Wwan_jianfenfix(machine): Fix prof open aicpu per data not complete

2f084f31Add on Feb 24674 commits

Files	Last commit	Last update
.gitcode	feat(build): Add task issue template Co-authored-by: DCGDDD<yangxu14@huawei.com> # message auto-generated for no-merge-commit merge: !995 merge ver into master feat(build): Add task issue template Created-by: DCGDDD Commit-by: DCGDDD Merged-by: cann-robot Description: feat(build): Add task issue template See merge request: cann/pypto!995	3 months ago
cmake	refactor(build): Optimize the execution script location for use cases to extend support for pytest Co-authored-by: DCGDDD<yangxu14@huawei.com> # message auto-generated for no-merge-commit merge: !1084 merge master into master refactor(build): Optimize the execution script location for use cases to extend support for pytest Created-by: DCGDDD Commit-by: DCGDDD Merged-by: cann-robot Description: refactor(build): Optimize the execution script location for use cases to extend support for pytest See merge request: cann/pypto!1084	3 months ago
docker	docs(machine): Update docker &APIdocuments Co-authored-by: duanhaotian<duanhaotian@huawei.com> # message auto-generated for no-merge-commit merge: !853 merge hardy_duan into master docs(machine): Update docker &APIdocuments Created-by: duanhaotian Commit-by: duanhaotian Merged-by: cann-robot Description: 更新docker 基础镜像版本到最新，添加pto-isa包及其他依赖，适配最新pypto See merge request: cann/pypto!853	3 months ago
docs	fix(operation): Optimize docs of operation. Co-authored-by: gguuaanngg<zhangguangjun2@huawei.com> # message auto-generated for no-merge-commit merge: !1110 merge master into master fix(operation): Optimize docs of operation. Created-by: gguuaanngg Commit-by: gguuaanngg Merged-by: cann-robot Description: 1、调整资料TileShape设置章节的结构 2、修复资料中中英文标点符号的问题 See merge request: cann/pypto!1110	3 months ago
examples	fix(examples): Fix elementwise_ops and enable ffn_module CI test Co-authored-by: chenshengxin<chenshengxin@huawei.com> # message auto-generated for no-merge-commit merge: !1049 merge examples/fix-example-260212 into master fix(examples): Fix elementwise_ops and enable ffn_module CI test Created-by: shengxinchen Commit-by: chenshengxin Merged-by: cann-robot Description: ## 描述本次 PR 对示例用例进行了修复与维护，主要包括： * 修复 `elementwise_ops.py` 中导致运行失败的问题，使该用例可正常执行； * 去除 `ffn_module.py` 中的 skip 标记，将该用例纳入 CI 看护范围； ## 测试 * 本地运行 `elementwise_ops.py`，验证修复后可正常执行； * 本地运行 `ffn_module.py`，确认去除 skip 标记后用例可正常通过； ## 文档更新无需更新外部文档。 ## 类型标签 - [x] Bug 修复 - [ ] 新特性 - [ ] 性能优化 - [ ] 文档更新 - [ ] 其他，请描述： See merge request: cann/pypto!1049	3 months ago
framework	fix(machine): Fix prof open aicpu per data not complete	3 months ago
models	fix(tests): Change distribution method Co-authored-by: yyyfff<yefan29@huawei.com> # message auto-generated for no-merge-commit merge: !1017 merge feat/test into master fix(tests): Change distribution method Created-by: yyyfff Commit-by: yyyfff Merged-by: cann-robot Description: Modify ut test to new front See merge request: cann/pypto!1017	3 months ago
python	fix(machine): Fix prof open aicpu per data not complete	3 months ago
