This is the Linux app named Model Search whose latest release can be downloaded as model_searchsourcecode.tar.gz. It can be run online in the free hosting provider OnWorks for workstations.
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이 앱을 실행하려면 다음 지침을 따르세요.
- 1. 이 애플리케이션을 PC에 다운로드했습니다.
- 2. 파일 관리자 https://www.onworks.net/myfiles.php?username=XXXXX에 원하는 사용자 이름을 입력합니다.
- 3. 이러한 파일 관리자에서 이 응용 프로그램을 업로드합니다.
- 4. 이 웹사이트에서 OnWorks Linux 온라인 또는 Windows 온라인 에뮬레이터 또는 MACOS 온라인 에뮬레이터를 시작합니다.
- 5. 방금 시작한 OnWorks Linux OS에서 원하는 사용자 이름으로 파일 관리자 https://www.onworks.net/myfiles.php?username=XXXXX로 이동합니다.
- 6. 응용 프로그램을 다운로드하여 설치하고 실행합니다.
스크린샷:
모델 검색
설명 :
Model Search is an AutoML research system for discovering neural network architectures with minimal human intervention. Instead of hand-crafting models, you define a search space and objectives, then the system explores candidate architectures using controllers and population-based strategies. It supports multiple tasks (such as vision or text) by letting you express reusable building blocks—layers, cells, and topologies—that the search can recombine. Training, evaluation, and promotion of candidates are orchestrated automatically, with strong emphasis on reproducibility and fair comparisons. The framework logs trials, metrics, and artifacts so you can analyze what the search learned and why certain designs dominate. It’s intended as a platform for method development as much as for model discovery.
기능
- Declarative search spaces for layers, cells, and connections
- Population-based training with promotion, mutation, and exploitation
- Multi-task support with pluggable input pipelines and heads
- Automated trial management, checkpointing, and early stopping
- Rich metric logging and artifact tracking for post-hoc analysis
- Extensible controllers to test new NAS algorithms
프로그래밍 언어
Python
카테고리
This is an application that can also be fetched from https://sourceforge.net/projects/model-search.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.