| &&&& RUNNING TensorRT.trtexec [TensorRT v8502] # /usr/src/tensorrt/bin/trtexec --onnx=yolo_nas_pose_l_int8.onnx --int8 --avgRuns=100 --duration=15 --saveEngine=yolo_nas_pose_l_int8.onnx.int8.engine | |
| [01/04/2024-17:18:16] [I] === Model Options === | |
| [01/04/2024-17:18:16] [I] Format: ONNX | |
| [01/04/2024-17:18:16] [I] Model: yolo_nas_pose_l_int8.onnx | |
| [01/04/2024-17:18:16] [I] Output: | |
| [01/04/2024-17:18:16] [I] === Build Options === | |
| [01/04/2024-17:18:16] [I] Max batch: explicit batch | |
| [01/04/2024-17:18:16] [I] Memory Pools: workspace: default, dlaSRAM: default, dlaLocalDRAM: default, dlaGlobalDRAM: default | |
| [01/04/2024-17:18:16] [I] minTiming: 1 | |
| [01/04/2024-17:18:16] [I] avgTiming: 8 | |
| [01/04/2024-17:18:16] [I] Precision: FP32+INT8 | |
| [01/04/2024-17:18:16] [I] LayerPrecisions: | |
| [01/04/2024-17:18:16] [I] Calibration: Dynamic | |
| [01/04/2024-17:18:16] [I] Refit: Disabled | |
| [01/04/2024-17:18:16] [I] Sparsity: Disabled | |
| [01/04/2024-17:18:16] [I] Safe mode: Disabled | |
| [01/04/2024-17:18:16] [I] DirectIO mode: Disabled | |
| [01/04/2024-17:18:16] [I] Restricted mode: Disabled | |
| [01/04/2024-17:18:16] [I] Build only: Disabled | |
| [01/04/2024-17:18:16] [I] Save engine: yolo_nas_pose_l_int8.onnx.int8.engine | |
| [01/04/2024-17:18:16] [I] Load engine: | |
| [01/04/2024-17:18:16] [I] Profiling verbosity: 0 | |
| [01/04/2024-17:18:16] [I] Tactic sources: Using default tactic sources | |
| [01/04/2024-17:18:16] [I] timingCacheMode: local | |
| [01/04/2024-17:18:16] [I] timingCacheFile: | |
| [01/04/2024-17:18:16] [I] Heuristic: Disabled | |
| [01/04/2024-17:18:16] [I] Preview Features: Use default preview flags. | |
| [01/04/2024-17:18:16] [I] Input(s)s format: fp32:CHW | |
| [01/04/2024-17:18:16] [I] Output(s)s format: fp32:CHW | |
| [01/04/2024-17:18:16] [I] Input build shapes: model | |
| [01/04/2024-17:18:16] [I] Input calibration shapes: model | |
| [01/04/2024-17:18:16] [I] === System Options === | |
| [01/04/2024-17:18:16] [I] Device: 0 | |
| [01/04/2024-17:18:16] [I] DLACore: | |
| [01/04/2024-17:18:16] [I] Plugins: | |
| [01/04/2024-17:18:16] [I] === Inference Options === | |
| [01/04/2024-17:18:16] [I] Batch: Explicit | |
| [01/04/2024-17:18:16] [I] Input inference shapes: model | |
| [01/04/2024-17:18:16] [I] Iterations: 10 | |
| [01/04/2024-17:18:16] [I] Duration: 15s (+ 200ms warm up) | |
| [01/04/2024-17:18:16] [I] Sleep time: 0ms | |
| [01/04/2024-17:18:16] [I] Idle time: 0ms | |
| [01/04/2024-17:18:16] [I] Streams: 1 | |
| [01/04/2024-17:18:16] [I] ExposeDMA: Disabled | |
| [01/04/2024-17:18:16] [I] Data transfers: Enabled | |
| [01/04/2024-17:18:16] [I] Spin-wait: Disabled | |
| [01/04/2024-17:18:16] [I] Multithreading: Disabled | |
| [01/04/2024-17:18:16] [I] CUDA Graph: Disabled | |
| [01/04/2024-17:18:16] [I] Separate profiling: Disabled | |
| [01/04/2024-17:18:16] [I] Time Deserialize: Disabled | |
| [01/04/2024-17:18:16] [I] Time Refit: Disabled | |
| [01/04/2024-17:18:16] [I] NVTX verbosity: 0 | |
| [01/04/2024-17:18:16] [I] Persistent Cache Ratio: 0 | |
| [01/04/2024-17:18:16] [I] Inputs: | |
| [01/04/2024-17:18:16] [I] === Reporting Options === | |
| [01/04/2024-17:18:16] [I] Verbose: Disabled | |
| [01/04/2024-17:18:16] [I] Averages: 100 inferences | |
| [01/04/2024-17:18:16] [I] Percentiles: 90,95,99 | |
| [01/04/2024-17:18:16] [I] Dump refittable layers:Disabled | |
| [01/04/2024-17:18:16] [I] Dump output: Disabled | |
| [01/04/2024-17:18:16] [I] Profile: Disabled | |
| [01/04/2024-17:18:16] [I] Export timing to JSON file: | |
| [01/04/2024-17:18:16] [I] Export output to JSON file: | |
| [01/04/2024-17:18:16] [I] Export profile to JSON file: | |
| [01/04/2024-17:18:16] [I] | |
| [01/04/2024-17:18:16] [I] === Device Information === | |
| [01/04/2024-17:18:16] [I] Selected Device: Orin | |
| [01/04/2024-17:18:16] [I] Compute Capability: 8.7 | |
| [01/04/2024-17:18:16] [I] SMs: 8 | |
| [01/04/2024-17:18:16] [I] Compute Clock Rate: 0.624 GHz | |
| [01/04/2024-17:18:16] [I] Device Global Memory: 7471 MiB | |
| [01/04/2024-17:18:16] [I] Shared Memory per SM: 164 KiB | |
| [01/04/2024-17:18:16] [I] Memory Bus Width: 128 bits (ECC disabled) | |
| [01/04/2024-17:18:16] [I] Memory Clock Rate: 0.624 GHz | |
| [01/04/2024-17:18:16] [I] | |
| [01/04/2024-17:18:16] [I] TensorRT version: 8.5.2 | |
| [01/04/2024-17:18:21] [I] [TRT] [MemUsageChange] Init CUDA: CPU +220, GPU +0, now: CPU 249, GPU 3806 (MiB) | |
| [01/04/2024-17:18:25] [I] [TRT] [MemUsageChange] Init builder kernel library: CPU +302, GPU +286, now: CPU 574, GPU 4109 (MiB) | |
| [01/04/2024-17:18:25] [I] Start parsing network model | |
| [01/04/2024-17:18:28] [I] [TRT] ---------------------------------------------------------------- | |
| [01/04/2024-17:18:28] [I] [TRT] Input filename: yolo_nas_pose_l_int8.onnx | |
| [01/04/2024-17:18:28] [I] [TRT] ONNX IR version: 0.0.8 | |
| [01/04/2024-17:18:28] [I] [TRT] Opset version: 17 | |
| [01/04/2024-17:18:28] [I] [TRT] Producer name: pytorch | |
| [01/04/2024-17:18:28] [I] [TRT] Producer version: 2.1.2 | |
| [01/04/2024-17:18:28] [I] [TRT] Domain: | |
| [01/04/2024-17:18:28] [I] [TRT] Model version: 0 | |
| [01/04/2024-17:18:28] [I] [TRT] Doc string: | |
| [01/04/2024-17:18:28] [I] [TRT] ---------------------------------------------------------------- | |
| [01/04/2024-17:18:32] [I] Finish parsing network model | |
| [01/04/2024-17:18:32] [I] FP32 and INT8 precisions have been specified - more performance might be enabled by additionally specifying --fp16 or --best | |
| [01/04/2024-17:18:37] [I] [TRT] ---------- Layers Running on DLA ---------- | |