tools	feat(interpreter): Supports dumped data parsing and comparison Co-authored-by: zhuqingbo<zhuqingbo@huawei.com> # message auto-generated for no-merge-commit merge: !1086 merge master into master feat(interpreter): Supports dumped data parsing and comparison Created-by: gcw_zcOFYzUr Commit-by: zhuqingbo Merged-by: cann-robot Description: 1.支持对上板dump数据的解析和比对 2.schema中参数描述修改 See merge request: cann/pypto!1086	3 months ago
.clang-format	Initial commit	5 months ago
.gitattributes	refactor(examples): Move /example/models to /models directory Co-authored-by: DCGDDD<yangxu14@huawei.com> # message auto-generated for no-merge-commit merge: !674 merge master into master refactor(examples): Move /example/models to /models directory Created-by: DCGDDD Commit-by: DCGDDD Merged-by: cann-robot Description: refactor(examples): Move /example/models to /models directory See merge request: cann/pypto!674	4 months ago
.gitignore	feat(build): Extend test case executor functionality Co-authored-by: DCGDDD<yangxu14@huawei.com> # message auto-generated for no-merge-commit merge: !1018 merge master into master feat(build): Extend test case executor functionality Created-by: DCGDDD Commit-by: DCGDDD Merged-by: cann-robot Description: 1. Add .arts/ directory to .gitignore to ignore WebIDE default configuration path; 2. Add/complete comments in build_ci.py and setup.py; 3. Optimize parallel execution control script to facilitate future support for Pytest scenarios. See merge request: cann/pypto!1018	3 months ago
CMakeLists.txt	feat(machine): Add tile_fwk_utils and pypto host log Co-authored-by: arthur_morgan_hw<lipeijie@huawei.com> # message auto-generated for no-merge-commit merge: !7 merge br_machine into master feat(machine): Add tile_fwk_utils and pypto host log Created-by: arthur_morgan_hw Commit-by: arthur_morgan_hw Merged-by: cann-robot Description: ## 描述 1、新增tile_fwk_utils动态库，以后作为所有组件的公共库 2、tile_fwk_utils中新增host_log模块用于host日志的打印，同时支持dlog和内置log打印，使用策略如下 - host侧有CANN包编译、有CANN包执行，使用dlog - host侧有CANN包编译、无CANN包执行，使用内置log - host侧无CANN包编译、无CANN包执行，使用内置log PS：当前在dlog侧新增了PYPTO的moduleId，考虑到社区的CANN未更新，当前的策略临时调整为全部使用内置log进行打印。后期社区CANN包更新之后，在按照上述策略重新调整 ## 关联的Issue <!-- 如果这个PR是为了解决特定的Issue，请在这里提供Issue链接。例如：关联Issue #000--> <!-- 如果这个PR是为了解决特定的问题单，请在这里描述问题单单号。--> ## 测试 <!--描述进行了哪些测试来验证你的改动。包括但不限于二级冒烟、算子泛化等。--> ## 文档更新 <!--如果这个PR包含文档的更新，请在这里指出。例如：更新了README.md文件。--> ## 类型标签 <!-- [x] 表示选中 --> - [ ] Bug修复 - [x] 新特性 - [ ] 性能优化 - [ ] 文档更新 - [ ] 其他，请描述： See merge request: cann/pypto!7	3 months ago
CONTRIBUTION.md	【Update】ReadMe等内容刷新 Co-authored-by: jason_yuan_ye<yuanye17@huawei.com> # message auto-generated for no-merge-commit merge: !3 merge master into master 【Update】ReadMe等内容刷新 Created-by: jason_yuan_ye Commit-by: jason_yuan_ye Merged-by: cann-robot Description: Update： 1. 更新ReadMe内容 2. 更新相关examples下内容说明 See merge request: cann/pypto!3	5 months ago
LICENSE	Initial commit	5 months ago
