@SivaRamaKrishnaNV
Here is the ONNX model in Google Drive.
Here is the complete log of trtexec:
&&&& RUNNING TensorRT.trtexec [TensorRT v8502] # trtexec --onnx=test_model.onnx --saveEngine=test_model.trt --explicitBatch --int8 --verbose
[11/21/2024-15:32:08] [W] --explicitBatch flag has been deprecated and has no effect!
[11/21/2024-15:32:08] [W] Explicit batch dim is automatically enabled if input model is ONNX or if dynamic shapes are provided when the engine is built.
[11/21/2024-15:32:08] [I] === Model Options ===
[11/21/2024-15:32:08] [I] Format: ONNX
[11/21/2024-15:32:08] [I] Model: test_model.onnx
[11/21/2024-15:32:08] [I] Output:
[11/21/2024-15:32:08] [I] === Build Options ===
[11/21/2024-15:32:08] [I] Max batch: explicit batch
[11/21/2024-15:32:08] [I] Memory Pools: workspace: default, dlaSRAM: default, dlaLocalDRAM: default, dlaGlobalDRAM: default
[11/21/2024-15:32:08] [I] minTiming: 1
[11/21/2024-15:32:08] [I] avgTiming: 8
[11/21/2024-15:32:08] [I] Precision: FP32+INT8
[11/21/2024-15:32:08] [I] LayerPrecisions:
[11/21/2024-15:32:08] [I] Calibration: Dynamic
[11/21/2024-15:32:08] [I] Refit: Disabled
[11/21/2024-15:32:08] [I] Sparsity: Disabled
[11/21/2024-15:32:08] [I] Safe mode: Disabled
[11/21/2024-15:32:08] [I] DirectIO mode: Disabled
[11/21/2024-15:32:08] [I] Restricted mode: Disabled
[11/21/2024-15:32:08] [I] Build only: Disabled
[11/21/2024-15:32:08] [I] Save engine: test_model.trt
[11/21/2024-15:32:08] [I] Load engine:
[11/21/2024-15:32:08] [I] Profiling verbosity: 0
[11/21/2024-15:32:08] [I] Tactic sources: Using default tactic sources
[11/21/2024-15:32:08] [I] timingCacheMode: local
[11/21/2024-15:32:08] [I] timingCacheFile:
[11/21/2024-15:32:08] [I] Heuristic: Disabled
[11/21/2024-15:32:08] [I] Preview Features: Use default preview flags.
[11/21/2024-15:32:08] [I] Input(s)s format: fp32:CHW
[11/21/2024-15:32:08] [I] Output(s)s format: fp32:CHW
[11/21/2024-15:32:08] [I] Input build shapes: model
[11/21/2024-15:32:08] [I] Input calibration shapes: model
[11/21/2024-15:32:08] [I] === System Options ===
[11/21/2024-15:32:08] [I] Device: 0
[11/21/2024-15:32:08] [I] DLACore:
[11/21/2024-15:32:08] [I] Plugins:
[11/21/2024-15:32:08] [I] === Inference Options ===
[11/21/2024-15:32:08] [I] Batch: Explicit
[11/21/2024-15:32:08] [I] Input inference shapes: model
[11/21/2024-15:32:08] [I] Iterations: 10
[11/21/2024-15:32:08] [I] Duration: 3s (+ 200ms warm up)
[11/21/2024-15:32:08] [I] Sleep time: 0ms
[11/21/2024-15:32:08] [I] Idle time: 0ms
[11/21/2024-15:32:08] [I] Streams: 1
[11/21/2024-15:32:08] [I] ExposeDMA: Disabled
[11/21/2024-15:32:08] [I] Data transfers: Enabled
[11/21/2024-15:32:08] [I] Spin-wait: Disabled
[11/21/2024-15:32:08] [I] Multithreading: Disabled
[11/21/2024-15:32:08] [I] CUDA Graph: Disabled
[11/21/2024-15:32:08] [I] Separate profiling: Disabled
[11/21/2024-15:32:08] [I] Time Deserialize: Disabled
[11/21/2024-15:32:08] [I] Time Refit: Disabled
[11/21/2024-15:32:08] [I] NVTX verbosity: 0
[11/21/2024-15:32:08] [I] Persistent Cache Ratio: 0
[11/21/2024-15:32:08] [I] Inputs:
[11/21/2024-15:32:08] [I] === Reporting Options ===
[11/21/2024-15:32:08] [I] Verbose: Enabled
[11/21/2024-15:32:08] [I] Averages: 10 inferences
[11/21/2024-15:32:08] [I] Percentiles: 90,95,99
[11/21/2024-15:32:08] [I] Dump refittable layers:Disabled
[11/21/2024-15:32:08] [I] Dump output: Disabled
[11/21/2024-15:32:08] [I] Profile: Disabled
[11/21/2024-15:32:08] [I] Export timing to JSON file:
[11/21/2024-15:32:08] [I] Export output to JSON file:
[11/21/2024-15:32:08] [I] Export profile to JSON file:
[11/21/2024-15:32:08] [I]
[11/21/2024-15:32:08] [I] === Device Information ===
[11/21/2024-15:32:08] [I] Selected Device: Xavier
[11/21/2024-15:32:08] [I] Compute Capability: 7.2
[11/21/2024-15:32:08] [I] SMs: 6
[11/21/2024-15:32:08] [I] Compute Clock Rate: 1.109 GHz
[11/21/2024-15:32:08] [I] Device Global Memory: 6848 MiB
[11/21/2024-15:32:08] [I] Shared Memory per SM: 96 KiB
[11/21/2024-15:32:08] [I] Memory Bus Width: 256 bits (ECC disabled)
[11/21/2024-15:32:08] [I] Memory Clock Rate: 0.51 GHz
[11/21/2024-15:32:08] [I]
[11/21/2024-15:32:08] [I] TensorRT version: 8.5.2
