From cbae30741172e7b40016a20be1986e73cec032cf Mon Sep 17 00:00:00 2001 From: andsonder Date: Wed, 6 Mar 2024 13:50:16 +0800 Subject: [PATCH 1/2] add weeklyreport --- .../[WeeklyReport]2024.02.25~2024.03.08.md | 108 ++++++++++++++++++ ...fcc024361a56eaf189ac08b17df330286bb3bd.png | Bin 0 -> 252880 bytes ...2abf40d50a9e30a2125a9da2e0aa22e62555c2.png | Bin 0 -> 298580 bytes ...006568e8669a7fe207f6d97c76f9581da2e2e1.png | Bin 0 -> 816022 bytes ...3fce2dc35410eddb858a6786fbe8036845cf1e.png | Bin 0 -> 1218263 bytes 5 files changed, 108 insertions(+) create mode 100644 WeeklyReports/Hackathon_6th/10_AndSonder/[WeeklyReport]2024.02.25~2024.03.08.md create mode 100644 WeeklyReports/Hackathon_6th/10_AndSonder/images/023b396d493cc5b362756a1334fcc024361a56eaf189ac08b17df330286bb3bd.png create mode 100644 WeeklyReports/Hackathon_6th/10_AndSonder/images/c08fb4e8a99b5839c856fe11af2abf40d50a9e30a2125a9da2e0aa22e62555c2.png create mode 100644 WeeklyReports/Hackathon_6th/10_AndSonder/images/c8affb861274052cd597435eea006568e8669a7fe207f6d97c76f9581da2e2e1.png create mode 100644 WeeklyReports/Hackathon_6th/10_AndSonder/images/e6adc33125a39dbd23e8e7ce263fce2dc35410eddb858a6786fbe8036845cf1e.png diff --git a/WeeklyReports/Hackathon_6th/10_AndSonder/[WeeklyReport]2024.02.25~2024.03.08.md b/WeeklyReports/Hackathon_6th/10_AndSonder/[WeeklyReport]2024.02.25~2024.03.08.md new file mode 100644 index 00000000..7a5e3903 --- /dev/null +++ b/WeeklyReports/Hackathon_6th/10_AndSonder/[WeeklyReport]2024.02.25~2024.03.08.md @@ -0,0 +1,108 @@ +### 姓名 + +卢畅 + +### 实习项目 + +静态图半自动并行训练性能优化 + +### 本周工作 + +本项目的主要工作是针对 Paddle 静态图模型的半自动并行训练性能优化,本周主要工作如下: + +1. 为 VPP 适配 send_recv_overlap + +send_recv_overlap 是将通信和计算重叠的技术,可以提高通信效率。在 VPP 中,适配之前 VPP 编排模式并不支持 send_recv_overlap,因此需要对 VPP 进行适配。 + +相关 PR: + +- https://github.com/PaddlePaddle/Paddle/pull/61541 + +2. 优化 all_reduce_matmul_grad_overlapping + +当下 all_reduce_matmul_grad_overlapping 中有很多多余的 sync_with_cpp 。将这些多余的 sync_with_cpp 去掉,在 overlapping 之后再进行 sync_with_cpp 可以提高性能。 + +``` +优化前 (单位:秒): + +1 0.000 0.000 0.212 0.212 pass_base.py:91(apply) +1 0.000 0.000 0.211 0.211 pass_base.py:111(_apply_impl) +1 0.000 0.000 0.211 0.211 allreduce_matmul_grad_overlapping.py:52(_apply_single_impl) +1 0.000 0.000 0.207 0.207 allreduce_matmul_grad_overlapping.py:126 + +优化后(单位:秒): + +1 0.000 0.000 0.046 0.046 pass_base.py:91(apply) +1 0.000 0.000 0.046 0.046 pass_base.py:111(_apply_impl) +1 0.000 0.000 0.046 0.046 allreduce_matmul_grad_overlapping.py:52(_apply_single_impl) +1 0.000 0.000 0.040 0.040 allreduce_matmul_grad_overlapping.py:125 +``` + +优化前耗时分布: + +![picture 0](images/c8affb861274052cd597435eea006568e8669a7fe207f6d97c76f9581da2e2e1.png) + +优化后耗时分布: + +![picture 1](images/e6adc33125a39dbd23e8e7ce263fce2dc35410eddb858a6786fbe8036845cf1e.png) + +相关 PR: + +- https://github.com/PaddlePaddle/Paddle/pull/61817 + +3. 