv3/conv/Conv_output_0, /backbone/net/p4/p4.1/conv3/relu/Mul_output_0
    115,            Conv, 3, 1, /backbone/net/p4/p4.1/conv3/relu/Mul_output_0, /backbone/net/p5/p5.0/conv/Conv_output_0
    116,         Sigmoid, 1, 1, /backbone/net/p5/p5.0/conv/Conv_output_0, /backbone/net/p5/p5.0/relu/Sigmoid_output_0
    117,             Mul, 2, 1, /backbone/net/p5/p5.0/conv/Conv_output_0, /backbone/net/p5/p5.0/relu/Mul_output_0
    118,            Conv, 3, 1, /backbone/net/p5/p5.0/relu/Mul_output_0, /backbone/net/p5/p5.1/conv1/conv/Conv_output_0
    119,         Sigmoid, 1, 1, /backbone/net/p5/p5.1/conv1/conv/Conv_output_0, /backbone/net/p5/p5.1/conv1/relu/Sigmoid_output_0
    120,             Mul, 2, 1, /backbone/net/p5/p5.1/conv1/conv/Conv_output_0, /backbone/net/p5/p5.1/conv1/relu/Mul_output_0
    121,            Conv, 3, 1, /backbone/net/p5/p5.0/relu/Mul_output_0, /backbone/net/p5/p5.1/conv2/conv/Conv_output_0
    122,         Sigmoid, 1, 1, /backbone/net/p5/p5.1/conv2/conv/Conv_output_0, /backbone/net/p5/p5.1/conv2/relu/Sigmoid_output_0
    123,             Mul, 2, 1, /backbone/net/p5/p5.1/conv2/conv/Conv_output_0, /backbone/net/p5/p5.1/conv2/relu/Mul_output_0
    124,            Conv, 3, 1, /backbone/net/p5/p5.1/conv2/relu/Mul_output_0, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.0/conv/Conv_output_0
    125,         Sigmoid, 1, 1, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.0/relu/Sigmoid_output_0
    126,             Mul, 2, 1, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.0/relu/Mul_output_0
    127,            Conv, 3, 1, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.1/conv/Conv_output_0
    128,         Sigmoid, 1, 1, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.1/relu/Sigmoid_output_0
    129,             Mul, 2, 1, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.1/relu/Mul_output_0
    130,             Add, 2, 1, /backbone/net/p5/p5.1/res_m.0/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p5/p5.1/res_m.0/Add_output_0
    131,            Conv, 3, 1, /backbone/net/p5/p5.1/res_m.0/Add_output_0, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.0/conv/Conv_output_0
    132,         Sigmoid, 1, 1, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.0/relu/Sigmoid_output_0
    133,             Mul, 2, 1, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.0/relu/Mul_output_0
    134,            Conv, 3, 1, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.0/relu/Mul_output_0, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.1/conv/Conv_output_0
    135,         Sigmoid, 1, 1, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.1/relu/Sigmoid_output_0
    136,             Mul, 2, 1, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.1/relu/Mul_output_0
    137,             Add, 2, 1, /backbone/net/p5/p5.1/res_m.1/res_m/res_m.1/relu/Mul_output_0, /backbone/net/p5/p5.1/res_m.1/Add_output_0
    138,          Concat, 4, 1, /backbone/net/p5/p5.1/conv1/relu/Mul_output_0, /backbone/net/p5/p5.1/Concat_output_0
    139,            Conv, 3, 1, /backbone/net/p5/p5.1/Concat_output_0, /backbone/net/p5/p5.1/conv3/conv/Conv_output_0
    140,         Sigmoid, 1, 1, /backbone/net/p5/p5.1/conv3/conv/Conv_output_0, /backbone/net/p5/p5.1/conv3/relu/Sigmoid_output_0
    141,             Mul, 2, 1, /backbone/net/p5/p5.1/conv3/conv/Conv_output_0, /backbone/net/p5/p5.1/conv3/relu/Mul_output_0
    142,            Conv, 3, 1, /backbone/net/p5/p5.1/conv3/relu/Mul_output_0, /backbone/net/p5/p5.2/conv1/conv/Conv_output_0
    143,         Sigmoid, 1, 1, /backbone/net/p5/p5.2/conv1/conv/Conv_output_0, /backbone/net/p5/p5.2/conv1/relu/Sigmoid_output_0
    144,             Mul, 2, 1, /backbone/net/p5/p5.2/conv1/conv/Conv_output_0, /backbone/net/p5/p5.2/conv1/relu/Mul_output_0
    145,         MaxPool, 1, 1, /backbone/net/p5/p5.2/conv1/relu/Mul_output_0, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.0/MaxPool_output_0
    146,         MaxPool, 1, 1, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.0/MaxPool_output_0, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.1/MaxPool_output_0
    147,         MaxPool, 1, 1, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.1/MaxPool_output_0, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.0_1/MaxPool_output_0
    148,         MaxPool, 1, 1, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.0_1/MaxPool_output_0, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.1_1/MaxPool_output_0
    149,         MaxPool, 1, 1, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.1_1/MaxPool_output_0, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.0_2/MaxPool_output_0
    150,         MaxPool, 1, 1, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.0_2/MaxPool_output_0, /backbone/net/p5/p5.2/res_m_shared/res_m_shared.1_2/MaxPool_output_0
    151,          Concat, 4, 1, /backbone/net/p5/p5.2/conv1/relu/Mul_output_0, /backbone/net/p5/p5.2/Concat_output_0
    152,            Conv, 3, 1, /backbone/net/p5/p5.2/Concat_output_0, /backbone/net/p5/p5.2/conv2/conv/Conv_output_0
    153,         Sigmoid, 1, 1, /backbone/net/p5/p5.2/conv2/conv/Conv_output_0, /backbone/net/p5/p5.2/conv2/relu/Sigmoid_output_0
    154,             Mul, 2, 1, /backbone/net/p5/p5.2/conv2/conv/Conv_output_0, /backbone/net/p5/p5.2/conv2/relu/Mul_output_0
    155,          Resize, 3, 1, /backbone/net/p5/p5.2/conv2/relu/Mul_output_0, /backbone/fpn/up/Resize_output_0
    156,          Concat, 2, 1, /backbone/fpn/up/Resize_output_0, /backbone/fpn/Concat_output_0
    157,            Conv, 3, 1, /backbone/fpn/Concat_output_0, /backbone/fpn/h1/conv1/conv/Conv_output_0
    158,         Sigmoid, 1, 1, /backbone/fpn/h1/conv1/conv/Conv_output_0, /backbone/fpn/h1/conv1/relu/Sigmoid_output_0
    159,             Mul, 2, 1, /backbone/fpn/h1/conv1/conv/Conv_output_0, /backbone/fpn/h1/conv1/relu/Mul_output_0
    160,            Conv, 3, 1, /backbone/fpn/Concat_output_0, /backbone/fpn/h1/conv2/conv/Conv_output_0
    161,         Sigmoid, 1, 1, /backbone/fpn/h1/conv2/conv/Conv_output_0, /backbone/fpn/h1/conv2/relu/Sigmoid_output_0
    162,             Mul, 2, 1, /backbone/fpn/h1/conv2/conv/Conv_output_0, /backbone/fpn/h1/conv2/relu/Mul_output_0
    163,            Conv, 3, 1, /backbone/fpn/h1/conv2/relu/Mul_output_0, /backbone/fpn/h1/res_m.0/res_m/res_m.0/conv/Conv_output_0
    164,         Sigmoid, 1, 1, /backbone/fpn/h1/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h1/res_m.0/res_m/res_m.0/relu/Sigmoid_output_0
    165,             Mul, 2, 1, /backbone/fpn/h1/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h1/res_m.0/res_m/res_m.0/relu/Mul_output_0
    166,            Conv, 3, 1, /backbone/fpn/h1/res_m.0/res_m/res_m.0/relu/Mul_output_0, /backbone/fpn/h1/res_m.0/res_m/res_m.1/conv/Conv_output_0
    167,         Sigmoid, 1, 1, /backbone/fpn/h1/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h1/res_m.0/res_m/res_m.1/relu/Sigmoid_output_0
    168,             Mul, 2, 1, /backbone/fpn/h1/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h1/res_m.0/res_m/res_m.1/relu/Mul_output_0
    169,            Conv, 3, 1, /backbone/fpn/h1/res_m.0/res_m/res_m.1/relu/Mul_output_0, /backbone/fpn/h1/res_m.1/res_m/res_m.0/conv/Conv_output_0
    170,         Sigmoid, 1, 1, /backbone/fpn/h1/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h1/res_m.1/res_m/res_m.0/relu/Sigmoid_output_0
    171,             Mul, 2, 1, /backbone/fpn/h1/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h1/res_m.1/res_m/res_m.0/relu/Mul_output_0
    172,            Conv, 3, 1, /backbone/fpn/h1/res_m.1/res_m/res_m.0/relu/Mul_output_0, /backbone/fpn/h1/res_m.1/res_m/res_m.1/conv/Conv_output_0
    173,         Sigmoid, 1, 1, /backbone/fpn/h1/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h1/res_m.1/res_m/res_m.1/relu/Sigmoid_output_0
    174,             Mul, 2, 1, /backbone/fpn/h1/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h1/res_m.1/res_m/res_m.1/relu/Mul_output_0
    175,          Concat, 4, 1, /backbone/fpn/h1/conv1/relu/Mul_output_0, /backbone/fpn/h1/Concat_output_0
    176,            Conv, 3, 1, /backbone/fpn/h1/Concat_output_0, /backbone/fpn/h1/conv3/conv/Conv_output_0
    177,         Sigmoid, 1, 1, /backbone/fpn/h1/conv3/conv/Conv_output_0, /backbone/fpn/h1/conv3/relu/Sigmoid_output_0
    178,             Mul, 2, 1, /backbone/fpn/h1/conv3/conv/Conv_output_0, /backbone/fpn/h1/conv3/relu/Mul_output_0
    179,          Resize, 3, 1, /backbone/fpn/h1/conv3/relu/Mul_output_0, /backbone/fpn/up_1/Resize_output_0
    180,          Concat, 2, 1, /backbone/fpn/up_1/Resize_output_0, /backbone/fpn/Concat_1_output_0
    181,            Conv, 3, 1, /backbone/fpn/Concat_1_output_0, /backbone/fpn/h2/conv1/conv/Conv_output_0
    182,         Sigmoid, 1, 1, /backbone/fpn/h2/conv1/conv/Conv_output_0, /backbone/fpn/h2/conv1/relu/Sigmoid_output_0
    183,             Mul, 2, 1, /backbone/fpn/h2/conv1/conv/Conv_output_0, /backbone/fpn/h2/conv1/relu/Mul_output_0
    184,            Conv, 3, 1, /backbone/fpn/Concat_1_output_0, /backbone/fpn/h2/conv2/conv/Conv_output_0
    185,         Sigmoid, 1, 1, /backbone/fpn/h2/conv2/conv/Conv_output_0, /backbone/fpn/h2/conv2/relu/Sigmoid_output_0
    186,             Mul, 2, 1, /backbone/fpn/h2/conv2/conv/Conv_output_0, /backbone/fpn/h2/conv2/relu/Mul_output_0
    187,            Conv, 3, 1, /backbone/fpn/h2/conv2/relu/Mul_output_0, /backbone/fpn/h2/res_m.0/res_m/res_m.0/conv/Conv_output_0
    188,         Sigmoid, 1, 1, /backbone/fpn/h2/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h2/res_m.0/res_m/res_m.0/relu/Sigmoid_output_0
    189,             Mul, 2, 1, /backbone/fpn/h2/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h2/res_m.0/res_m/res_m.0/relu/Mul_output_0
    190,            Conv, 3, 1, /backbone/fpn/h2/res_m.0/res_m/res_m.0/relu/Mul_output_0, /backbone/fpn/h2/res_m.0/res_m/res_m.1/conv/Conv_output_0
    191,         Sigmoid, 1, 1, /backbone/fpn/h2/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h2/res_m.0/res_m/res_m.1/relu/Sigmoid_output_0
    192,             Mul, 2, 1, /backbone/fpn/h2/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h2/res_m.0/res_m/res_m.1/relu/Mul_output_0
    193,            Conv, 3, 1, /backbone/fpn/h2/res_m.0/res_m/res_m.1/relu/Mul_output_0, /backbone/fpn/h2/res_m.1/res_m/res_m.0/conv/Conv_output_0
    194,         Sigmoid, 1, 1, /backbone/fpn/h2/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h2/res_m.1/res_m/res_m.0/relu/Sigmoid_output_0
    195,             Mul, 2, 1, /backbone/fpn/h2/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h2/res_m.1/res_m/res_m.0/relu/Mul_output_0
    196,            Conv, 3, 1, /backbone/fpn/h2/res_m.1/res_m/res_m.0/relu/Mul_output_0, /backbone/fpn/h2/res_m.1/res_m/res_m.1/conv/Conv_output_0
    197,         Sigmoid, 1, 1, /backbone/fpn/h2/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h2/res_m.1/res_m/res_m.1/relu/Sigmoid_output_0
    198,             Mul, 2, 1, /backbone/fpn/h2/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h2/res_m.1/res_m/res_m.1/relu/Mul_output_0
    199,          Concat, 4, 1, /backbone/fpn/h2/conv1/relu/Mul_output_0, /backbone/fpn/h2/Concat_output_0
    200,            Conv, 3, 1, /backbone/fpn/h2/Concat_output_0, /backbone/fpn/h2/conv3/conv/Conv_output_0
    201,         Sigmoid, 1, 1, /backbone/fpn/h2/conv3/conv/Conv_output_0, /backbone/fpn/h2/conv3/relu/Sigmoid_output_0
    202,             Mul, 2, 1, /backbone/fpn/h2/conv3/conv/Conv_output_0, /backbone/fpn/h2/conv3/relu/Mul_output_0
    203,            Conv, 3, 1, /backbone/fpn/h2/conv3/relu/Mul_output_0, /backbone/fpn/h3/conv/Conv_output_0
    204,         Sigmoid, 1, 1, /backbone/fpn/h3/conv/Conv_output_0, /backbone/fpn/h3/relu/Sigmoid_output_0
    205,             Mul, 2, 1, /backbone/fpn/h3/conv/Conv_output_0, /backbone/fpn/h3/relu/Mul_output_0
    206,          Concat, 2, 1, /backbone/fpn/h3/relu/Mul_output_0, /backbone/fpn/Concat_2_output_0
    207,            Conv, 3, 1, /backbone/fpn/Concat_2_output_0, /backbone/fpn/h4/conv1/conv/Conv_output_0
    208,         Sigmoid, 1, 1, /backbone/fpn/h4/conv1/conv/Conv_output_0, /backbone/fpn/h4/conv1/relu/Sigmoid_output_0
    209,             Mul, 2, 1, /backbone/fpn/h4/conv1/conv/Conv_output_0, /backbone/fpn/h4/conv1/relu/Mul_output_0
    210,            Conv, 3, 1, /backbone/fpn/Concat_2_output_0, /backbone/fpn/h4/conv2/conv/Conv_output_0
    211,         Sigmoid, 1, 1, /backbone/fpn/h4/conv2/conv/Conv_output_0, /backbone/fpn/h4/conv2/relu/Sigmoid_output_0
    212,             Mul, 2, 1, /backbone/fpn/h4/conv2/conv/Conv_output_0, /backbone/fpn/h4/conv2/relu/Mul_output_0
    213,            Conv, 3, 1, /backbone/fpn/h4/conv2/relu/Mul_output_0, /backbone/fpn/h4/res_m.0/res_m/res_m.0/conv/Conv_output_0
