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Add SwiGLU for auto Llama #8038

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merged 1 commit into from
Mar 2, 2024

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From00
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@From00 From00 commented Mar 1, 2024

PR types

Performance optimization

PR changes

Models

Description

自动并行Llama模型支持SwiGLU,以优化性能和显存。
Llama1-13B-PP2-SD4-GBS128-ACC32配置,单机A100提速0.9%,相关数据:
image

关联PR: #7967

遗留TODO: 补齐框架SwiGLU算子切分推导规则(测试配置未开mp,走兜底规则)

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paddle-bot bot commented Mar 1, 2024

Thanks for your contribution!

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codecov bot commented Mar 1, 2024

Codecov Report

Attention: Patch coverage is 40.00000% with 12 lines in your changes are missing coverage. Please review.

Project coverage is 56.42%. Comparing base (dff7dcc) to head (1b113be).

Files Patch % Lines
paddlenlp/transformers/llama/modeling_auto.py 40.00% 6 Missing ⚠️
...ddlenlp/transformers/llama/modeling_auto_static.py 40.00% 6 Missing ⚠️
Additional details and impacted files
@@           Coverage Diff            @@
##           develop    #8038   +/-   ##
========================================
  Coverage    56.42%   56.42%           
========================================
  Files          589      589           
  Lines        90252    90266   +14     
========================================
+ Hits         50921    50929    +8     
- Misses       39331    39337    +6     

☔ View full report in Codecov by Sentry.
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LGTM

@wawltor wawltor merged commit a574900 into PaddlePaddle:develop Mar 2, 2024
7 of 10 checks passed
heavyrain-lzy added a commit to heavyrain-lzy/PaddleNLP that referenced this pull request Mar 13, 2024
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3 participants