| [01/04/2024-17:18:37] [I] [TRT] ---------- Layers Running on GPU ---------- | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] TRAIN_STATION: [trainStation1] | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] MYELIN: {ForeignNode[/pre_process/pre_process.0/Cast.../pre_process/pre_process.2/Mul]} | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONSTANT: (Unnamed Layer* 1420) [Constant] | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONSTANT: (Unnamed Layer* 1421) [Constant] | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONSTANT: (Unnamed Layer* 1422) [Constant] | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stem/conv/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stem.conv.rbr_reparam.weight + /model/backbone/stem/conv/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stem/conv/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage1.downsample.rbr_reparam.weight + /model/backbone/stage1/downsample/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage1/downsample/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage1.blocks.conv2.conv.weight + /model/backbone/stage1/blocks/conv2/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage1/blocks/conv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage1.blocks.conv1.conv.weight + /model/backbone/stage1/blocks/conv1/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage1/blocks/conv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage1/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage1.blocks.bottlenecks.0.cv1.rbr_reparam.weight + /model/backbone/stage1/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage1/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage1.blocks.bottlenecks.0.cv2.rbr_reparam.weight + /model/backbone/stage1/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage1/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage1.blocks.bottlenecks.0.alpha + (Unnamed Layer* 557) [Shuffle] + /model/backbone/stage1/blocks/bottlenecks/bottlenecks.0/Mul, /model/backbone/stage1/blocks/bottlenecks/bottlenecks.0/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage1/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage1.blocks.bottlenecks.1.cv1.rbr_reparam.weight + /model/backbone/stage1/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage1/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage1.blocks.bottlenecks.1.cv2.rbr_reparam.weight + /model/backbone/stage1/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage1/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage1.blocks.bottlenecks.1.alpha + (Unnamed Layer* 573) [Shuffle] + /model/backbone/stage1/blocks/bottlenecks/bottlenecks.1/Mul, /model/backbone/stage1/blocks/bottlenecks/bottlenecks.1/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage1/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_1 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage1/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_0 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage1.blocks.conv3.conv.weight + /model/backbone/stage1/blocks/conv3/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage1/blocks/conv3/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.reduce_skip2.conv.weight + /model/neck/neck2/reduce_skip2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck2/reduce_skip2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage2.downsample.rbr_reparam.weight + /model/backbone/stage2/downsample/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage2/downsample/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.downsample.conv.weight + /model/neck/neck2/downsample/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck2/downsample/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage2.blocks.conv2.conv.weight + /model/backbone/stage2/blocks/conv2/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage2/blocks/conv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage2.blocks.conv1.conv.weight + /model/backbone/stage2/blocks/conv1/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage2/blocks/conv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage2/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage2.blocks.bottlenecks.0.cv1.rbr_reparam.weight + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage2.blocks.bottlenecks.0.cv2.rbr_reparam.weight + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage2.blocks.bottlenecks.0.alpha + (Unnamed Layer* 620) [Shuffle] + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.0/Mul, /model/backbone/stage2/blocks/bottlenecks/bottlenecks.0/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage2/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage2.blocks.bottlenecks.1.cv1.rbr_reparam.weight + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage2.blocks.bottlenecks.1.cv2.rbr_reparam.weight + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage2.blocks.bottlenecks.1.alpha + (Unnamed Layer* 636) [Shuffle] + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.1/Mul, /model/backbone/stage2/blocks/bottlenecks/bottlenecks.1/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage2/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage2.blocks.bottlenecks.2.cv1.rbr_reparam.weight + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage2.blocks.bottlenecks.2.cv2.rbr_reparam.weight + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.2/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.2/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage2.blocks.bottlenecks.2.alpha + (Unnamed Layer* 652) [Shuffle] + /model/backbone/stage2/blocks/bottlenecks/bottlenecks.2/Mul, /model/backbone/stage2/blocks/bottlenecks/bottlenecks.2/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage2/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_2 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage2/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_1 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage2/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_0 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage2.blocks.conv3.conv.weight + /model/backbone/stage2/blocks/conv3/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage2/blocks/conv3/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.reduce_skip2.conv.weight + /model/neck/neck1/reduce_skip2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck1/reduce_skip2/conv/Conv || model.neck.neck2.reduce_skip1.conv.weight + /model/neck/neck2/reduce_skip1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck2/reduce_skip1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.downsample.rbr_reparam.weight + /model/backbone/stage3/downsample/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/downsample/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.downsample.conv.weight + /model/neck/neck1/downsample/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck1/downsample/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.conv2.conv.weight + /model/backbone/stage3/blocks/conv2/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/conv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.conv1.conv.weight + /model/backbone/stage3/blocks/conv1/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/conv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage3/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.bottlenecks.0.cv1.rbr_reparam.weight + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.bottlenecks.0.cv2.rbr_reparam.weight + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage3.blocks.bottlenecks.0.alpha + (Unnamed Layer* 702) [Shuffle] + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.0/Mul, /model/backbone/stage3/blocks/bottlenecks/bottlenecks.0/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage3/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.bottlenecks.1.cv1.rbr_reparam.weight + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.bottlenecks.1.cv2.rbr_reparam.weight + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage3.blocks.bottlenecks.1.alpha + (Unnamed Layer* 718) [Shuffle] + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.1/Mul, /model/backbone/stage3/blocks/bottlenecks/bottlenecks.1/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage3/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.bottlenecks.2.cv1.rbr_reparam.weight + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.bottlenecks.2.cv2.rbr_reparam.weight + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.2/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.2/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage3.blocks.bottlenecks.2.alpha + (Unnamed Layer* 734) [Shuffle] + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.2/Mul, /model/backbone/stage3/blocks/bottlenecks/bottlenecks.2/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage3/blocks/bottlenecks/bottlenecks.3/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.bottlenecks.3.cv1.rbr_reparam.weight + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.3/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.3/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.bottlenecks.3.cv2.rbr_reparam.weight + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.3/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.3/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage3.blocks.bottlenecks.3.alpha + (Unnamed Layer* 750) [Shuffle] + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.3/Mul, /model/backbone/stage3/blocks/bottlenecks/bottlenecks.3/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage3/blocks/bottlenecks/bottlenecks.4/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.bottlenecks.4.cv1.rbr_reparam.weight + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.4/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.4/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.bottlenecks.4.cv2.rbr_reparam.weight + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.4/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.4/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage3.blocks.bottlenecks.4.alpha + (Unnamed Layer* 766) [Shuffle] + /model/backbone/stage3/blocks/bottlenecks/bottlenecks.4/Mul, /model/backbone/stage3/blocks/bottlenecks/bottlenecks.4/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage3/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_4 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage3/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_3 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage3/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_2 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage3/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_1 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage3/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_0 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage3.blocks.conv3.conv.weight + /model/backbone/stage3/blocks/conv3/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage3/blocks/conv3/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.reduce_skip1.conv.weight + /model/neck/neck1/reduce_skip1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck1/reduce_skip1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage4.downsample.rbr_reparam.weight + /model/backbone/stage4/downsample/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage4/downsample/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage4.blocks.conv2.conv.weight + /model/backbone/stage4/blocks/conv2/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage4/blocks/conv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage4.blocks.conv1.conv.weight + /model/backbone/stage4/blocks/conv1/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage4/blocks/conv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage4/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage4.blocks.bottlenecks.0.cv1.rbr_reparam.weight + /model/backbone/stage4/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage4/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage4.blocks.bottlenecks.0.cv2.rbr_reparam.weight + /model/backbone/stage4/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage4/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage4.blocks.bottlenecks.0.alpha + (Unnamed Layer* 807) [Shuffle] + /model/backbone/stage4/blocks/bottlenecks/bottlenecks.0/Mul, /model/backbone/stage4/blocks/bottlenecks/bottlenecks.0/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage4/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage4.blocks.bottlenecks.1.cv1.rbr_reparam.weight + /model/backbone/stage4/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage4/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage4.blocks.bottlenecks.1.cv2.rbr_reparam.weight + /model/backbone/stage4/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/backbone/stage4/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.backbone.stage4.blocks.bottlenecks.1.alpha + (Unnamed Layer* 823) [Shuffle] + /model/backbone/stage4/blocks/bottlenecks/bottlenecks.1/Mul, /model/backbone/stage4/blocks/bottlenecks/bottlenecks.1/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage4/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_1 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/stage4/blocks/conv3/conv/_input_quantizer/QuantizeLinear_clone_0 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.stage4.blocks.conv3.conv.weight + /model/backbone/stage4/blocks/conv3/conv/_weight_quantizer/QuantizeLinear + /model/backbone/stage4/blocks/conv3/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.context_module.cv1.conv.weight + /model/backbone/context_module/cv1/conv/_weight_quantizer/QuantizeLinear + /model/backbone/context_module/cv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POOLING: /model/backbone/context_module/m.2/MaxPool | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POOLING: /model/backbone/context_module/m.1/MaxPool | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POOLING: /model/backbone/context_module/m.0/MaxPool | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/backbone/context_module/m.2/MaxPool_output_0 copy | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.backbone.context_module.cv2.conv.weight + /model/backbone/context_module/cv2/conv/_weight_quantizer/QuantizeLinear + /model/backbone/context_module/cv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.conv.conv.weight + /model/neck/neck1/conv/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck1/conv/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck1/upsample/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] DECONVOLUTION: model.neck.neck1.upsample.weight + /model/neck/neck1/upsample/_weight_quantizer/QuantizeLinear + /model/neck/neck1/upsample/ConvTranspose | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.reduce_after_concat.conv.weight + /model/neck/neck1/reduce_after_concat/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck1/reduce_after_concat/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.conv2.conv.weight + /model/neck/neck1/blocks/conv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/conv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.conv1.conv.weight + /model/neck/neck1/blocks/conv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/conv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck1/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.bottlenecks.0.cv1.rbr_reparam.weight + /model/neck/neck1/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.bottlenecks.0.cv2.rbr_reparam.weight + /model/neck/neck1/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck1.blocks.bottlenecks.0.alpha + (Unnamed Layer* 888) [Shuffle] + /model/neck/neck1/blocks/bottlenecks/bottlenecks.0/Mul, /model/neck/neck1/blocks/bottlenecks/bottlenecks.0/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck1/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.bottlenecks.1.cv1.rbr_reparam.weight + /model/neck/neck1/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.bottlenecks.1.cv2.rbr_reparam.weight + /model/neck/neck1/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck1.blocks.bottlenecks.1.alpha + (Unnamed Layer* 904) [Shuffle] + /model/neck/neck1/blocks/bottlenecks/bottlenecks.1/Mul, /model/neck/neck1/blocks/bottlenecks/bottlenecks.1/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck1/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.bottlenecks.2.cv1.rbr_reparam.weight + /model/neck/neck1/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.bottlenecks.2.cv2.rbr_reparam.weight + /model/neck/neck1/blocks/bottlenecks/bottlenecks.2/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/bottlenecks/bottlenecks.2/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck1.blocks.bottlenecks.2.alpha + (Unnamed Layer* 920) [Shuffle] + /model/neck/neck1/blocks/bottlenecks/bottlenecks.2/Mul, /model/neck/neck1/blocks/bottlenecks/bottlenecks.2/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck1/blocks/bottlenecks/bottlenecks.3/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.bottlenecks.3.cv1.rbr_reparam.weight + /model/neck/neck1/blocks/bottlenecks/bottlenecks.3/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/bottlenecks/bottlenecks.3/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.bottlenecks.3.cv2.rbr_reparam.weight + /model/neck/neck1/blocks/bottlenecks/bottlenecks.3/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/bottlenecks/bottlenecks.3/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck1.blocks.bottlenecks.3.alpha + (Unnamed Layer* 936) [Shuffle] + /model/neck/neck1/blocks/bottlenecks/bottlenecks.3/Mul, /model/neck/neck1/blocks/bottlenecks/bottlenecks.3/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck1.blocks.conv3.conv.weight + /model/neck/neck1/blocks/conv3/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck1/blocks/conv3/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.conv.conv.weight + /model/neck/neck2/conv/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck2/conv/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck2/upsample/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] DECONVOLUTION: model.neck.neck2.upsample.weight + /model/neck/neck2/upsample/_weight_quantizer/QuantizeLinear + /model/neck/neck2/upsample/ConvTranspose | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck2/Concat_/model/neck/neck2/reduce_skip1/act/Relu_output_0_clone_1 copy | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.reduce_after_concat.conv.weight + /model/neck/neck2/reduce_after_concat/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck2/reduce_after_concat/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.conv2.conv.weight + /model/neck/neck2/blocks/conv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/conv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.conv1.conv.weight + /model/neck/neck2/blocks/conv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/conv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck2/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.bottlenecks.0.cv1.rbr_reparam.weight + /model/neck/neck2/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/bottlenecks/bottlenecks.0/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.bottlenecks.0.cv2.rbr_reparam.weight + /model/neck/neck2/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/bottlenecks/bottlenecks.0/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck2.blocks.bottlenecks.0.alpha + (Unnamed Layer* 985) [Shuffle] + /model/neck/neck2/blocks/bottlenecks/bottlenecks.0/Mul, /model/neck/neck2/blocks/bottlenecks/bottlenecks.0/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck2/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.bottlenecks.1.cv1.rbr_reparam.weight + /model/neck/neck2/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/bottlenecks/bottlenecks.1/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.bottlenecks.1.cv2.rbr_reparam.weight + /model/neck/neck2/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/bottlenecks/bottlenecks.1/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck2.blocks.bottlenecks.1.alpha + (Unnamed Layer* 1001) [Shuffle] + /model/neck/neck2/blocks/bottlenecks/bottlenecks.1/Mul, /model/neck/neck2/blocks/bottlenecks/bottlenecks.1/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck2/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.bottlenecks.2.cv1.rbr_reparam.weight + /model/neck/neck2/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/bottlenecks/bottlenecks.2/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.bottlenecks.2.cv2.rbr_reparam.weight + /model/neck/neck2/blocks/bottlenecks/bottlenecks.2/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/bottlenecks/bottlenecks.2/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck2.blocks.bottlenecks.2.alpha + (Unnamed Layer* 1017) [Shuffle] + /model/neck/neck2/blocks/bottlenecks/bottlenecks.2/Mul, /model/neck/neck2/blocks/bottlenecks/bottlenecks.2/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck2/blocks/bottlenecks/bottlenecks.3/cv1/rbr_reparam/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.bottlenecks.3.cv1.rbr_reparam.weight + /model/neck/neck2/blocks/bottlenecks/bottlenecks.3/cv1/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/bottlenecks/bottlenecks.3/cv1/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.bottlenecks.3.cv2.rbr_reparam.weight + /model/neck/neck2/blocks/bottlenecks/bottlenecks.3/cv2/rbr_reparam/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/bottlenecks/bottlenecks.3/cv2/rbr_reparam/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck2.blocks.bottlenecks.3.alpha + (Unnamed Layer* 1033) [Shuffle] + /model/neck/neck2/blocks/bottlenecks/bottlenecks.3/Mul, /model/neck/neck2/blocks/bottlenecks/bottlenecks.3/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck2.blocks.conv3.conv.weight + /model/neck/neck2/blocks/conv3/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck2/blocks/conv3/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head1.bbox_stem.seq.conv.weight + /model/heads/head1/bbox_stem/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head1/bbox_stem/seq/conv/Conv || model.heads.head1.pose_stem.seq.conv.weight + /model/heads/head1/pose_stem/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head1/pose_stem/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.conv.conv.weight + /model/neck/neck3/conv/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/conv/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head1.reg_convs.0.seq.conv.weight + /model/heads/head1/reg_convs/reg_convs.0/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head1/reg_convs/reg_convs.0/seq/conv/Conv || model.heads.head1.cls_convs.0.seq.conv.weight + /model/heads/head1/cls_convs/cls_convs.0/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head1/cls_convs/cls_convs.0/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head1.pose_convs.0.seq.conv.weight + /model/heads/head1/pose_convs/pose_convs.0/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head1/pose_convs/pose_convs.0/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck3/blocks/conv1/conv/_input_quantizer/QuantizeLinear_clone_1 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head1.cls_pred.weight + /model/heads/head1/cls_pred/_weight_quantizer/QuantizeLinear + /model/heads/head1/cls_pred/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head1.reg_pred.weight + /model/heads/head1/reg_pred/_weight_quantizer/QuantizeLinear + /model/heads/head1/reg_pred/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head1.pose_convs.1.seq.conv.weight + /model/heads/head1/pose_convs/pose_convs.1/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head1/pose_convs/pose_convs.1/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.conv2.conv.weight + /model/neck/neck3/blocks/conv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/conv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.conv1.conv.weight + /model/neck/neck3/blocks/conv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/conv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] SHUFFLE: /model/heads/Reshape + /model/heads/Transpose | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head1.pose_pred.weight + /model/heads/head1/pose_pred/_weight_quantizer/QuantizeLinear + /model/heads/head1/pose_pred/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck3/blocks/bottlenecks/bottlenecks.0/cv1/conv/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] SOFTMAX: /model/heads/Softmax | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.bottlenecks.0.cv1.conv.weight + /model/neck/neck3/blocks/bottlenecks/bottlenecks.0/cv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/bottlenecks/bottlenecks.0/cv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: /model/heads/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.bottlenecks.0.cv2.conv.weight + /model/neck/neck3/blocks/bottlenecks/bottlenecks.0/cv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/bottlenecks/bottlenecks.0/cv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck3.blocks.bottlenecks.0.alpha + (Unnamed Layer* 1099) [Shuffle] + /model/neck/neck3/blocks/bottlenecks/bottlenecks.0/Mul, /model/neck/neck3/blocks/bottlenecks/bottlenecks.0/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck3/blocks/bottlenecks/bottlenecks.1/cv1/conv/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.bottlenecks.1.cv1.conv.weight + /model/neck/neck3/blocks/bottlenecks/bottlenecks.1/cv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/bottlenecks/bottlenecks.1/cv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.bottlenecks.1.cv2.conv.weight + /model/neck/neck3/blocks/bottlenecks/bottlenecks.1/cv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/bottlenecks/bottlenecks.1/cv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck3.blocks.bottlenecks.1.alpha + (Unnamed Layer* 1140) [Shuffle] + /model/neck/neck3/blocks/bottlenecks/bottlenecks.1/Mul, /model/neck/neck3/blocks/bottlenecks/bottlenecks.1/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck3/blocks/bottlenecks/bottlenecks.2/cv1/conv/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.bottlenecks.2.cv1.conv.weight + /model/neck/neck3/blocks/bottlenecks/bottlenecks.2/cv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/bottlenecks/bottlenecks.2/cv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.bottlenecks.2.cv2.conv.weight + /model/neck/neck3/blocks/bottlenecks/bottlenecks.2/cv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/bottlenecks/bottlenecks.2/cv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck3.blocks.bottlenecks.2.alpha + (Unnamed Layer* 1156) [Shuffle] + /model/neck/neck3/blocks/bottlenecks/bottlenecks.2/Mul, /model/neck/neck3/blocks/bottlenecks/bottlenecks.2/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck3/blocks/bottlenecks/bottlenecks.3/cv1/conv/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.bottlenecks.3.cv1.conv.weight + /model/neck/neck3/blocks/bottlenecks/bottlenecks.3/cv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/bottlenecks/bottlenecks.3/cv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.bottlenecks.3.cv2.conv.weight + /model/neck/neck3/blocks/bottlenecks/bottlenecks.3/cv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/bottlenecks/bottlenecks.3/cv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck3.blocks.bottlenecks.3.alpha + (Unnamed Layer* 1172) [Shuffle] + /model/neck/neck3/blocks/bottlenecks/bottlenecks.3/Mul, /model/neck/neck3/blocks/bottlenecks/bottlenecks.3/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck3.blocks.conv3.conv.weight + /model/neck/neck3/blocks/conv3/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck3/blocks/conv3/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head2.pose_stem.seq.conv.weight + /model/heads/head2/pose_stem/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head2/pose_stem/seq/conv/Conv || model.heads.head2.bbox_stem.seq.conv.weight + /model/heads/head2/bbox_stem/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head2/bbox_stem/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.conv.conv.weight + /model/neck/neck4/conv/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/conv/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head2.reg_convs.0.seq.conv.weight + /model/heads/head2/reg_convs/reg_convs.0/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head2/reg_convs/reg_convs.0/seq/conv/Conv || model.heads.head2.cls_convs.0.seq.conv.weight + /model/heads/head2/cls_convs/cls_convs.0/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head2/cls_convs/cls_convs.0/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head2.pose_convs.0.seq.conv.weight + /model/heads/head2/pose_convs/pose_convs.0/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head2/pose_convs/pose_convs.0/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck4/blocks/conv1/conv/_input_quantizer/QuantizeLinear_clone_1 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head2.cls_pred.weight + /model/heads/head2/cls_pred/_weight_quantizer/QuantizeLinear + /model/heads/head2/cls_pred/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head2.reg_pred.weight + /model/heads/head2/reg_pred/_weight_quantizer/QuantizeLinear + /model/heads/head2/reg_pred/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head2.pose_convs.1.seq.conv.weight + /model/heads/head2/pose_convs/pose_convs.1/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head2/pose_convs/pose_convs.1/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.conv2.conv.weight + /model/neck/neck4/blocks/conv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/conv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.conv1.conv.weight + /model/neck/neck4/blocks/conv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/conv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] SHUFFLE: /model/heads/Reshape_4 + /model/heads/Transpose_3 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head2.pose_pred.weight + /model/heads/head2/pose_pred/_weight_quantizer/QuantizeLinear + /model/heads/head2/pose_pred/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck4/blocks/bottlenecks/bottlenecks.0/cv1/conv/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] SOFTMAX: /model/heads/Softmax_1 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.bottlenecks.0.cv1.conv.weight + /model/neck/neck4/blocks/bottlenecks/bottlenecks.0/cv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/bottlenecks/bottlenecks.0/cv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: /model/heads/Conv_1 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.bottlenecks.0.cv2.conv.weight + /model/neck/neck4/blocks/bottlenecks/bottlenecks.0/cv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/bottlenecks/bottlenecks.0/cv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck4.blocks.bottlenecks.0.alpha + (Unnamed Layer* 1238) [Shuffle] + /model/neck/neck4/blocks/bottlenecks/bottlenecks.0/Mul, /model/neck/neck4/blocks/bottlenecks/bottlenecks.0/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck4/blocks/bottlenecks/bottlenecks.1/cv1/conv/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.bottlenecks.1.cv1.conv.weight + /model/neck/neck4/blocks/bottlenecks/bottlenecks.1/cv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/bottlenecks/bottlenecks.1/cv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.bottlenecks.1.cv2.conv.weight + /model/neck/neck4/blocks/bottlenecks/bottlenecks.1/cv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/bottlenecks/bottlenecks.1/cv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck4.blocks.bottlenecks.1.alpha + (Unnamed Layer* 1279) [Shuffle] + /model/neck/neck4/blocks/bottlenecks/bottlenecks.1/Mul, /model/neck/neck4/blocks/bottlenecks/bottlenecks.1/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck4/blocks/bottlenecks/bottlenecks.2/cv1/conv/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.bottlenecks.2.cv1.conv.weight + /model/neck/neck4/blocks/bottlenecks/bottlenecks.2/cv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/bottlenecks/bottlenecks.2/cv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.bottlenecks.2.cv2.conv.weight + /model/neck/neck4/blocks/bottlenecks/bottlenecks.2/cv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/bottlenecks/bottlenecks.2/cv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck4.blocks.bottlenecks.2.alpha + (Unnamed Layer* 1295) [Shuffle] + /model/neck/neck4/blocks/bottlenecks/bottlenecks.2/Mul, /model/neck/neck4/blocks/bottlenecks/bottlenecks.2/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] COPY: /model/neck/neck4/blocks/bottlenecks/bottlenecks.3/cv1/conv/_input_quantizer/QuantizeLinear | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.bottlenecks.3.cv1.conv.weight + /model/neck/neck4/blocks/bottlenecks/bottlenecks.3/cv1/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/bottlenecks/bottlenecks.3/cv1/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.bottlenecks.3.cv2.conv.weight + /model/neck/neck4/blocks/bottlenecks/bottlenecks.3/cv2/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/bottlenecks/bottlenecks.3/cv2/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] POINTWISE: PWN(model.neck.neck4.blocks.bottlenecks.3.alpha + (Unnamed Layer* 1311) [Shuffle] + /model/neck/neck4/blocks/bottlenecks/bottlenecks.3/Mul, /model/neck/neck4/blocks/bottlenecks/bottlenecks.3/Add) | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.neck.neck4.blocks.conv3.conv.weight + /model/neck/neck4/blocks/conv3/conv/_weight_quantizer/QuantizeLinear + /model/neck/neck4/blocks/conv3/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head3.bbox_stem.seq.conv.weight + /model/heads/head3/bbox_stem/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head3/bbox_stem/seq/conv/Conv || model.heads.head3.pose_stem.seq.conv.weight + /model/heads/head3/pose_stem/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head3/pose_stem/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head3.reg_convs.0.seq.conv.weight + /model/heads/head3/reg_convs/reg_convs.0/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head3/reg_convs/reg_convs.0/seq/conv/Conv || model.heads.head3.cls_convs.0.seq.conv.weight + /model/heads/head3/cls_convs/cls_convs.0/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head3/cls_convs/cls_convs.0/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head3.pose_convs.0.seq.conv.weight + /model/heads/head3/pose_convs/pose_convs.0/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head3/pose_convs/pose_convs.0/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head3.cls_pred.weight + /model/heads/head3/cls_pred/_weight_quantizer/QuantizeLinear + /model/heads/head3/cls_pred/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head3.reg_pred.weight + /model/heads/head3/reg_pred/_weight_quantizer/QuantizeLinear + /model/heads/head3/reg_pred/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head3.pose_convs.1.seq.conv.weight + /model/heads/head3/pose_convs/pose_convs.1/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head3/pose_convs/pose_convs.1/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] SHUFFLE: /model/heads/Reshape_8 + /model/heads/Transpose_6 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head3.pose_convs.2.seq.conv.weight + /model/heads/head3/pose_convs/pose_convs.2/seq/conv/_weight_quantizer/QuantizeLinear + /model/heads/head3/pose_convs/pose_convs.2/seq/conv/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] SOFTMAX: /model/heads/Softmax_2 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: model.heads.head3.pose_pred.weight + /model/heads/head3/pose_pred/_weight_quantizer/QuantizeLinear + /model/heads/head3/pose_pred/Conv | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] CONVOLUTION: /model/heads/Conv_2 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] MYELIN: {ForeignNode[/model/heads/head1/Slice_1.../post_process/Reshape_2]} | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] NMS: batched_nms_274 | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] DEVICE_TO_SHAPE_HOST: (Unnamed Layer* 1424) [NMS]_1_output[DevicetoShapeHostCopy] | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] TRAIN_STATION: [trainStation2] | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] MYELIN: {ForeignNode[/model/heads/head1/Slice...graph2_/Concat_5]} | |