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::BatchedNMSDynamic_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::BatchedNMS_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::BatchTilePlugin_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::Clip_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::CoordConvAC version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::CropAndResizeDynamic version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::CropAndResize version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::DecodeBbox3DPlugin version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::DetectionLayer_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::EfficientNMS_Explicit_TF_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::EfficientNMS_Implicit_TF_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::EfficientNMS_ONNX_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::EfficientNMS_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::FlattenConcat_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::GenerateDetection_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::GridAnchor_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::GridAnchorRect_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::GroupNorm version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::InstanceNormalization_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::InstanceNormalization_TRT version 2
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::LayerNorm version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::LReLU_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::MultilevelCropAndResize_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::MultilevelProposeROI_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::MultiscaleDeformableAttnPlugin_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::NMSDynamic_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::NMS_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::Normalize_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::PillarScatterPlugin version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::PriorBox_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::ProposalDynamic version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::ProposalLayer_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::Proposal version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::PyramidROIAlign_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::Region_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::Reorg_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::ResizeNearest_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::ROIAlign_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::RPROI_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::ScatterND version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::SeqLen2Spatial version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::SpecialSlice_TRT version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::SplitGeLU version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::Split version 1
[11/21/2024-15:32:08] [V] [TRT] Registered plugin creator - ::VoxelGeneratorPlugin version 1
[11/21/2024-15:32:16] [I] [TRT] [MemUsageChange] Init CUDA: CPU +187, GPU +0, now: CPU 213, GPU 2984 (MiB)
[11/21/2024-15:32:16] [V] [TRT] Trying to load shared library libnvinfer_builder_resource.so.8.5.2
[11/21/2024-15:32:16] [V] [TRT] Loaded shared library libnvinfer_builder_resource.so.8.5.2
[11/21/2024-15:32:18] [I] [TRT] [MemUsageChange] Init builder kernel library: CPU +106, GPU +149, now: CPU 342, GPU 3156 (MiB)
[11/21/2024-15:32:19] [I] Start parsing network model
[11/21/2024-15:32:23] [I] [TRT] ----------------------------------------------------------------
[11/21/2024-15:32:23] [I] [TRT] Input filename: test_model.onnx
[11/21/2024-15:32:23] [I] [TRT] ONNX IR version: 0.0.8
[11/21/2024-15:32:23] [I] [TRT] Opset version: 17
[11/21/2024-15:32:23] [I] [TRT] Producer name: pytorch
[11/21/2024-15:32:23] [I] [TRT] Producer version: 2.5.0
[11/21/2024-15:32:23] [I] [TRT] Domain:
[11/21/2024-15:32:23] [I] [TRT] Model version: 0
[11/21/2024-15:32:23] [I] [TRT] Doc string:
[11/21/2024-15:32:23] [I] [TRT] ----------------------------------------------------------------
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::BatchedNMSDynamic_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::BatchedNMS_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::BatchTilePlugin_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::Clip_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::CoordConvAC version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::CropAndResizeDynamic version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::CropAndResize version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::DecodeBbox3DPlugin version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::DetectionLayer_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::EfficientNMS_Explicit_TF_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::EfficientNMS_Implicit_TF_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::EfficientNMS_ONNX_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::EfficientNMS_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::FlattenConcat_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::GenerateDetection_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::GridAnchor_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::GridAnchorRect_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::GroupNorm version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::InstanceNormalization_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::InstanceNormalization_TRT version 2
