liangzuan1983 / 2021_aiac_task2_1st

QQ浏览器2021AI算法大赛赛道二 第1名 方案. Rank 1st solution to QQ Browser 2021 AI Algorithm Competition (CIKM AnalytiCup 2021) Track 2 Automated Hyperparameter Optimization.

1st Solution to QQ Browser 2021 AIAC Track 2

This repository is the winning solution to QQ Browser 2021 AI Algorithm Competition Track 2 Automated Hyperparameter Optimization (CIKM AnalytiCup 2021).

Team: PKU-DAIR. Members: Huaijun Jiang, Yu Shen, Yang Li.

The solution is based on black-box optimization system OpenBox.

Links

• Technical Report on arXiv.
• Presentation (Presented by Yu Shen): Slides, Video.

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• Official website：QQ Browser 2021 AI Algorithm Competiton / QQ浏览器2021AI算法大赛
• Contest manual：Automated Hyperparameter Optimization Contest manual / 自动超参数优化参赛手册
• The preliminary stage：
  • Code repository：THPO-Kit Github
  • API reference & ranking rules：Introduction to THPO-Kit / THPO-Kit 介绍文档
• The final stage：
  • Code repository：THPO-Final-Kit Github
  • API reference & ranking rules：THPO-final-Kit 介绍文档

Repo structure

|--THPO_Kit_2021                # code for preliminary stage
|  |--pku_dair_openbox          # our solution
|  |--...
|
|--THPO_Final_Kit_2021          # code for final stage
|  |--pku_dair_openbox_final    # our solution
|  |--explore_data              # code for data exploration
|  |--...
|
|--docs                         # documents
|  |--...
|
|--README.md                    # this file
`--requirements.txt             # requirements

Note: We provide code for data exploration and documents in this repo.

Environment

• python=3.6.8

conda create -n thpo python=3.6.8

• openbox==0.7.16

pip install -r requirements.txt

• Evaluation machine environment: linux 4.14, 64-bit operating system, memory 4G, CPU 2.3GHz dual-core Intel Core i5.

Usage

Preliminary Stage

cd THPO_Kit_2021

Local test:

./local_test.sh pku_dair_openbox

Submission:

./prepare_submission.sh pku_dair_openbox

Final Stage

cd THPO_Final_Kit_2021

Local test:

./local_test.sh pku_dair_openbox_final

Submission:

./prepare_submission.sh pku_dair_openbox_final

Please see README.md in inner folders for more details.