    214,         Sigmoid, 1, 1, /backbone/fpn/h4/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h4/res_m.0/res_m/res_m.0/relu/Sigmoid_output_0
    215,             Mul, 2, 1, /backbone/fpn/h4/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h4/res_m.0/res_m/res_m.0/relu/Mul_output_0
    216,            Conv, 3, 1, /backbone/fpn/h4/res_m.0/res_m/res_m.0/relu/Mul_output_0, /backbone/fpn/h4/res_m.0/res_m/res_m.1/conv/Conv_output_0
    217,         Sigmoid, 1, 1, /backbone/fpn/h4/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h4/res_m.0/res_m/res_m.1/relu/Sigmoid_output_0
    218,             Mul, 2, 1, /backbone/fpn/h4/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h4/res_m.0/res_m/res_m.1/relu/Mul_output_0
    219,            Conv, 3, 1, /backbone/fpn/h4/res_m.0/res_m/res_m.1/relu/Mul_output_0, /backbone/fpn/h4/res_m.1/res_m/res_m.0/conv/Conv_output_0
    220,         Sigmoid, 1, 1, /backbone/fpn/h4/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h4/res_m.1/res_m/res_m.0/relu/Sigmoid_output_0
    221,             Mul, 2, 1, /backbone/fpn/h4/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h4/res_m.1/res_m/res_m.0/relu/Mul_output_0
    222,            Conv, 3, 1, /backbone/fpn/h4/res_m.1/res_m/res_m.0/relu/Mul_output_0, /backbone/fpn/h4/res_m.1/res_m/res_m.1/conv/Conv_output_0
    223,         Sigmoid, 1, 1, /backbone/fpn/h4/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h4/res_m.1/res_m/res_m.1/relu/Sigmoid_output_0
    224,             Mul, 2, 1, /backbone/fpn/h4/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h4/res_m.1/res_m/res_m.1/relu/Mul_output_0
    225,          Concat, 4, 1, /backbone/fpn/h4/conv1/relu/Mul_output_0, /backbone/fpn/h4/Concat_output_0
    226,            Conv, 3, 1, /backbone/fpn/h4/Concat_output_0, /backbone/fpn/h4/conv3/conv/Conv_output_0
    227,         Sigmoid, 1, 1, /backbone/fpn/h4/conv3/conv/Conv_output_0, /backbone/fpn/h4/conv3/relu/Sigmoid_output_0
    228,             Mul, 2, 1, /backbone/fpn/h4/conv3/conv/Conv_output_0, /backbone/fpn/h4/conv3/relu/Mul_output_0
    229,            Conv, 3, 1, /backbone/fpn/h4/conv3/relu/Mul_output_0, /backbone/fpn/h5/conv/Conv_output_0
    230,         Sigmoid, 1, 1, /backbone/fpn/h5/conv/Conv_output_0, /backbone/fpn/h5/relu/Sigmoid_output_0
    231,             Mul, 2, 1, /backbone/fpn/h5/conv/Conv_output_0, /backbone/fpn/h5/relu/Mul_output_0
    232,          Concat, 2, 1, /backbone/fpn/h5/relu/Mul_output_0, /backbone/fpn/Concat_3_output_0
    233,            Conv, 3, 1, /backbone/fpn/Concat_3_output_0, /backbone/fpn/h6/conv1/conv/Conv_output_0
    234,         Sigmoid, 1, 1, /backbone/fpn/h6/conv1/conv/Conv_output_0, /backbone/fpn/h6/conv1/relu/Sigmoid_output_0
    235,             Mul, 2, 1, /backbone/fpn/h6/conv1/conv/Conv_output_0, /backbone/fpn/h6/conv1/relu/Mul_output_0
    236,            Conv, 3, 1, /backbone/fpn/Concat_3_output_0, /backbone/fpn/h6/conv2/conv/Conv_output_0
    237,         Sigmoid, 1, 1, /backbone/fpn/h6/conv2/conv/Conv_output_0, /backbone/fpn/h6/conv2/relu/Sigmoid_output_0
    238,             Mul, 2, 1, /backbone/fpn/h6/conv2/conv/Conv_output_0, /backbone/fpn/h6/conv2/relu/Mul_output_0
    239,            Conv, 3, 1, /backbone/fpn/h6/conv2/relu/Mul_output_0, /backbone/fpn/h6/res_m.0/res_m/res_m.0/conv/Conv_output_0
    240,         Sigmoid, 1, 1, /backbone/fpn/h6/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h6/res_m.0/res_m/res_m.0/relu/Sigmoid_output_0
    241,             Mul, 2, 1, /backbone/fpn/h6/res_m.0/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h6/res_m.0/res_m/res_m.0/relu/Mul_output_0
    242,            Conv, 3, 1, /backbone/fpn/h6/res_m.0/res_m/res_m.0/relu/Mul_output_0, /backbone/fpn/h6/res_m.0/res_m/res_m.1/conv/Conv_output_0
    243,         Sigmoid, 1, 1, /backbone/fpn/h6/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h6/res_m.0/res_m/res_m.1/relu/Sigmoid_output_0
    244,             Mul, 2, 1, /backbone/fpn/h6/res_m.0/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h6/res_m.0/res_m/res_m.1/relu/Mul_output_0
    245,            Conv, 3, 1, /backbone/fpn/h6/res_m.0/res_m/res_m.1/relu/Mul_output_0, /backbone/fpn/h6/res_m.1/res_m/res_m.0/conv/Conv_output_0
    246,         Sigmoid, 1, 1, /backbone/fpn/h6/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h6/res_m.1/res_m/res_m.0/relu/Sigmoid_output_0
    247,             Mul, 2, 1, /backbone/fpn/h6/res_m.1/res_m/res_m.0/conv/Conv_output_0, /backbone/fpn/h6/res_m.1/res_m/res_m.0/relu/Mul_output_0
    248,            Conv, 3, 1, /backbone/fpn/h6/res_m.1/res_m/res_m.0/relu/Mul_output_0, /backbone/fpn/h6/res_m.1/res_m/res_m.1/conv/Conv_output_0
    249,         Sigmoid, 1, 1, /backbone/fpn/h6/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h6/res_m.1/res_m/res_m.1/relu/Sigmoid_output_0
    250,             Mul, 2, 1, /backbone/fpn/h6/res_m.1/res_m/res_m.1/conv/Conv_output_0, /backbone/fpn/h6/res_m.1/res_m/res_m.1/relu/Mul_output_0
    251,          Concat, 4, 1, /backbone/fpn/h6/conv1/relu/Mul_output_0, /backbone/fpn/h6/Concat_output_0
    252,            Conv, 3, 1, /backbone/fpn/h6/Concat_output_0, /backbone/fpn/h6/conv3/conv/Conv_output_0
    253,         Sigmoid, 1, 1, /backbone/fpn/h6/conv3/conv/Conv_output_0, /backbone/fpn/h6/conv3/relu/Sigmoid_output_0
    254,             Mul, 2, 1, /backbone/fpn/h6/conv3/conv/Conv_output_0, /backbone/fpn/h6/conv3/relu/Mul_output_0
    255,            Conv, 3, 1, /backbone/fpn/h6/conv3/relu/Mul_output_0, /decoder/conv/conv1/Conv_output_0
    256,            Relu, 1, 1, /decoder/conv/conv1/Conv_output_0, /decoder/conv/conv_branch/conv_branch.0/Relu_output_0
    257,            Conv, 3, 1, /decoder/conv/conv_branch/conv_branch.0/Relu_output_0, /decoder/conv/conv_branch/conv_branch.1/Conv_output_0
    258,            Relu, 1, 1, /decoder/conv/conv_branch/conv_branch.1/Conv_output_0, /decoder/conv/conv_branch/conv_branch.3/Relu_output_0
    259,            Conv, 3, 1, /decoder/conv/conv_branch/conv_branch.3/Relu_output_0, /decoder/conv/conv_branch/conv_branch.4/Conv_output_0
    260,             Add, 2, 1, /decoder/conv/conv_branch/conv_branch.0/Relu_output_0, /decoder/conv/Add_output_0
    261,            Relu, 1, 1, /decoder/conv/Add_output_0, /decoder/conv/relu/Relu_output_0
    262,            Conv, 3, 1, /decoder/conv/relu/Relu_output_0, /decoder/conv1/Conv_output_0
    263,          Resize, 3, 1, /decoder/conv1/Conv_output_0, /decoder/upsample/Resize_output_0
    264,            Conv, 3, 1, /backbone/fpn/h4/conv3/relu/Mul_output_0, /decoder/ffm2/ftb1/conv1/Conv_output_0
    265,            Relu, 1, 1, /decoder/ffm2/ftb1/conv1/Conv_output_0, /decoder/ffm2/ftb1/conv_branch/conv_branch.0/Relu_output_0
    266,            Conv, 3, 1, /decoder/ffm2/ftb1/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm2/ftb1/conv_branch/conv_branch.1/Conv_output_0
    267,            Relu, 1, 1, /decoder/ffm2/ftb1/conv_branch/conv_branch.1/Conv_output_0, /decoder/ffm2/ftb1/conv_branch/conv_branch.3/Relu_output_0
    268,            Conv, 3, 1, /decoder/ffm2/ftb1/conv_branch/conv_branch.3/Relu_output_0, /decoder/ffm2/ftb1/conv_branch/conv_branch.4/Conv_output_0
    269,             Add, 2, 1, /decoder/ffm2/ftb1/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm2/ftb1/Add_output_0
    270,            Relu, 1, 1, /decoder/ffm2/ftb1/Add_output_0, /decoder/ffm2/ftb1/relu/Relu_output_0
    271,             Add, 2, 1, /decoder/ffm2/ftb1/relu/Relu_output_0, /decoder/ffm2/Add_output_0
    272,            Conv, 3, 1, /decoder/ffm2/Add_output_0, /decoder/ffm2/ftb2/conv1/Conv_output_0
    273,            Relu, 1, 1, /decoder/ffm2/ftb2/conv1/Conv_output_0, /decoder/ffm2/ftb2/conv_branch/conv_branch.0/Relu_output_0
    274,            Conv, 3, 1, /decoder/ffm2/ftb2/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm2/ftb2/conv_branch/conv_branch.1/Conv_output_0
    275,            Relu, 1, 1, /decoder/ffm2/ftb2/conv_branch/conv_branch.1/Conv_output_0, /decoder/ffm2/ftb2/conv_branch/conv_branch.3/Relu_output_0
    276,            Conv, 3, 1, /decoder/ffm2/ftb2/conv_branch/conv_branch.3/Relu_output_0, /decoder/ffm2/ftb2/conv_branch/conv_branch.4/Conv_output_0
    277,             Add, 2, 1, /decoder/ffm2/ftb2/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm2/ftb2/Add_output_0
    278,            Relu, 1, 1, /decoder/ffm2/ftb2/Add_output_0, /decoder/ffm2/ftb2/relu/Relu_output_0
    279,          Resize, 3, 1, /decoder/ffm2/ftb2/relu/Relu_output_0, /decoder/ffm2/upsample/Resize_output_0
    280,            Conv, 3, 1, /backbone/fpn/h2/conv3/relu/Mul_output_0, /decoder/ffm1/ftb1/conv1/Conv_output_0
    281,            Relu, 1, 1, /decoder/ffm1/ftb1/conv1/Conv_output_0, /decoder/ffm1/ftb1/conv_branch/conv_branch.0/Relu_output_0
    282,            Conv, 3, 1, /decoder/ffm1/ftb1/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm1/ftb1/conv_branch/conv_branch.1/Conv_output_0
    283,            Relu, 1, 1, /decoder/ffm1/ftb1/conv_branch/conv_branch.1/Conv_output_0, /decoder/ffm1/ftb1/conv_branch/conv_branch.3/Relu_output_0
    284,            Conv, 3, 1, /decoder/ffm1/ftb1/conv_branch/conv_branch.3/Relu_output_0, /decoder/ffm1/ftb1/conv_branch/conv_branch.4/Conv_output_0
    285,             Add, 2, 1, /decoder/ffm1/ftb1/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm1/ftb1/Add_output_0
    286,            Relu, 1, 1, /decoder/ffm1/ftb1/Add_output_0, /decoder/ffm1/ftb1/relu/Relu_output_0
    287,             Add, 2, 1, /decoder/ffm1/ftb1/relu/Relu_output_0, /decoder/ffm1/Add_output_0
    288,            Conv, 3, 1, /decoder/ffm1/Add_output_0, /decoder/ffm1/ftb2/conv1/Conv_output_0
    289,            Relu, 1, 1, /decoder/ffm1/ftb2/conv1/Conv_output_0, /decoder/ffm1/ftb2/conv_branch/conv_branch.0/Relu_output_0
    290,            Conv, 3, 1, /decoder/ffm1/ftb2/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm1/ftb2/conv_branch/conv_branch.1/Conv_output_0
    291,            Relu, 1, 1, /decoder/ffm1/ftb2/conv_branch/conv_branch.1/Conv_output_0, /decoder/ffm1/ftb2/conv_branch/conv_branch.3/Relu_output_0
    292,            Conv, 3, 1, /decoder/ffm1/ftb2/conv_branch/conv_branch.3/Relu_output_0, /decoder/ffm1/ftb2/conv_branch/conv_branch.4/Conv_output_0
    293,             Add, 2, 1, /decoder/ffm1/ftb2/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm1/ftb2/Add_output_0
    294,            Relu, 1, 1, /decoder/ffm1/ftb2/Add_output_0, /decoder/ffm1/ftb2/relu/Relu_output_0
    295,          Resize, 3, 1, /decoder/ffm1/ftb2/relu/Relu_output_0, /decoder/ffm1/upsample/Resize_output_0
    296,            Conv, 3, 1, /backbone/net/p2/p2.1/conv3/relu/Mul_output_0, /decoder/ffm0/ftb1/conv1/Conv_output_0
    297,            Relu, 1, 1, /decoder/ffm0/ftb1/conv1/Conv_output_0, /decoder/ffm0/ftb1/conv_branch/conv_branch.0/Relu_output_0
    298,            Conv, 3, 1, /decoder/ffm0/ftb1/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm0/ftb1/conv_branch/conv_branch.1/Conv_output_0
    299,            Relu, 1, 1, /decoder/ffm0/ftb1/conv_branch/conv_branch.1/Conv_output_0, /decoder/ffm0/ftb1/conv_branch/conv_branch.3/Relu_output_0
    300,            Conv, 3, 1, /decoder/ffm0/ftb1/conv_branch/conv_branch.3/Relu_output_0, /decoder/ffm0/ftb1/conv_branch/conv_branch.4/Conv_output_0
    301,             Add, 2, 1, /decoder/ffm0/ftb1/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm0/ftb1/Add_output_0
    302,            Relu, 1, 1, /decoder/ffm0/ftb1/Add_output_0, /decoder/ffm0/ftb1/relu/Relu_output_0
    303,             Add, 2, 1, /decoder/ffm0/ftb1/relu/Relu_output_0, /decoder/ffm0/Add_output_0
    304,            Conv, 3, 1, /decoder/ffm0/Add_output_0, /decoder/ffm0/ftb2/conv1/Conv_output_0
    305,            Relu, 1, 1, /decoder/ffm0/ftb2/conv1/Conv_output_0, /decoder/ffm0/ftb2/conv_branch/conv_branch.0/Relu_output_0
    306,            Conv, 3, 1, /decoder/ffm0/ftb2/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm0/ftb2/conv_branch/conv_branch.1/Conv_output_0
    307,            Relu, 1, 1, /decoder/ffm0/ftb2/conv_branch/conv_branch.1/Conv_output_0, /decoder/ffm0/ftb2/conv_branch/conv_branch.3/Relu_output_0
    308,            Conv, 3, 1, /decoder/ffm0/ftb2/conv_branch/conv_branch.3/Relu_output_0, /decoder/ffm0/ftb2/conv_branch/conv_branch.4/Conv_output_0
    309,             Add, 2, 1, /decoder/ffm0/ftb2/conv_branch/conv_branch.0/Relu_output_0, /decoder/ffm0/ftb2/Add_output_0
    310,            Relu, 1, 1, /decoder/ffm0/ftb2/Add_output_0, /decoder/ffm0/ftb2/relu/Relu_output_0
    311,          Resize, 3, 1, /decoder/ffm0/ftb2/relu/Relu_output_0, /decoder/ffm0/upsample/Resize_output_0
    312,            Conv, 3, 1, /decoder/ffm0/upsample/Resize_output_0, /decoder/outconv/conv/Conv_output_0
    313,          Resize, 3, 1, /decoder/outconv/conv/Conv_output_0, output
    