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::LayerNorm version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::LReLU_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::MultilevelCropAndResize_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::MultilevelProposeROI_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::MultiscaleDeformableAttnPlugin_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::NMSDynamic_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::NMS_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::Normalize_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::PillarScatterPlugin version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::PriorBox_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::ProposalDynamic version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::ProposalLayer_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::Proposal version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::PyramidROIAlign_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::Region_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::Reorg_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::ResizeNearest_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::ROIAlign_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::RPROI_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::ScatterND version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::SeqLen2Spatial version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::SpecialSlice_TRT version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::SplitGeLU version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::Split version 1
[11/21/2024-15:32:24] [V] [TRT] Plugin creator already registered - ::VoxelGeneratorPlugin version 1
[11/21/2024-15:32:24] [V] [TRT] Adding network input: input with dtype: float32, dimensions: (1, 16, 3, 224, 224)
[11/21/2024-15:32:24] [V] [TRT] Registering tensor: input for ONNX tensor: input
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.embeddings.patch_embeddings.projection.weight
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.embeddings.patch_embeddings.projection.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.0.attention.attention.q_bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.0.attention.attention.v_bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.0.attention.output.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.0.intermediate.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.0.output.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.0.layernorm_before.weight
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.0.layernorm_before.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.0.layernorm_after.weight
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.0.layernorm_after.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.1.attention.attention.q_bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.1.attention.attention.v_bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.1.attention.output.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.1.intermediate.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.1.output.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.1.layernorm_before.weight
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.1.layernorm_before.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.1.layernorm_after.weight
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.1.layernorm_after.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.2.attention.attention.q_bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.2.attention.attention.v_bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.2.attention.output.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.2.intermediate.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.2.output.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.2.layernorm_before.weight
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.2.layernorm_before.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.2.layernorm_after.weight
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.2.layernorm_after.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.3.attention.attention.q_bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.3.attention.attention.v_bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.3.attention.output.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.3.intermediate.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.3.output.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.3.layernorm_before.weight