MANIFEST.in	feat(machine): Add tile_fwk_utils and pypto host log Co-authored-by: arthur_morgan_hw<lipeijie@huawei.com> # message auto-generated for no-merge-commit merge: !7 merge br_machine into master feat(machine): Add tile_fwk_utils and pypto host log Created-by: arthur_morgan_hw Commit-by: arthur_morgan_hw Merged-by: cann-robot Description: ## 描述 1、新增tile_fwk_utils动态库，以后作为所有组件的公共库 2、tile_fwk_utils中新增host_log模块用于host日志的打印，同时支持dlog和内置log打印，使用策略如下 - host侧有CANN包编译、有CANN包执行，使用dlog - host侧有CANN包编译、无CANN包执行，使用内置log - host侧无CANN包编译、无CANN包执行，使用内置log PS：当前在dlog侧新增了PYPTO的moduleId，考虑到社区的CANN未更新，当前的策略临时调整为全部使用内置log进行打印。后期社区CANN包更新之后，在按照上述策略重新调整 ## 关联的Issue <!-- 如果这个PR是为了解决特定的Issue，请在这里提供Issue链接。例如：关联Issue #000--> <!-- 如果这个PR是为了解决特定的问题单，请在这里描述问题单单号。--> ## 测试 <!--描述进行了哪些测试来验证你的改动。包括但不限于二级冒烟、算子泛化等。--> ## 文档更新 <!--如果这个PR包含文档的更新，请在这里指出。例如：更新了README.md文件。--> ## 类型标签 <!-- [x] 表示选中 --> - [ ] Bug修复 - [x] 新特性 - [ ] 性能优化 - [ ] 文档更新 - [ ] 其他，请描述： See merge request: cann/pypto!7	3 months ago
OAT.xml	feat(license): Modify license info Co-authored-by: yyyfff<yefan29@huawei.com> # message auto-generated for no-merge-commit merge: !827 merge docs into master feat(license): Modify license info Created-by: yyyfff Commit-by: yyyfff Merged-by: cann-robot Description: Modify incorrect descriptions in the license. Related Issue: [#276](https://gitcode.com/cann/pypto/issues/276) See merge request: cann/pypto!827	3 months ago
README.md	fix(docs): Fix some formatting problems of markdown files Co-authored-by: lyz0328<liyanzhen@huawei.com> # message auto-generated for no-merge-commit merge: !819 merge master into master fix(docs): Fix some formatting problems of markdown files Created-by: lyz0328 Commit-by: lyz0328 Merged-by: cann-robot Description: fix(docs): Fix some formatting problems of markdown files See merge request: cann/pypto!819	3 months ago
SECURITY.md	Initial commit	5 months ago
Third_Party_Open_Source_Softerware_Notice	Initial commit	5 months ago
build_ci.py	fix(tests): Change distribution method Co-authored-by: yyyfff<yefan29@huawei.com> # message auto-generated for no-merge-commit merge: !1017 merge feat/test into master fix(tests): Change distribution method Created-by: yyyfff Commit-by: yyyfff Merged-by: cann-robot Description: Modify ut test to new front See merge request: cann/pypto!1017	3 months ago
classify_rule.yaml	feat(simulation): Add pv model Co-authored-by: zhiweiyuan<zhiweiyuan@huawei.com> # message auto-generated for no-merge-commit merge: !500 merge master into master feat(simulation): Add pv model Created-by: zhiweiyuan Commit-by: zhiweiyuan Merged-by: cann-robot Description: 对接libpem_davinci.so，集成ESL精度仿真能力，在CANN下支持跑出精度结果 1、提供C++入口，支持C++精度仿真能力 2、提供python入口，支持pypto精度仿真能力 See merge request: cann/pypto!500	4 months ago
conftest.py	feat(build): Support mixed execution of STest and Examples in a single pytest command to reduce overall runtime Co-authored-by: DCGDDD<yangxu14@huawei.com> # message auto-generated for no-merge-commit merge: !636 merge master into master feat(build): Support mixed execution of STest and Examples in a single pytest command to reduce overall runtime Created-by: DCGDDD Commit-by: DCGDDD Merged-by: cann-robot Description: feat(build): Support mixed execution of STest and Examples in a single pytest command to reduce overall runtime Objective: Enable mixed execution of STest and Examples cases via a single pytest command to reduce overall CI execution time, while unifying configuration files to eliminate conflicts and ensure compatibility across test scenarios. Key Changes: 1. Adjust pytest command logic in build_ci.py: Analyzed the implementation of build_ci.py and updated the pytest command configuration to execute pytest examples python/tests/st when both -e (Examples) and -s (STest) parameters are specified, enabling mixed running of Examples and STest cases in one command. 