| [01/04/2024-17:18:37] [I] [TRT] [GpuLayer] TRAIN_STATION: [trainStation3] | |
| [01/04/2024-17:18:52] [I] [TRT] [MemUsageChange] Init cuBLAS/cuBLASLt: CPU +534, GPU +482, now: CPU 1532, GPU 4985 (MiB) | |
| [01/04/2024-17:18:54] [I] [TRT] [MemUsageChange] Init cuDNN: CPU +83, GPU -45, now: CPU 1615, GPU 4940 (MiB) | |
| [01/04/2024-17:18:54] [I] [TRT] Local timing cache in use. Profiling results in this builder pass will not be stored. | |
| [01/04/2024-17:33:03] [I] [TRT] Total Activation Memory: 8078602752 | |
| [01/04/2024-17:33:04] [I] [TRT] Detected 1 inputs and 1 output network tensors. | |
| [01/04/2024-17:33:13] [I] [TRT] Total Host Persistent Memory: 354080 | |
| [01/04/2024-17:33:13] [I] [TRT] Total Device Persistent Memory: 38912 | |
| [01/04/2024-17:33:13] [I] [TRT] Total Scratch Memory: 134217728 | |
| [01/04/2024-17:33:13] [I] [TRT] [MemUsageStats] Peak memory usage of TRT CPU/GPU memory allocators: CPU 264 MiB, GPU 132 MiB | |
| [01/04/2024-17:33:13] [I] [TRT] [BlockAssignment] Started assigning block shifts. This will take 199 steps to complete. | |
| [01/04/2024-17:33:13] [I] [TRT] [BlockAssignment] Algorithm ShiftNTopDown took 76.2715ms to assign 13 blocks to 199 nodes requiring 184909824 bytes. | |
| [01/04/2024-17:33:13] [I] [TRT] Total Activation Memory: 184909824 | |
| [01/04/2024-17:33:14] [I] [TRT] [MemUsageChange] Init cuDNN: CPU +0, GPU -14, now: CPU 2002, GPU 5644 (MiB) | |
| [01/04/2024-17:33:15] [I] [TRT] [MemUsageChange] TensorRT-managed allocation in building engine: CPU +52, GPU +64, now: CPU 52, GPU 64 (MiB) | |
| [01/04/2024-17:33:15] [I] Engine built in 899.271 sec. | |
| [01/04/2024-17:33:16] [I] [TRT] Loaded engine size: 54 MiB | |
| [01/04/2024-17:33:16] [I] [TRT] [MemUsageChange] Init cuDNN: CPU +1, GPU +0, now: CPU 1289, GPU 5584 (MiB) | |
| [01/04/2024-17:33:16] [I] [TRT] [MemUsageChange] TensorRT-managed allocation in engine deserialization: CPU +0, GPU +52, now: CPU 0, GPU 52 (MiB) | |
| [01/04/2024-17:33:16] [I] Engine deserialized in 0.111801 sec. | |
| [01/04/2024-17:33:16] [I] [TRT] [MemUsageChange] Init cuDNN: CPU +0, GPU +0, now: CPU 1289, GPU 5584 (MiB) | |
| [01/04/2024-17:33:17] [I] [TRT] [MemUsageChange] TensorRT-managed allocation in IExecutionContext creation: CPU +0, GPU +176, now: CPU 0, GPU 228 (MiB) | |
| [01/04/2024-17:33:17] [I] Setting persistentCacheLimit to 0 bytes. | |
| [01/04/2024-17:33:17] [I] Using random values for input onnx::Cast_0 | |
| [01/04/2024-17:33:17] [I] Created input binding for onnx::Cast_0 with dimensions 1x3x640x640 | |
| [01/04/2024-17:33:17] [I] Using random values for output graph2_flat_predictions | |
| [01/04/2024-17:33:17] [I] Created output binding for graph2_flat_predictions with dimensions -1x57 | |
| [01/04/2024-17:33:17] [I] Starting inference | |
| [01/04/2024-17:33:32] [I] Warmup completed 2 queries over 200 ms | |
| [01/04/2024-17:33:32] [I] Timing trace has 455 queries over 15.0615 s | |
| [01/04/2024-17:33:32] [I] | |
| [01/04/2024-17:33:32] [I] === Trace details === | |
| [01/04/2024-17:33:32] [I] Trace averages of 100 runs: | |
| [01/04/2024-17:33:32] [I] Average on 100 runs - GPU latency: 32.9605 ms - Host latency: 33.0762 ms (enqueue 33.0077 ms) | |
| [01/04/2024-17:33:32] [I] Average on 100 runs - GPU latency: 33.0537 ms - Host latency: 33.1675 ms (enqueue 33.0924 ms) | |
| [01/04/2024-17:33:32] [I] Average on 100 runs - GPU latency: 32.1268 ms - Host latency: 32.2425 ms (enqueue 32.2062 ms) | |
| [01/04/2024-17:33:32] [I] Average on 100 runs - GPU latency: 33.0024 ms - Host latency: 33.1156 ms (enqueue 33.0402 ms) | |
| [01/04/2024-17:33:32] [I] | |
| [01/04/2024-17:33:32] [I] === Performance summary === | |
| [01/04/2024-17:33:32] [I] Throughput: 30.2094 qps | |
| [01/04/2024-17:33:32] [I] Latency: min = 30.0195 ms, max = 71.332 ms, mean = 33.0655 ms, median = 32.4204 ms, percentile(90%) = 34.8018 ms, percentile(95%) = 36.6191 ms, percentile(99%) = 46.4575 ms | |
| [01/04/2024-17:33:32] [I] Enqueue Time: min = 29.9561 ms, max = 71.791 ms, mean = 33.0028 ms, median = 32.3359 ms, percentile(90%) = 34.7646 ms, percentile(95%) = 36.8098 ms, percentile(99%) = 46.7935 ms | |
| [01/04/2024-17:33:32] [I] H2D Latency: min = 0.0839844 ms, max = 0.121582 ms, mean = 0.0949238 ms, median = 0.0944824 ms, percentile(90%) = 0.105469 ms, percentile(95%) = 0.108398 ms, percentile(99%) = 0.112305 ms | |
| [01/04/2024-17:33:32] [I] GPU Compute Time: min = 29.9189 ms, max = 71.2129 ms, mean = 32.9512 ms, median = 32.2991 ms, percentile(90%) = 34.6904 ms, percentile(95%) = 36.4971 ms, percentile(99%) = 46.3633 ms | |
| [01/04/2024-17:33:32] [I] D2H Latency: min = 0.00292969 ms, max = 0.0634766 ms, mean = 0.0193735 ms, median = 0.0205078 ms, percentile(90%) = 0.0307617 ms, percentile(95%) = 0.0344238 ms, percentile(99%) = 0.0463867 ms | |
| [01/04/2024-17:33:32] [I] Total Host Walltime: 15.0615 s | |
| [01/04/2024-17:33:32] [I] Total GPU Compute Time: 14.9928 s | |
| [01/04/2024-17:33:32] [I] Explanations of the performance metrics are printed in the verbose logs. | |
| [01/04/2024-17:33:32] [I] | |
| &&&& PASSED TensorRT.trtexec [TensorRT v8502] # /usr/src/tensorrt/bin/trtexec --onnx=yolo_nas_pose_l_int8.onnx --int8 --avgRuns=100 --duration=15 --saveEngine=yolo_nas_pose_l_int8.onnx.int8.engine | |