    Input tensor name -  inputNet_IN 
    Output tensor name - output 
    In TIDL_onnxRtImportInit subgraph_name=output
    Layer 0, subgraph id output, name=output
    Layer 1, subgraph id output, name=inputNet_IN
    In TIDL_runtimesOptimizeNet: LayerIndex = 316, dataIndex = 315 
    
     ************** Frame index 1 : Running float import ************* 
    In TIDL_runtimesPostProcessNet 
    INFORMATION: [TIDL_ResizeLayer] /backbone/fpn/up/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /backbone/fpn/up_1/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /decoder/upsample/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /decoder/ffm2/upsample/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /decoder/ffm1/upsample/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /decoder/ffm0/upsample/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /decoder/outconv/upsample/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    ****************************************************
    **          7 WARNINGS          0 ERRORS          **
    ****************************************************
    ************ in TIDL_subgraphRtCreate ************ 
     The soft limit is 2048
    The hard limit is 2048
    MEM: Init ... !!!
    MEM: Init ... Done !!!
     0.0s:  VX_ZONE_INIT:Enabled
     0.3s:  VX_ZONE_ERROR:Enabled
     0.4s:  VX_ZONE_WARNING:Enabled
     0.990s:  VX_ZONE_INIT:[tivxInit:184] Initialization Done !!!
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    Alg Alloc for Layer # -  293
    