2. Unify conftest.py configuration: Resolved the issue of duplicate conftest.py files existing in the examples directory and python/tests directory: - Analyzed functional differences between the two conftest.py files; - Consolidated all their functionalities into a single conftest.py file placed in the project root directory; - Ensured full compatibility with UTest execution scenarios to avoid breaking existing UT workflows. 3. Centralize pytest.ini configuration: Migrated and extended the functionality of examples/pytest.ini to the project root's pytest.ini for unified configuration management: - Retained pytest's default file/case matching rules for STest and UTest to maintain consistency with standard test practices; - Added support for special file/case matching rules specific to the examples/modules path to preserve its unique test file naming conventions. Impact: - Eliminates configuration conflicts caused by multiple conftest.py and pytest.ini files across directories; - Enables mixed execution of STest and Examples via one pytest command, reducing total test runtime; - Maintains full compatibility with existing UTest/STest workflows while standardizing configuration management. Issue: [#196](https://gitcode.com/cann/pypto/issues/196) See merge request: cann/pypto!636	4 months ago
pyproject.toml	fix(operation): Change a2a3 to arch32 Co-authored-by: gguuaanngg<zhangguangjun2@huawei.com> # message auto-generated for no-merge-commit merge: !264 merge master into master fix(operation): Change a2a3 to arch32 Created-by: gguuaanngg Commit-by: gguuaanngg Merged-by: cann-robot Description: ## 描述 <!--在这里详细描述你的改动，包括改动的原因和所采取的方法。--> ## 关联的Issue <!-- 如果这个PR是为了解决特定的Issue，请在这里提供Issue链接。例如：关联Issue #000--> <!-- 如果这个PR是为了解决特定的问题单，请在这里描述问题单单号。--> ## 测试 <!--描述进行了哪些测试来验证你的改动。包括但不限于二级冒烟、算子泛化等。--> ## 文档更新 <!--如果这个PR包含文档的更新，请在这里指出。例如：更新了README.md文件。--> ## 类型标签 <!-- [x] 表示选中 --> - [ ] Bug修复 - [ ] 新特性 - [ ] 性能优化 - [ ] 文档更新 - [ ] 其他，请描述： See merge request: cann/pypto!264	4 months ago
pytest.ini	feat(model): Add qwen3_next gdr model Co-authored-by: zhuyunlong<zhuyunlong1@huawei.com> # message auto-generated for no-merge-commit merge: !820 merge gdr into master feat(model): Add qwen3_next gdr model Created-by: zhuyunlong Commit-by: zhuyunlong Merged-by: cann-robot Description: qwen3-next模型的gdr算子实现和测试代码 See merge request: cann/pypto!820	3 months ago
setup.py	feat(build): Extend test case executor functionality Co-authored-by: DCGDDD<yangxu14@huawei.com> # message auto-generated for no-merge-commit merge: !1018 merge master into master feat(build): Extend test case executor functionality Created-by: DCGDDD Commit-by: DCGDDD Merged-by: cann-robot Description: 1. Add .arts/ directory to .gitignore to ignore WebIDE default configuration path; 2. Add/complete comments in build_ci.py and setup.py; 3. Optimize parallel execution control script to facilitate future support for Pytest scenarios. See merge request: cann/pypto!1018	3 months ago