修复 allreduce_matmul_grad_overlapping 和 master_grad 同时开启时候的 bug + +当下 allreduce_matmul_grad_overlapping 和 master_grad 同时开启的情况下,会出现 cast op 位置错误的情况,导致 cast op 将没有初始化的tensor作为输入,进而导致选Kernel 报错: + +![picture 2](images/023b396d493cc5b362756a1334fcc024361a56eaf189ac08b17df330286bb3bd.png) + +为了适配这种情况,我们需要需要将依赖 dy 的 op 移动到 allreduce_matmul_grad_overlapping 的第二个 matmul 之后: + +![picture 3](images/c08fb4e8a99b5839c856fe11af2abf40d50a9e30a2125a9da2e0aa22e62555c2.png) + +经过测试,llama 模型的loss和pr修改前可以对齐 + +相关 PR: + +- https://github.com/PaddlePaddle/Paddle/pull/61865 + +4. 将 reduce 的 op 移动到 optimize 阶段以提高性能 + +静态图下开启sharding后,每个micro batch 反向阶段都会进行 allreduce, 但是反向阶段做通信的操作性能比较差。 + +sharding 的这个 pass 在做通信的时候会插入一下reduce去做通信,现在将reduce移动到opt阶段,这样可以减少通信的次数,提高性能。 + +``` +没有gm: reduce(grad) -> opt(grad) +有gm: reduce(grad) -> grad_megred=add(grad) -> opt(grad_megred) +优化后: grad_megred=add(grad) -> reduce(grad_megred) -> opt(grad_megred) + insert role=opt +``` + +测试 Case: + +- 使用 c_reduce_sum 通过测试,llama 模型 loss 可以对齐 ✅ +- 使用 c_reduce_avg 通过测试,llama 模型 loss 可以对齐 ✅ + +相关 PR: + +- https://github.com/PaddlePaddle/Paddle/pull/62157 +- https://github.com/PaddlePaddle/Paddle/pull/62441 +- https://github.com/PaddlePaddle/PaddleNLP/pull/8045 + +5. 阅读 Zero-Bubble 的论文 + +阅读了 Zero-Bubble 的论文,了解了 Zero-Bubble 的原理和实现,并写了笔记。 + +笔记链接: + +- https://space.keter.top/docs/high_performance/%E5%88%86%E5%B8%83%E5%BC%8F/zero-bubble + +### 下周工作 + +1. 阅读 Zero-Bubble 相关代码,了解其实现原理 +2. 初步编写 Zero-Bubble 的实现方案并与导师讨论以完善方案 + + +### 导师点评 + diff --git a/WeeklyReports/Hackathon_6th/10_AndSonder/images/023b396d493cc5b362756a1334fcc024361a56eaf189ac08b17df330286bb3bd.png b/WeeklyReports/Hackathon_6th/10_AndSonder/images/023b396d493cc5b362756a1334fcc024361a56eaf189ac08b17df330286bb3bd.png new file mode 100644 index 0000000000000000000000000000000000000000..8261f7f5f1945abc3d0dbae991bf96d92a3e9806 GIT binary patch literal 252880 zcmaI81yo$!wylc>g1fth;O_20gIjQScXtZ}2<}dBE!=_yD_jeAch^_>_de&I``+89 z%~q|7#ezjK*Bo<<{*7Ky%8Js+2m}Za5D>_+G7>5f5U|b=5YVCUP~amWqxzTNCrB3+ 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95c0db125b73353cad20cdb0f3e2ca1ee98c701e Mon Sep 17 00:00:00 2001 From: chenruibiao Date: Thu, 7 Mar 2024 14:14:46 +0800 Subject: [PATCH 2/2] Add comments --- .../10_AndSonder/[WeeklyReport]2024.02.25~2024.03.08.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/WeeklyReports/Hackathon_6th/10_AndSonder/[WeeklyReport]2024.02.25~2024.03.08.md b/WeeklyReports/Hackathon_6th/10_AndSonder/[WeeklyReport]2024.02.25~2024.03.08.md index 7a5e3903..e69b7222 100644 --- a/WeeklyReports/Hackathon_6th/10_AndSonder/[WeeklyReport]2024.02.25~2024.03.08.md +++ b/WeeklyReports/Hackathon_6th/10_AndSonder/[WeeklyReport]2024.02.25~2024.03.08.md @@ -105,4 +105,5 @@ sharding 的这个 pass 在做通信的时候会插入一下reduce去做通信 ### 导师点评 - +卢畅同学这段时间完成了多项关键的性能优化任务,不仅为VPP适配了send_recv_overlap技术,修复了allreduce_matmul_grad_overlapping和master_grad同时开启时出现的bug,还成功将sharding reduce移动到optimize阶段进一步提升了训练性能,这些优化对于大规模并行训练具有重要意义。 +期待在下周的工作中继续保持这种良好的状态,为项目的成功贡献更多力量。

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