    --------------------------------------------
    TIDL Memory size requiement (record wise):
    MemRecNum   , Space       , Attribute   , Size(KBytes) 
    0           , DDR Cacheable, Persistent  , 14.84    
    1           , DDR Cacheable, Persistent  , 0.14     
    2           , DDR Cacheable, Scratch     , 16.00    
    3           , DDR Cacheable, Scratch     , 4.00     
    4           , DDR Cacheable, Scratch     , 56.00    
    5           , DDR Cacheable, Persistent  , 624.29   
    6           , DDR Cacheable, Scratch     , 258231.33 
    7           , DDR Cacheable, Scratch     , 0.12     
    8           , DDR Cacheable, Scratch     , 230400.12 
    9           , DDR Cacheable, Scratch     , 230403.00 
    10          , DDR Cacheable, Scratch     , 0.12     
    11          , DDR Cacheable, Persistent  , 2865.12  
    12          , DDR Cacheable, Scratch     , 512.25   
    13          , DDR Cacheable, Persistent  , 0.12     
    14          , DDR Cacheable, Persistent  , 102989.97 
    --------------------------------------------
    Total memory size requirement (space wise):
    Mem Space , Size(KBytes)
    DDR Cacheable, 826117.44
    --------------------------------------------
    NOTE: Memory requirement in host emulation can be different from the same on EVM
          To get the actual TIDL memory requirement make sure to run on EVM with 
          debugTraceLevel = 2
    