PyPTO

🔥最新动态

2025/12：PyPTO项目首次上线。

🚀概述

PyPTO（发音：pai p-t-o）是一款面向AI加速器的高性能编程框架，旨在简化复杂融合算子乃至整个模型网络的开发流程，同时保持高性能计算能力。该框架采用创新的PTO（Parallel Tensor/Tile Operation）编程范式，以基于Tile的编程模型为核心设计理念，通过多层次的中间表示（IR）系统，将用户通过API构建的AI模型应用从高层次的Tensor图逐步编译成硬件指令，最终生成可在目标平台上高效执行的可执行代码。

核心特性

基于 Tile 的编程模型：所有计算都基于Tile（硬件感知的数据块）进行，充分利用硬件并行计算能力和内存层次结构
多层级计算图转换：通过编译Pass将Tensor Graph转换为Tile Graph、Block Graph和Execution Graph，每一步包括一系列Pass优化流程
自动化代码生成：编译结果通过CodeGen生成底层PTO虚拟指令代码，再通过编译器将虚拟指令代码编译成目标平台的可执行代码
MPMD 执行调度：可执行代码被加载到设备侧，通过MPMD（Multiple Program Multiple Data）的方式调度到设备上的处理器核
完整的工具链支持：全流程的编译中间产物和运行时性能数据可通过IDE集成的工具链可视化识别性能瓶颈，开发者也可以通过工具链控制编译和调度行为
Python 友好 API：提供直观的Tensor级别抽象，贴近算法开发者的思维模式，支持动态Shape和符号化编程
分层抽象设计：对不同开发者暴露不同抽象层次，算法开发者使用Tensor层次，性能专家使用Tile层次，系统开发者使用Block层次

目标用户

算法开发者：主要使用Tensor层次编程，快速实现和验证算法，专注于算法逻辑
性能优化专家：可使用Tile或Block层次，进行深度性能调优，以实现极致性能
系统开发者：可在Tensor/Tile/Block和PTO虚拟指令集层次上进行三方框架对接或集成，以及工具链开发

⚡️最佳实践样例

PyPTO提供了丰富的示例代码，涵盖从基础操作到复杂模型实现的多个层级。一些最佳实践样例参考:

大模型实现样例

DeepSeekV3.2 SFA -稀疏Flash Attention量化实现
DeepSeekV3.2 MLA-PROLOG -MLA Indexer Prolog量化实现
GLM V4.5 Attention -GLM注意力机制实现
GLM V4.5 ExpertsSelector -GLM专家选择器实现

学习路径

在 examples目录下，我们规划了多个层级的样例:

beginner/：基础操作示例，帮助初学者快速上手PyPTO编程
intermediate/：中级示例，包括自定义操作、神经网络模块等
advanced/：高级示例，包括复杂模式和多函数组合

在 models/目录下，我们提供了部分大模型实现样例，供快速移植和部署

这些示例可以帮助开发者学习如何编写PyPTO算子，从简单的Tensor操作到复杂的模型网络实现。

⚡️快速入门

若您希望快速体验PyPTO的使用和开发过程，请访问如下文档获取简易教程。

环境部署：介绍项目基础环境的搭建，包括软件包和第三方依赖的获取和安装。
编译安装：环境部署后，介绍如何快速获取或编译PyPTO软件包并安装。
样例运行：安装PyPTO软件包后，介绍如何快速实现样例运行。

📖文档资源

若您希望深入体验项目功能并修改源码，请访问如下文档获取详细教程。

文档中心：当前发布版本的详细文档，包括编程指南、API参考，贡献指南等
示例代码：丰富的示例代码，从基础到高级应用

🔍目录结构

关键目录如下:

├── docs/                       # 文档资源
│   ├── api/                    # API参考文档
│   ├── contribute/             # 贡献指南文档
│   └── tutorials/              # PyPTO编程指南
│
├── examples/                   # 示例代码
│   ├── 01_beginner/            # 初级示例
│   ├── 02_intermediate/        # 中级示例
│   └── 03_advanced/            # 高级示例
│
├── models/                     # 模型实现示例
│
├── python/                     # Python源码
│   ├── pypto/                  # Python包源码根目录
│   ├── src/                    # pybind11源码根目录
│   └── tests/                  # Python测试用例源码（UTest, STest）
│
├── framework/                  # C++源码根目录
│   ├── include/                # C++对外头文件
│   ├── src/                    # C++源码
│   │   ├── codegen/            # 代码生成模块
│   │   ├── passes/             # 编译Pass模块
│   │   └── ...
│   └── tests/                  # C++测试用例源码
│
├── tools/                      # 工具脚本
│
├── cmake/                      # 构建所需的CMake公共配置及脚本
├── build_ci.py                 # CI执行构建、执行UTest、执行STest辅助脚本
├── CMakeLists.txt              # 顶层CMakeLists.txt，定义所有对外公开编译开关
├── pyproject.toml              # Python编译工具配置文件
├── LICENSE                     # 许可证文件
└── setup.py                    # Python编译工具脚本文件(setuptools)