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后端优化
========

《编译后端优化》后端优化作为AI编译器跟硬件之间的相连接的模块，更多的是算子或者Kernel进行优化，而优化之前需要把计算图转换称为调度树等IR格式，然后针对每一个算子/Kernel进行循环优化、指令优化和内存优化等技术。

   希望这个系列能够给大家、朋友们带来一些些帮助，也希望自己能够继续坚持完成所有内容哈！

**内容大纲**

   ``PPT``\ 和\ ``字幕``\ 需要到
   `Github <https://github.com/chenzomi12/DeepLearningSystem>`__
   下载，网页课程版链接会失效哦~

   建议优先下载 PDF 版本，PPT 版本会因为字体缺失等原因导致版本很丑哦~

+-----------------------------------+-----------------------------------+
| 小节                              | 链接                              |
+===================================+===================================+
| 01 AI编译器后端优化介绍           | `PPT <./01.introduction.pdf>`__,  |
|                                   | `视频 <https://www.bili           |
|                                   | bili.com/video/BV17D4y177bP/>`__, |
|                                   | `文章 <./01.introduction.md>`__,  |
|                                   | `字幕 <./srt/01.srt>`__           |
+-----------------------------------+-----------------------------------+
| 02 算子分为计算与调度             | `PPT <./02.ops_compute.pdf>`__,   |
|                                   | `视频 <https://www.bili           |
|                                   | bili.com/video/BV1K84y1x7Be/>`__, |
|                                   | `文章 <./02.ops_compute.md>`__,   |
|                                   | `字幕 <./srt/02.srt>`__           |
+-----------------------------------+-----------------------------------+
| 03 算子优化手工方式               | `PPT <./03.optimization.pdf>`__,  |
|                                   | `视频 <https://www.bili           |
|                                   | bili.com/video/BV1ZA411X7WZ/>`__, |
|                                   | `文章 <./03.optimization.md>`__,  |
|                                   | `字幕 <./srt/03.srt>`__           |
+-----------------------------------+-----------------------------------+
| 04 算子循环优化                   | `PPT <./04.loop_opt.pdf>`__,      |
|                                   | `视频 <https://www.bili           |
|                                   | bili.com/video/BV17D4y177bP/>`__, |
|                                   | `文章 <./04.loop_opt.md>`__,      |
|                                   | `字幕 <./srt/04.srt>`__           |
+-----------------------------------+-----------------------------------+
| 05 指令和内存优化                 | `PPT <./05.other_opt.pdf>`__,     |
|                                   | `视频 <https://www.bili           |
|                                   | bili.com/video/BV11d4y1a7J6/>`__, |
|                                   | `文章 <./05.other_opt.md>`__,     |
|                                   | `字幕 <./srt/05.srt>`__           |
+-----------------------------------+-----------------------------------+
| 06 Auto-Tuning原理                | `PPT <./06.auto_tuning.pdf>`__,   |
|                                   | `视频 <https://www.bili           |
|                                   | bili.com/video/BV1uA411D7JF/>`__, |
|                                   | `文章 <./06.auto_tuning.md>`__,   |
|                                   | `字幕 <./srt/05.srt>`__           |
+-----------------------------------+-----------------------------------+

.. toctree::
   :maxdepth: 2

   01.introduction
   02.ops_compute
   03.optimization
   04.loop_opt
   05.other_opt
   06.auto_tuning