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.3.layernorm_before.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.3.layernorm_after.weight
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.3.layernorm_after.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.4.attention.attention.q_bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.4.attention.attention.v_bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.4.attention.output.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.4.intermediate.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.4.output.dense.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.4.layernorm_before.weight
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.videomae.encoder.layer.4.layernorm_before.bias
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[11/21/2024-15:32:24] [V] [TRT] Importing initializer: videomae.classifier.weight
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[11/21/2024-15:32:24] [V] [TRT] Importing initializer: classifier.bias
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: onnx::MatMul_1374
[11/21/2024-15:32:24] [V] [TRT] Importing initializer: onnx::MatMul_1375
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[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/Transpose [Transpose]
[11/21/2024-15:32:24] [V] [TRT] Searching for input: input
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Transpose [Transpose] inputs: [input -> (1, 16, 3, 224, 224)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Registering layer: /videomae/videomae/embeddings/patch_embeddings/Transpose for ONNX node: /videomae/videomae/embeddings/patch_embeddings/Transpose
[11/21/2024-15:32:24] [V] [TRT] Registering tensor: /videomae/videomae/embeddings/patch_embeddings/Transpose_output_0 for ONNX tensor: /videomae/videomae/embeddings/patch_embeddings/Transpose_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Transpose [Transpose] outputs: [/videomae/videomae/embeddings/patch_embeddings/Transpose_output_0 -> (1, 3, 16, 224, 224)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/projection/Conv [Conv]
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/Transpose_output_0
[11/21/2024-15:32:24] [V] [TRT] Searching for input: videomae.videomae.embeddings.patch_embeddings.projection.weight
[11/21/2024-15:32:24] [V] [TRT] Searching for input: videomae.videomae.embeddings.patch_embeddings.projection.bias
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/projection/Conv [Conv] inputs: [/videomae/videomae/embeddings/patch_embeddings/Transpose_output_0 -> (1, 3, 16, 224, 224)[FLOAT]], [videomae.videomae.embeddings.patch_embeddings.projection.weight -> (768, 3, 2, 16, 16)[FLOAT]], [videomae.videomae.embeddings.patch_embeddings.projection.bias -> (768)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Convolution input dimensions: (1, 3, 16, 224, 224)
[11/21/2024-15:32:24] [V] [TRT] Registering layer: /videomae/videomae/embeddings/patch_embeddings/projection/Conv for ONNX node: /videomae/videomae/embeddings/patch_embeddings/projection/Conv
[11/21/2024-15:32:24] [V] [TRT] Using kernel: (2, 16, 16), strides: (2, 16, 16), prepadding: (0, 0, 0), postpadding: (0, 0, 0), dilations: (1, 1, 1), numOutputs: 768
[11/21/2024-15:32:24] [V] [TRT] Convolution output dimensions: (1, 768, 8, 14, 14)
[11/21/2024-15:32:24] [V] [TRT] Registering tensor: /videomae/videomae/embeddings/patch_embeddings/projection/Conv_output_0 for ONNX tensor: /videomae/videomae/embeddings/patch_embeddings/projection/Conv_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/projection/Conv [Conv] outputs: [/videomae/videomae/embeddings/patch_embeddings/projection/Conv_output_0 -> (1, 768, 8, 14, 14)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/Shape [Shape]
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/projection/Conv_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Shape [Shape] inputs: [/videomae/videomae/embeddings/patch_embeddings/projection/Conv_output_0 -> (1, 768, 8, 14, 14)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Registering layer: /videomae/videomae/embeddings/patch_embeddings/Shape for ONNX node: /videomae/videomae/embeddings/patch_embeddings/Shape
[11/21/2024-15:32:24] [V] [TRT] Registering tensor: /videomae/videomae/embeddings/patch_embeddings/Shape_output_0 for ONNX tensor: /videomae/videomae/embeddings/patch_embeddings/Shape_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Shape [Shape] outputs: [/videomae/videomae/embeddings/patch_embeddings/Shape_output_0 -> (5)[INT32]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/Constant [Constant]
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Constant [Constant] inputs:
