CANN/asc-tools msobjdump样例
msobjdump样例
【免费下载链接】asc-toolsAscend C Tools仓是CANN基于Ascend C编程语言推出的配套调试工具仓。项目地址: https://gitcode.com/cann/asc-tools
概述
本样例基于MatmulLeakyRelu算子,演示融合编译场景下msobjdump工具的使用方式。样例通过编译matmul_leakyrelu.asc生成融合编译产物,再对生成的ELF文件执行解析。msobjdump工具的详细说明请参考msobjdump工具。
支持的产品
- Ascend 950PR/Ascend 950DT
- Atlas A3 训练系列产品/Atlas A3 推理系列产品
- Atlas A2 训练系列产品/Atlas A2 推理系列产品
目录结构介绍
├── 04_msobjdump │ ├── CMakeLists.txt // 编译工程文件 │ ├── data_utils.h // 数据读入写出函数 │ ├── matmul_leakyrelu.asc // Ascend C算子实现 & 调用样例 │ └── scripts │ ├── gen_data.py // 输入数据和真值数据生成脚本文件 │ └── verify_result.py // 真值对比文件算子描述
样例功能:
MatmulLeakyRelu的计算公式为:C = A * B + Bias C = C > 0 ? C : C * 0.001样例参数M = 1024,K = 256,N = 640,样例规格如下表所示:
样例类型(OpType) MatmulLeakyRelu 样例输入 name shape data type format A [M, K] float16 ND B [K, N] float16 ND Bias [N] float ND 样例输出 C [M, N] float ND 核函数名 matmul_leakyrelu_custom 样例实现:
实现流程
- 通过GenerateTiling实现host侧的Tiling计算
- 通过CalcGMOffset完成分核计算
- 通过Iterate接口完成矩阵乘计算
- 通过LeakyRelu实现激活函数计算
调用实现
使用内核调用符<<<>>>调用核函数。
编译运行
在本样例根目录下执行如下步骤,编译并执行算子。
配置环境变量
请根据当前环境上CANN开发套件包的安装方式,选择对应配置环境变量的命令。默认路径,root用户安装CANN软件包
source /usr/local/Ascend/cann/set_env.sh默认路径,非root用户安装CANN软件包
source $HOME/Ascend/cann/set_env.sh指定路径install_path,安装CANN软件包
source ${install_path}/cann/set_env.sh
执行如下命令,若能正常显示-h信息,则表示工具环境正常,功能可正常使用。
msobjdump -h样例执行
mkdir -p build && cd build; # 创建并进入build目录 cmake ..;make -j; # 编译工程 python3 ../scripts/gen_data.py # 生成测试输入数据 ./demo # 执行编译生成的可执行程序,执行样例 python3 ../scripts/verify_result.py output/output.bin output/golden.bin # 验证输出结果是否正确,确认算法逻辑正确执行结果如下,说明精度对比成功。
test pass!调用msobjdump工具解析
样例中的demo为融合编译生成的ELF文件。若该ELF中包含.aicore_binary段,msobjdump会自动提取该段内容并继续解析,无需手工拆分中间文件。解析融合编译产物
msobjdump --dump-elf ./demo本样例实际输出如下:
.ascend.meta META INFO RUNTIME_IMPLICIT_INFO: DOUBLE_PAGE_TABLE_ADDR RUNTIME_IMPLICIT_INFO: FFTS_ADDR VERSION: 1 RUNTIME_IMPLICIT_INFO: DOUBLE_PAGE_TABLE_ADDR RUNTIME_IMPLICIT_INFO: FFTS_ADDR VERSION: 1 RUNTIME_IMPLICIT_INFO: SIMD_TRACE_SPACE .ascend.meta. [0]: _Z23matmul_leakyrelu_customPhS_S_S_S_N7AscendC6tiling11TCubeTilingE_mix_aic KERNEL_TYPE: MIX_AIC_MAIN CROSS_CORE_SYNC: USE_SYNC MIX_TASK_RATION: [1:2] .ascend.meta. [0]: _Z23matmul_leakyrelu_customPhS_S_S_S_N7AscendC6tiling11TCubeTilingE_mix_aiv KERNEL_TYPE: MIX_AIC_MAIN CROSS_CORE_SYNC: USE_SYN全量打印融合编译产物中的device信息
msobjdump --dump-elf ./demo --verbose本样例实际输出如下:
