[Feature Enhancement] Implement a function to collect the model's execution stats.

[Xreki]

PR Category

Feature Enhancement

Description

执行结果如下：

[2025-09-22 21:04:20.401] Collect information for /work/GraphNet/samples/torchvision/resnet18
Totally 1 subgraphs, 69 operators, and 0 operators failed to inference dtypes.
model_stats collection information: model_path=/work/GraphNet/samples/torchvision/resnet18, method=symbolic_trace, is_ops_complete=True
graph-net-collect-stats-log [ModelStats.num_inputs] model_path:/work/GraphNet/samples/torchvision/resnet18 42
graph-net-collect-stats-log [ModelStats.num_params] model_path:/work/GraphNet/samples/torchvision/resnet18 62
graph-net-collect-stats-log [ModelStats.num_outputs] model_path:/work/GraphNet/samples/torchvision/resnet18 1
graph-net-collect-stats-log [ModelStats.num_ops] model_path:/work/GraphNet/samples/torchvision/resnet18 69
graph-net-collect-stats-log [ModelStats.model_size] model_path:/work/GraphNet/samples/torchvision/resnet18 0.011689512B
graph-net-collect-stats-log [ModelStats.input_dtypes] model_path:/work/GraphNet/samples/torchvision/resnet18 int64:1 float32:41
graph-net-collect-stats-log [ModelStats.param_dtypes] model_path:/work/GraphNet/samples/torchvision/resnet18 float32:62
graph-net-collect-stats-log [ModelStats.op_dtypes] model_path:/work/GraphNet/samples/torchvision/resnet18 float32:69
graph-net-collect-stats-log [ModelStats.ops] model_path:/work/GraphNet/samples/torchvision/resnet18 adaptive_avg_pool2d:1 add:8 batch_norm:20 conv2d:20 flatten:1 linear:1 max_pool2d:1 relu:17
graph-net-collect-stats-log [ModelStats.source] model_path:/work/GraphNet/samples/torchvision/resnet18 torchvision
graph-net-collect-stats-log [ModelStats.heuristic_tag] model_path:/work/GraphNet/samples/torchvision/resnet18 computer_vision

[paddle-bot]

Thanks for your contribution!