[11/21/2024-15:32:24] [W] [TRT] onnx2trt_utils.cpp:375: Your ONNX model has been generated with INT64 weights, while TensorRT does not natively support INT64. Attempting to cast down to INT32.
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Constant [Constant] outputs: [/videomae/videomae/embeddings/patch_embeddings/Constant_output_0 -> (1)[INT32]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/Constant_1 [Constant]
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Constant_1 [Constant] inputs:
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Constant_1 [Constant] outputs: [/videomae/videomae/embeddings/patch_embeddings/Constant_1_output_0 -> (1)[INT32]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/Constant_2 [Constant]
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Constant_2 [Constant] inputs:
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Constant_2 [Constant] outputs: [/videomae/videomae/embeddings/patch_embeddings/Constant_2_output_0 -> (1)[INT32]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/Slice [Slice]
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/Shape_output_0
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/Constant_1_output_0
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/Constant_2_output_0
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/Constant_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Slice [Slice] inputs: [/videomae/videomae/embeddings/patch_embeddings/Shape_output_0 -> (5)[INT32]], [/videomae/videomae/embeddings/patch_embeddings/Constant_1_output_0 -> (1)[INT32]], [/videomae/videomae/embeddings/patch_embeddings/Constant_2_output_0 -> (1)[INT32]], [/videomae/videomae/embeddings/patch_embeddings/Constant_output_0 -> (1)[INT32]],
[11/21/2024-15:32:24] [V] [TRT] Registering layer: /videomae/videomae/embeddings/patch_embeddings/Slice for ONNX node: /videomae/videomae/embeddings/patch_embeddings/Slice
[11/21/2024-15:32:24] [V] [TRT] Registering tensor: /videomae/videomae/embeddings/patch_embeddings/Slice_output_0 for ONNX tensor: /videomae/videomae/embeddings/patch_embeddings/Slice_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Slice [Slice] outputs: [/videomae/videomae/embeddings/patch_embeddings/Slice_output_0 -> (2)[INT32]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/Constant_3 [Constant]
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Constant_3 [Constant] inputs:
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Constant_3 [Constant] outputs: [/videomae/videomae/embeddings/patch_embeddings/Constant_3_output_0 -> (1)[INT32]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/Concat [Concat]
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/Slice_output_0
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/Constant_3_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Concat [Concat] inputs: [/videomae/videomae/embeddings/patch_embeddings/Slice_output_0 -> (2)[INT32]], [/videomae/videomae/embeddings/patch_embeddings/Constant_3_output_0 -> (1)[INT32]],
[11/21/2024-15:32:24] [V] [TRT] Registering layer: /videomae/videomae/embeddings/patch_embeddings/Constant_3_output_0 for ONNX node: /videomae/videomae/embeddings/patch_embeddings/Constant_3_output_0
[11/21/2024-15:32:24] [V] [TRT] Registering layer: /videomae/videomae/embeddings/patch_embeddings/Concat for ONNX node: /videomae/videomae/embeddings/patch_embeddings/Concat
[11/21/2024-15:32:24] [V] [TRT] Registering tensor: /videomae/videomae/embeddings/patch_embeddings/Concat_output_0 for ONNX tensor: /videomae/videomae/embeddings/patch_embeddings/Concat_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Concat [Concat] outputs: [/videomae/videomae/embeddings/patch_embeddings/Concat_output_0 -> (3)[INT32]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/Reshape [Reshape]
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/projection/Conv_output_0
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/Concat_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Reshape [Reshape] inputs: [/videomae/videomae/embeddings/patch_embeddings/projection/Conv_output_0 -> (1, 768, 8, 14, 14)[FLOAT]], [/videomae/videomae/embeddings/patch_embeddings/Concat_output_0 -> (3)[INT32]],
[11/21/2024-15:32:24] [V] [TRT] Registering layer: /videomae/videomae/embeddings/patch_embeddings/Reshape for ONNX node: /videomae/videomae/embeddings/patch_embeddings/Reshape
[11/21/2024-15:32:24] [V] [TRT] Registering tensor: /videomae/videomae/embeddings/patch_embeddings/Reshape_output_0 for ONNX tensor: /videomae/videomae/embeddings/patch_embeddings/Reshape_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Reshape [Reshape] outputs: [/videomae/videomae/embeddings/patch_embeddings/Reshape_output_0 -> (1, 768, 1568)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/patch_embeddings/Transpose_1 [Transpose]
