hb_model_info 是用于解析*.hbm和*.bc编译时的依赖及参数信息、*.onnx模型基本信息,同时支持对*.bc可删除节点进行查询的工具,可通过启动webserver以查看模型结构。

支持查看 *.onnx模型基本信息,*.bc模型的依赖及参数信息、可删除节点信息,*.hbm模型的依赖及参数信息。
Usage: hb_model_info [OPTIONS] MODEL_PATH
A tool to get info about model compilation parameters, properties
Options:
-h, --help Show this message and exit.
--version Show the version and exit.
-v, --visualize Start netron server to show model structure
| 参数名称 | 参数说明 |
|---|---|
-h, --help | 显示帮助信息。 |
--version | 显示版本并退出。 |
-v, --visualize | 启动webserver以查看模型结构,查看完毕后可使用 Ctrl+C 关闭。 |
以resnet50_224x224_nv12.hbm模型为例,使用以下命令查看模型编译信息:
hb_model_info ./model_output/resnet50_224x224_nv12.hbm
输出部分包括模型编译时的一些输入信息,以及模型上板运行时会占用的内存信息,如下所示:
以下代码块中的版本号信息等内容将随发布包版本变化,此处仅为示例。
log will be stored in /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50/hb_model_info.log
Start hb_model_info....
hb_model_info version 3.4.3
hbm_path: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50/model_output/resnet50_224x224_nv12.hbm
pid:94252 tid:94252 hbrt4_log/src/logger.rs:402: Logger of HBRT4 initialized, version = 4.4.3
pid:94252 tid:94252 hbrt4_loader/src/parsing.rs:91: Load hbm from file; filename="resnet50_224x224_nv12.hbm"
pid:94361 tid:94361 hbrt4_log/src/logger.rs:402: Logger of HBRT4 initialized, version = 4.4.3
pid:94361 tid:94361 hbrt4_loader/src/parsing.rs:42: Load hbm header from file; filename="resnet50_224x224_nv12.hbm"
pid:94361 tid:94361 hbrt4_log/src/logger.rs:402: Logger of HBRT4 initialized, version = 4.4.3
pid:94361 tid:94361 hbrt4_loader/src/parsing.rs:91: Load hbm from file; filename="resnet50_224x224_nv12.hbm"
FPS=1145.9400000000001, latency = 872.60000000000002 us, DDR = 26316800 bytes, Compiling HBDK version = "4.4.3" (see .hb_model_info/resnet50_224x224_nv12.html)
HBDK hbm perf SUCCESS
************* resnet50_224x224_nv12 *************
############# model deps info #############
builder version : 3.4.3
hbdk version : 4.4.3
hmct version : 2.0.5
############# model_parameters info #############
onnx_model : /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/01_common/model_zoo/mapper/classification/resnet50/resnet50.onnx
BPU march : nash-e
layer_out_dump : False
working dir : /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50/model_output
output_model_file_prefix: resnet50_224x224_nv12
node_info : {}
############# input_parameters info #############
------------------------------------------
---------input info : input ---------
input_name : input
input_type_rt : nv12
input_space&range : regular
input_type_train : rgb
input_layout_train : NCHW
norm_type : data_mean_and_scale
input_shape : 1x3x224x224
mean_value : [123.675, 116.28, 103.53]
scale_value : [0.01712475, 0.017507, 0.01742919]
std_value : []
separate_batch : False
---------input info : input end -------
------------------------------------------
############# calibration_parameters info #############
calibration_type : default
max_percentile : None
per_channel : False
cal_data_dir : /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50/calibration_data_rgb
############# compiler_parameters info #############
debug : True
optimize_level : O2
compile_mode : latency
core_num : 1
balance_factor : 100
input_source : {'input': 'pyramid'}
cache_mode : disable
############# memory info #############
input memory : 75264
output memory : 4096
static memory : 26478248
dynamic memory : 79360
intermediate memory : 0
temporary memory : 0
min memory requirement: 26557608
hbm_path: /open_explorer/samples/ai_toolchain/horizon_model_convert_sample/03_classification/03_resnet50/model_output/resnet50_224x224_nv12.hbm
pid:94252 tid:94252 hbrt4_loader/src/parsing.rs:42: Load hbm header from file; filename="resnet50_224x224_nv12.hbm"
pid:94252 tid:94252 hbrt4_log/src/logger.rs:402: Logger of HBRT4 initialized, version = 4.4.3
pid:94252 tid:94252 hbrt4_loader/src/parsing.rs:91: Load hbm from file; filename="resnet50_224x224_nv12.hbm"
############# Model input/output info #############
NAME TYPE SHAPE DATA_TYPE
------ ------ ---------------- ---------
input_y input [1, 224, 224, 1] UINT8
input_uv input [1, 112, 112, 2] UINT8
output output [1, 1000] FLOAT32