.ascend.meta META INFO RUNTIME_IMPLICIT_INFO: DOUBLE_PAGE_TABLE_ADDR RUNTIME_IMPLICIT_INFO: FFTS_ADDR VERSION: 1 RUNTIME_IMPLICIT_INFO: DOUBLE_PAGE_TABLE_ADDR RUNTIME_IMPLICIT_INFO: FFTS_ADDR VERSION: 1 RUNTIME_IMPLICIT_INFO: SIMD_TRACE_SPACE .ascend.meta. [0]: _Z23matmul_leakyrelu_customPhS_S_S_S_N7AscendC6tiling11TCubeTilingE_mix_aic KERNEL_TYPE: MIX_AIC_MAIN CROSS_CORE_SYNC: USE_SYNC MIX_TASK_RATION: [1:2] .ascend.meta. [0]: _Z23matmul_leakyrelu_customPhS_S_S_S_N7AscendC6tiling11TCubeTilingE_mix_aiv KERNEL_TYPE: MIX_AIC_MAIN CROSS_CORE_SYNC: USE_SYNC MIX_TASK_RATION: [1:2] ====== [elf heard infos] ====== ELF Header: Magic: 7f 45 4c 46 02 01 01 00 00 00 00 00 00 00 00 00 Class: ELF64 Data: 2's complement, little endian Version: 1 (current) OS/ABI: UNIX - System V ABI Version: 0 Type: EXEC (Executable file) Machine: <unknown>: 0x1029 Version: 0x1 Entry point address: 0x0 Start of program headers: 64 (bytes into file) Start of section headers: 33504 (bytes into file) Flags: 0x940000 Size of this header: 64 (bytes) Size of program headers: 56 (bytes) Number of program headers: 3 Size of section headers: 64 (bytes) Number of section headers: 16 Section header string table index: 14 Section Headers: [Nr] Name Type Address Off Size ES Flg Lk Inf Al [ 0] NULL 0000000000000000 000000 000000 00 0 0 0 [ 1] .text PROGBITS 0000000000000000 0000e8 006c94 00 AX 0 0 4 ...................................................................................... [15] .strtab STRTAB 0000000000000000 007ce0 0005fc 00 0 0 1 Key to Flags: W (write), A (alloc), X (execute), M (merge), S (strings), I (info), L (link order), O (extra OS processing required), G (group), T (TLS), C (compressed), x (unknown), o (OS specific), E (exclude), D (mbind), p (processor specific) There are no section groups in this file. Program Headers: Type Offset VirtAddr PhysAddr FileSiz MemSiz Flg Align LOAD 0x0000e8 0x0000000000000000 0x0000000000000000 0x006ca7 0x006ca7 R E 0x1000 LOAD 0x0070e8 0x0000000000007000 0x0000000000007000 0x000210 0x000210 RW 0x1000 GNU_STACK 0x000000 0x0000000000000000 0x0000000000000000 0x000000 0x000000 RW 0 ......获取融合编译产物中的ELF文件列表
msobjdump --list-elf ./demo对当前样例产物,终端提示如下:
ELF file 0: demo.aicore.o解压融合编译产物中的ELF文件
mkdir -p objdump_out msobjdump --extract-elf ./demo执行上述命令,默认在当前执行路径下落盘
demo.aicore.o文件,若需指定路径可通过--out-dir进行设置。
【免费下载链接】asc-toolsAscend C Tools仓是CANN基于Ascend C编程语言推出的配套调试工具仓。项目地址: https://gitcode.com/cann/asc-tools
创作声明:本文部分内容由AI辅助生成(AIGC),仅供参考