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/Reshape_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Transpose_1 [Transpose] inputs: [/videomae/videomae/embeddings/patch_embeddings/Reshape_output_0 -> (1, 768, 1568)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Registering layer: /videomae/videomae/embeddings/patch_embeddings/Transpose_1 for ONNX node: /videomae/videomae/embeddings/patch_embeddings/Transpose_1
[11/21/2024-15:32:24] [V] [TRT] Registering tensor: /videomae/videomae/embeddings/patch_embeddings/Transpose_1_output_0 for ONNX tensor: /videomae/videomae/embeddings/patch_embeddings/Transpose_1_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/patch_embeddings/Transpose_1 [Transpose] outputs: [/videomae/videomae/embeddings/patch_embeddings/Transpose_1_output_0 -> (1, 1568, 768)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/Constant [Constant]
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/Constant [Constant] inputs:
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/Constant [Constant] outputs: [/videomae/videomae/embeddings/Constant_output_0 -> (1, 1568, 768)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/embeddings/Add [Add]
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/patch_embeddings/Transpose_1_output_0
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/Constant_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/Add [Add] inputs: [/videomae/videomae/embeddings/patch_embeddings/Transpose_1_output_0 -> (1, 1568, 768)[FLOAT]], [/videomae/videomae/embeddings/Constant_output_0 -> (1, 1568, 768)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Registering layer: /videomae/videomae/embeddings/Constant_output_0 for ONNX node: /videomae/videomae/embeddings/Constant_output_0
[11/21/2024-15:32:24] [V] [TRT] Registering layer: /videomae/videomae/embeddings/Add for ONNX node: /videomae/videomae/embeddings/Add
[11/21/2024-15:32:24] [V] [TRT] Registering tensor: /videomae/videomae/embeddings/Add_output_0 for ONNX tensor: /videomae/videomae/embeddings/Add_output_0
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/embeddings/Add [Add] outputs: [/videomae/videomae/embeddings/Add_output_0 -> (1, 1568, 768)[FLOAT]],
[11/21/2024-15:32:24] [V] [TRT] Parsing node: /videomae/videomae/encoder/layer.0/layernorm_before/LayerNormalization [LayerNormalization]
[11/21/2024-15:32:24] [V] [TRT] Searching for input: /videomae/videomae/embeddings/Add_output_0
[11/21/2024-15:32:24] [V] [TRT] Searching for input: videomae.videomae.encoder.layer.0.layernorm_before.weight
[11/21/2024-15:32:24] [V] [TRT] Searching for input: videomae.videomae.encoder.layer.0.layernorm_before.bias
[11/21/2024-15:32:24] [V] [TRT] /videomae/videomae/encoder/layer.0/layernorm_before/LayerNormalization [LayerNormalization] inputs: [/videomae/videomae/embeddings/Add_output_0 -> (1, 1568, 768)[FLOAT]], [videomae.videomae.encoder.layer.0.layernorm_before.weight -> (768)[FLOAT]], [videomae.videomae.encoder.layer.0.layernorm_before.bias -> (768)[FLOAT]],
[11/21/2024-15:32:24] [I] [TRT] No importer registered for op: LayerNormalization. Attempting to import as plugin.
[11/21/2024-15:32:24] [I] [TRT] Searching for plugin: LayerNormalization, plugin_version: 1, plugin_namespace:
[11/21/2024-15:32:24] [E] [TRT] ModelImporter.cpp:726: While parsing node number 13 [LayerNormalization -> "/videomae/videomae/encoder/layer.0/layernorm_before/LayerNormalization_output_0"]:
[11/21/2024-15:32:24] [E] [TRT] ModelImporter.cpp:727: --- Begin node ---
[11/21/2024-15:32:24] [E] [TRT] ModelImporter.cpp:728: input: "/videomae/videomae/embeddings/Add_output_0"
input: "videomae.videomae.encoder.layer.0.layernorm_before.weight"
input: "videomae.videomae.encoder.layer.0.layernorm_before.bias"
output: "/videomae/videomae/encoder/layer.0/layernorm_before/LayerNormalization_output_0"
name: "/videomae/videomae/encoder/layer.0/layernorm_before/LayerNormalization"
op_type: "LayerNormalization"
attribute {
name: "axis"
i: -1
type: INT
}
attribute {
name: "epsilon"
f: 1e-12
type: FLOAT
}
doc_string: "/usr/local/lib/python3.10/dist-packages/torch/nn/functional.py(2900): layer_norm\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/normalization.py(217): forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1726): _slow_forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1747): _call_impl\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1736): _wrapped_call_impl\n/usr/local/lib/python3.10/dist-packages/transformers/models/videomae/modeling_videomae.py(426): forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1726): _slow_forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1747): _call_impl\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1736): _wrapped_call_impl\n/usr/local/lib/python3.10/dist-packages/transformers/models/videomae/modeling_videomae.py(481): forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1726): _slow_forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1747): _call_impl\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1736): _wrapped_call_impl\n/usr/local/lib/python3.10/dist-packages/transformers/models/videomae/modeling_videomae.py(697): forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1726): _slow_forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1747): _call_impl\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1736): _wrapped_call_impl\n/usr/local/lib/python3.10/dist-packages/transformers/models/videomae/modeling_videomae.py(1086): forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1726): _slow_forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1747): _call_impl\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1736): _wrapped_call_impl\n<ipython-input-7-f48474c856c0>(9): forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1726): _slow_forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1747): _call_impl\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1736): _wrapped_call_impl\n/usr/local/lib/python3.10/dist-packages/torch/jit/_trace.py(130): wrapper\n/usr/local/lib/python3.10/dist-packages/torch/jit/_trace.py(139): forward\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1747): _call_impl\n/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py(1736): _wrapped_call_impl\n/usr/local/lib/python3.10/dist-packages/torch/jit/_trace.py(1500): _get_trace_graph\n/usr/local/lib/python3.10/dist-packages/torch/onnx/utils.py(904): _trace_and_get_graph_from_model\n/usr/local/lib/python3.10/dist-packages/torch/onnx/utils.py(997): _create_jit_graph\n/usr/local/lib/python3.10/dist-packages/torch/onnx/utils.py(1113): _model_to_graph\n/usr/local/lib/python3.10/dist-packages/torch/onnx/utils.py(1564): _export\n/usr/local/lib/python3.10/dist-packages/torch/onnx/utils.py(502): export\n/usr/local/lib/python3.10/dist-packages/torch/onnx/__init__.py(375): export\n<ipython-input-14-5054be50dc5d>(16): <cell line: 16>\n/usr/local/lib/python3.10/dist-packages/IPython/core/interactiveshell.py(3553): run_code\n/usr/local/lib/python3.10/dist-packages/IPython/core/interactiveshell.py(3473): run_ast_nodes\n/usr/local/lib/python3.10/dist-packages/IPython/core/interactiveshell.py(3257): run_cell_async\n/usr/local/lib/python3.10/dist-packages/IPython/core/async_helpers.py(78): _pseudo_sync_runner\n/usr/local/lib/python3.10/dist-packages/IPython/core/interactiveshell.py(3030): _run_cell\n/usr/local/lib/python3.10/dist-packages/IPython/core/interactiveshell.py(2975): run_cell\n/usr/local/lib/python3.10/dist-packages/ipykernel/zmqshell.py(539): run_cell\n/usr/local/lib/python3.10/dist-packages/ipykernel/ipkernel.py(302): do_execute\n/usr/local/lib/python3.10/dist-packages/tornado/gen.py(234): wrapper\n/usr/local/lib/python3.10/dist-packages/ipykernel/kernelbase.py(539): execute_request\n/usr/local/lib/python3.10/dist-packages/tornado/gen.py(234): wrapper\n/usr/local/lib/python3.10/dist-packages/ipykernel/kernelbase.py(261): dispatch_shell\n/usr/local/lib/python3.10/dist-packages/tornado/gen.py(234): wrapper\n/usr/local/lib/python3.10/dist-packages/ipykernel/kernelbase.py(361): process_one\n/usr/local/lib/python3.10/dist-packages/tornado/gen.py(786): run\n/usr/local/lib/python3.10/dist-packages/tornado/gen.py(825): inner\n/usr/local/lib/python3.10/dist-packages/tornado/ioloop.py(738): _run_callback\n/usr/local/lib/python3.10/dist-packages/tornado/ioloop.py(685): <lambda>\n/usr/lib/python3.10/asyncio/events.py(80): _run\n/usr/lib/python3.10/asyncio/base_events.py(1909): _run_once\n/usr/lib/python3.10/asyncio/base_events.py(603): run_forever\n/usr/local/lib/python3.10/dist-packages/tornado/platform/asyncio.py(195): start\n/usr/local/lib/python3.10/dist-packages/ipykernel/kernelapp.py(619): start\n/usr/local/lib/python3.10/dist-packages/traitlets/config/application.py(992): launch_instance\n/usr/local/lib/python3.10/dist-packages/colab_kernel_launcher.py(37): <module>\n/usr/lib/python3.10/runpy.py(86): _run_code\n/usr/lib/python3.10/runpy.py(196): _run_module_as_main\n"
[11/21/2024-15:32:24] [E] [TRT] ModelImporter.cpp:729: --- End node ---
[11/21/2024-15:32:24] [E] [TRT] ModelImporter.cpp:731: ERROR: builtin_op_importers.cpp:5427 In function importFallbackPluginImporter:
[8] Assertion failed: creator && "Plugin not found, are the plugin name, version, and namespace correct?"
[11/21/2024-15:32:24] [E] Failed to parse onnx file
[11/21/2024-15:32:24] [I] Finish parsing network model
[11/21/2024-15:32:24] [E] Parsing model failed
[11/21/2024-15:32:24] [E] Failed to create engine from model or file.
[11/21/2024-15:32:24] [E] Engine set up failed
&&&& FAILED TensorRT.trtexec [TensorRT v8502] # trtexec --onnx=test_model.onnx --saveEngine=test_model.trt --explicitBatch --int8 --verbose