    --------------------------------------------
    Alg Init for Layer # -    0 out of  293
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    Alg Init for Layer # -  293 out of  293
    PREEMPTION: Adding a new priority object for targetPriority = 1, handle = 0x7f9767c72000
    PREEMPTION: Now total number of priority objects = 1 at priorityId = 1,    with new memRec of base = 0x7f9754478000 and size = 128
    PREEMPTION: Requesting context memory addr for handle 0x7f9767c72000, return Addr = 0x7f9754478000
    ************ TIDL_subgraphRtCreate done ************ 
     *******   In TIDL_subgraphRtInvoke  ******** 
    TIDL_activate is called with handle : 67c72000 
    Starting Layer # -    1
    Processing Layer # -    1
    End of Layer # -    1 with outPtrs[0] = 0x7f962df3e000
    Starting Layer # -    2
    Processing Layer # -    2
    End of Layer # -    2 with outPtrs[0] = 0x7f962e2c9100
    Starting Layer # -    3
    Processing Layer # -    3
    End of Layer # -    3 with outPtrs[0] = 0x7f962f0d9100
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    TIDL_process is completed with handle : 67c72000 
     Layer,   Layer Cycles,kernelOnlyCycles, coreLoopCycles,LayerSetupCycles,dmaPipeupCycles, dmaPipeDownCycles, PrefetchCycles,copyKerCoeffCycles,LayerDeinitCycles,LastBlockCycles, paddingTrigger,    paddingWait,LayerWithoutPad,LayerHandleCopy,   BackupCycles,  RestoreCycles,
    
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    Processing config file #0 : /home/edgeai/code/edgeai-benchmark_v8.6_mod/edgeai-benchmark/work_dirs/modelartifacts/AM68A/8bits/segmentation_dev_Unet_V1.1_onnx/artifacts/tempDir/output_tidl_io_.qunat_stats_config.txt 
     Freeing memory for user provided Net
     ----------------------- TIDL Process with REF_ONLY FLOW ------------------------
    
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     Sum of Layer Cycles 0 
    Sub Graph Stats 396.000000 85485456.000000 3045.000000 
    *******  TIDL_subgraphRtInvoke done  ******** 
    
    **********  Frame Index 1 : Running fixed point mode for calibration **********
    In TIDL_runtimesPostProcessNet 
    
    ~~~~~Running TIDL in PC emulation mode to collect Activations range for each layer~~~~~
    
    ~~~~~Running TIDL in PC emulation mode to collect Activations range for each layer
    Processing config file #0 : /home/edgeai/code/edgeai-benchmark_v8.6_mod/edgeai-benchmark/work_dirs/modelartifacts/AM68A/8bits/segmentation_dev_Unet_V1.1_onnx/artifacts/tempDir/output_tidl_io_.qunat_stats_config.txt 
     Freeing memory for user provided Net
     ----------------------- TIDL Process with REF_ONLY FLOW ------------------------
    
    #    0 . .. T   45265.13  .... ..... ... .... .....
    ------------------ Network Compiler Traces -----------------------------
    NC running for device: 1
    Running with OTF buffer optimizations
    
    INFO:20231129-015922: import completed  - segmentation_dev_Unet_V1.1_onnx - 229 sec
    INFO:20231129-015922: infer  - segmentation_dev_Unet_V1.1_onnx - this may take some time...~~~~~
    
     
     
     *****************   Calibration iteration number 0 completed ************************ 
     
     
     
    Could not open /home/edgeai/code/edgeai-benchmark_v8.6_mod/edgeai-benchmark/work_dirs/modelartifacts/AM68A/8bits/segmentation_dev_Unet_V1.1_onnx/artifacts/tempDir/output_tidl_net/perfSimInfo.bin
    INFORMATION: [TIDL_ResizeLayer] /backbone/fpn/up/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /backbone/fpn/up_1/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /decoder/upsample/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /decoder/ffm2/upsample/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /decoder/ffm1/upsample/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /decoder/ffm0/upsample/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    INFORMATION: [TIDL_ResizeLayer] /decoder/outconv/upsample/Resize Any resize ratio which is power of 2 and greater than 4 will be placed by combination of 4x4 resize layer and 2x2 resize layer. For example a 8x8 resize will be replaced by 4x4 resize followed by 2x2 resize.
    WARNING: [TIDL_E_DATAFLOW_INFO_NULL] Network compiler returned with error or didn't executed, this model can only be used on PC/Host emulation mode, it is not expected to work on target/EVM.
    ****************************************************
    **          8 WARNINGS          0 ERRORS          **
    ****************************************************
    libtidl_onnxrt_EP loaded 0x5638ca55bcd0 
    artifacts_folder                                = /home/edgeai/code/edgeai-benchmark_v8.6_mod/edgeai-benchmark/work_dirs/modelartifacts/AM68A/8bits/segmentation_dev_Unet_V1.1_onnx/artifacts 
    debug_level                                     = 2 
    target_priority                                 = 0 
    max_pre_empt_delay                              = 340282346638528859811704183484516925440.000000 
    Final number of subgraphs created are : 1, - Offloaded Nodes - 314, Total Nodes - 314 
    In TIDL_createStateInfer 
    Compute on node : TIDLExecutionProvider_TIDL_0_0
    ************ in TIDL_subgraphRtCreate ************ 
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    Alg Alloc for Layer # -  290
    Alg Alloc for Layer # -  291
    Alg Alloc for Layer # -  292
    Alg Alloc for Layer # -  293
    
    --------------------------------------------
    TIDL Memory size requiement (record wise):
    MemRecNum   , Space       , Attribute   , Size(KBytes) 
    0           , DDR Cacheable, Persistent  , 14.84    
    1           , DDR Cacheable, Persistent  , 0.14     
    2           , DDR Cacheable, Scratch     , 16.00    
    3           , DDR Cacheable, Scratch     , 4.00     
    4           , DDR Cacheable, Scratch     , 56.00    
    5           , DDR Cacheable, Persistent  , 580.27   
    6           , DDR Cacheable, Scratch     , 67273.30 
    7           , DDR Cacheable, Scratch     , 0.12     
    8           , DDR Cacheable, Scratch     , 28800.12 
    9           , DDR Cacheable, Scratch     , 86403.00 
    10          , DDR Cacheable, Scratch     , 0.12     
    11          , DDR Cacheable, Persistent  , 2865.12  
    12          , DDR Cacheable, Scratch     , 512.25   
    13          , DDR Cacheable, Persistent  , 0.12     
    14          , DDR Cacheable, Persistent  , 27588.33 
    --------------------------------------------
    Total memory size requirement (space wise):
    Mem Space , Size(KBytes)
    DDR Cacheable, 214113.75
    --------------------------------------------
    NOTE: Memory requirement in host emulation can be different from the same on EVM
          To get the actual TIDL memory requirement make sure to run on EVM with 
          debugTraceLevel = 2
    
    --------------------------------------------
    Alg Init for Layer # -    0 out of  293
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    Alg Init for Layer # -  254 out of  293
    Alg Init for Layer # -  255 out of  293
    Alg Init for Layer # -  256 out of  293
    Alg Init for Layer # -  257 out of  293
    Alg Init for Layer # -  258 out of  293
    Alg Init for Layer # -  259 out of  293
    Alg Init for Layer # -  260 out of  293
    Alg Init for Layer # -  261 out of  293
    Alg Init for Layer # -  262 out of  293
    Alg Init for Layer # -  263 out of  293
    Alg Init for Layer # -  264 out of  293
    Alg Init for Layer # -  265 out of  293
    Alg Init for Layer # -  266 out of  293
    Alg Init for Layer # -  267 out of  293
    Alg Init for Layer # -  268 out of  293
    Alg Init for Layer # -  269 out of  293
    Alg Init for Layer # -  270 out of  293
    Alg Init for Layer # -  271 out of  293
    Alg Init for Layer # -  272 out of  293
    Alg Init for Layer # -  273 out of  293
    Alg Init for Layer # -  274 out of  293
    Alg Init for Layer # -  275 out of  293
    Alg Init for Layer # -  276 out of  293
    Alg Init for Layer # -  277 out of  293
    Alg Init for Layer # -  278 out of  293
    Alg Init for Layer # -  279 out of  293
    Alg Init for Layer # -  280 out of  293
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    Alg Init for Layer # -  282 out of  293
    Alg Init for Layer # -  283 out of  293
    Alg Init for Layer # -  284 out of  293
    Alg Init for Layer # -  
    infer : segmentation|   0%|          || 0/1 [00:00<?, ?it/s]
    infer : segmentation|          |     0% 0/1| [< ]285 out of  293
    Alg Init for Layer # -  286 out of  293
    Alg Init for Layer # -  287 out of  293
    Alg Init for Layer # -  288 out of  293
    Alg Init for Layer # -  289 out of  293
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    Alg Init for Layer # -  292 out of  293
    Alg Init for Layer # -  293 out of  293
    PREEMPTION: Adding a new priority object for targetPriority = 1, handle = 0x7f972b476000
    PREEMPTION: Now total number of priority objects = 2 at priorityId = 1,    with new memRec of base = 0x7f9743c74000 and size = 128
    PREEMPTION: Requesting context memory addr for handle 0x7f972b476000, return Addr = 0x7f9754478000
    ************ TIDL_subgraphRtCreate done ************ 
     ************ in TIDL_subgraphRtDelete ************ 
     TIDL_deactivate is called with handle : 67c72000 
    PREEMPTION: Removing priroty object with handle = 0x7f9767c72000 and targetPriority = 1,      Number of obejcts left are = 1, removed object with base  = 0x7f9743c74000 and size =128
    *******   In TIDL_subgraphRtInvoke  ******** 
    TIDL_activate is called with handle : 2b476000 
    Starting Layer # -    1
    Processing Layer # -    1
    End of Layer # -    1 with outPtrs[0] = 0x7f95e1c2f000
    Starting Layer # -    2
    Processing Layer # -    2
    End of Layer # -    2 with outPtrs[0] = 0x7f95e1d11c80
    Starting Layer # -    3
    Processing Layer # -    3
    End of Layer # -    3 with outPtrs[0] = 0x7f95e2095c80
    Starting Layer # -    4
    Processing Layer # -    4
    End of Layer # -    4 with outPtrs[0] = 0x7f95e2419c80
    Starting Layer # -    5
    Processing Layer # -    5
    End of Layer # -    5 with outPtrs[0] = 0x7f95e27abe80
    Starting Layer # -    6
    Processing Layer # -    6
    End of Layer # -    6 with outPtrs[0] = 0x7f95e296de80
    Starting Layer # -    7
    Processing Layer # -    7
    End of Layer # -    7 with outPtrs[0] = 0x7f95e2b2fe80
    Starting Layer # -    8
    Processing Layer # -    8
    End of Layer # -    8 with outPtrs[0] = 0x7f95e27abe80
    Starting Layer # -    9
    Processing Layer # -    9
    End of Layer # -    9 with outPtrs[0] = 0x7f95e296de80
    Starting Layer # -   10
    Processing Layer # -   10
    End of Layer # -   10 with outPtrs[0] = 0x7f95e2cf1e80
    Starting Layer # -   11
    Processing Layer # -   11
    End of Layer # -   11 with outPtrs[0] = 0x7f95e27abe80
    Starting Layer # -   12
    Processing Layer # -   12
    End of Layer # -   12 with outPtrs[0] = 0x7f95e296de80
    Starting Layer # -   13
    Processing Layer # -   13
    End of Layer # -   13 with outPtrs[0] = 0x7f95e2dd2e80
    Starting Layer # -   14
    Processing Layer # -   14
    End of Layer # -   14 with outPtrs[0] = 0x7f95e27abe80
    Starting Layer # -   15
    Processing Layer # -   15
    End of Layer # -   15 with outPtrs[0] = 0x7f95e296de80
    Starting Layer # -   16
    Processing Layer # -   16
    End of Layer # -   16 with outPtrs[0] = 0x7f95e2ebb000
    Starting Layer # -   17
    Processing Layer # -   17
    End of Layer # -   17 with outPtrs[0] = 0x7f95e27abe80
    Starting Layer # -   18
    Processing Layer # -   18
    End of Layer # -   18 with outPtrs[0] = 0x7f95e296de80
    Starting Layer # -   19
    Processing Layer # -   19
    End of Layer # -   19 with outPtrs[0] = 0x7f95e2b2fe80
    Starting Layer # -   20
    Processing Layer # -   20
    End of Layer # -   20 with outPtrs[0] = 0x7f95e2ebb000
    Starting Layer # -   21
    Processing Layer # -   21
    End of Layer # -   21 with outPtrs[0] = 0x7f95e27abe80
    Starting Layer # -   22
    Processing Layer # -   22
    End of Layer # -   22 with outPtrs[0] = 0x7f95e296de80
    Starting Layer # -   23
    Processing Layer # -   23
    End of Layer # -   23 with outPtrs[0] = 0x7f95e2fa3180
    Starting Layer # -   24
    Processing Layer # -   24
    End of Layer # -   24 with outPtrs[0] = 0x7f95e27abe80
    Starting Layer # -   25
    Processing Layer # -   25
    End of Layer # -   25 with outPtrs[0] = 0x7f95e296de80
    Starting Layer # -   26
    Processing Layer # -   26
    End of Layer # -   26 with outPtrs[0] = 0x7f95e2b2fe80
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    TIDL_process is completed with handle : 2b476000 
     Layer,   Layer Cycles,kernelOnlyCycles, coreLoopCycles,LayerSetupCycles,dmaPipeupCycles, dmaPipeDownCycles, PrefetchCycles,copyKerCoeffCycles,LayerDeinitCycles,LastBlockCycles, paddingTrigger,    paddingWait,LayerWithoutPad,LayerHandleCopy,   BackupCycles,  RestoreCycles,
    
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    infer : segmentation| 100%|##########|| 1/1 [00:54<00:00, 54.00s/it]
    infer : segmentation| 100%|##########|| 1/1 [00:54<00:00, 54.00s/it]
    
    INFO:20231129-020016: infer completed  - segmentation_dev_Unet_V1.1_onnx - 54 sec
    
    SUCCESS:20231129-020016: benchmark results - {'infer_path': 'segmentation_dev_Unet_V1.1_onnx', 'accuracy_mean_iou%': 6.071408, 'num_subgraphs': 1, 'infer_time_core_ms': 53984.311582, 'infer_time_subgraph_ms': 53984.199606, 'ddr_transfer_mb': 0.0, 'perfsim_time_ms': 0.0, 'perfsim_ddr_transfer_mb': 0.0, 'perfsim_gmacs': 0.0}
    
    
    TASKS                                                       | 100%|##########|| 1/1 [04:43<00:00, 283.46s/it]
    TASKS                                                       | 100%|##########|| 1/1 [04:43<00:00, 283.46s/it]
    
    
    -------------------------------------------------------------------
    -------------------------------------------------------------------
    settings: {'include_files': None, 'pipeline_type': 'accuracy', 'num_frames': 1, 'calibration_frames': 1, 'calibration_iterations': 1, 'configs_path': './configs', 'models_path': './edgeai-modelzoo/models', 'modelartifacts_path': './edgeai-benchmark/work_dirs/modelartifacts/AM68A', 'datasets_path': './dependencies/datasets', 'target_device': 'AM68A', 'target_machine': 'pc', 'run_suffix': None, 'parallel_devices': 1, 'tensor_bits': 8, 'runtime_options': {'debug_level': 2}, 'run_import': True, 'run_inference': True, 'run_missing': True, 'detection_threshold': 0.3, 'detection_top_k': 200, 'detection_nms_threshold': None, 'detection_keep_top_k': None, 'save_output': True, 'num_output_frames': 50, 'model_selection': ['segmentation_unet'], 'model_shortlist': None, 'model_exclusion': None, 'task_selection': 'segmentation', 'runtime_selection': None, 'session_type_dict': {'onnx': 'onnxrt', 'tflite': 'tflitert', 'mxnet': 'tvmdlr'}, 'dataset_type_dict': {'ade20k': 'ade_20k'}, 'dataset_selection': 'ade20k32', 'dataset_loading': True, 'config_range': None, 'enable_logging': True, 'verbose': False, 'capture_log': False, 'experimental_models': False, 'rewrite_results': False, 'with_udp': False, 'flip_test': False, 'model_transformation_dict': None, 'report_perfsim': False, 'tidl_offload': True, 'input_optimization': None, 'run_dir_tree_depth': None, 'settings_file': 'settings_import_on_pc.yaml', 'basic_keys': ['include_files', 'pipeline_type', 'num_frames', 'calibration_frames', 'calibration_iterations', 'configs_path', 'models_path', 'modelartifacts_path', 'datasets_path', 'target_device', 'target_machine', 'run_suffix', 'parallel_devices', 'tensor_bits', 'runtime_options', 'run_import', 'run_inference', 'run_missing', 'detection_threshold', 'detection_top_k', 'detection_nms_threshold', 'detection_keep_top_k', 'save_output', 'num_output_frames', 'model_selection', 'model_shortlist', 'model_exclusion', 'task_selection', 'runtime_selection', 'session_type_dict', 'dataset_type_dict', 'dataset_selection', 'dataset_loading', 'config_range', 'enable_logging', 'verbose', 'capture_log', 'experimental_models', 'rewrite_results', 'with_udp', 'flip_test', 'model_transformation_dict', 'report_perfsim', 'tidl_offload', 'input_optimization', 'run_dir_tree_depth', 'settings_file'], 'dataset_cache': None}
    results found for 6 models
    Report generated at ./edgeai-benchmark/work_dirs/modelartifacts/AM68A
    -------------------------------------------------------------------

    Also which flow you are using for model artifacts generation (TIDL-RT or OSRT), what sdk version you are using ?

    We are using OSRT, specifically ONNX runtime. And, our SDK version is 8.6.

    Thanks,

    Ahmed

  • Thanks for sharing the logs.

    Can you share SDK tag you are using for tidl tools repo and if its possible to share the model for our debugging purpose.

  • We are using edgeai-benchmark for artifacts generation with version 8.6. In the documentation, it is mentioned has edgeai-benchmark internally downloads and uses tidl-tools. 

    You can access the model on this drive link,

    https://drive.google.com/file/d/1v1EZUXn_gaA4mui6ajmec6UQ7cLYKkh1/view?usp=sharing

    Thanks,

    Ahmed

  • Hi Pratik,

    Is there any updates on this issue?

    Thanks,

    Ahmed

  • Hi,

    We have added few fixes in our recent sdk, this could have addressed TIDL_E_DATAFLOW_INFO_NULL issue.

    Can you try out experiment of model import on 9.1 and revert with the observation.