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  1. .. learnware documentation master file, created by
  2. sphinx-quickstart on Tue Mar 28 22:06:47 2023.
  3. You can adapt this file completely to your liking, but it should at least
  4. contain the root `toctree` directive.
  5. ============================================================
  6. ``Learnware Market`` Documentation
  7. ============================================================
  8. ``Learnware`` is a model sharing platform, which give a basic implementation of the learnware paradigm. A learnware is a well-performed trained machine learning model with a specification that enables it to be adequately identified to reuse according to the requirement of future users who may know nothing about the learnware in advance. The learnware paradigm can solve entangled problems in the current machine learning paradigm, like continual learning and catastrophic forgetting. It also reduces resources for training a well-performed model.
  9. .. _user_guide:
  10. Document Structure
  11. ====================
  12. .. toctree::
  13. :hidden:
  14. Home <self>
  15. .. toctree::
  16. :maxdepth: 3
  17. :caption: GETTING STARTED:
  18. Introduction <start/intro.rst>
  19. Quick Start <start/quick.rst>
  20. Installation <start/install.rst>
  21. Experiments and Examples <start/performance.rst>
  22. .. toctree::
  23. :maxdepth: 3
  24. :caption: WORKFLOWS:
  25. Learnware Preparation and Submission <workflow/submit.rst>
  26. Helpful Learnwares Identification <workflow/identify.rst>
  27. Learnwares Reuse <workflow/reuse.rst>
  28. .. toctree::
  29. :maxdepth: 3
  30. :caption: CONCEPTS:
  31. Market <components/market.rst>
  32. Learnware <components/learnware.rst>
  33. Specification <components/spec.rst>
  34. .. toctree::
  35. :maxdepth: 3
  36. :caption: ADVANCED TOPICS:
  37. Anchor Learnware <advanced/Anchor Learnware.rst>
  38. Specification Evolvement <advanced/Specification evolvement.rst>
  39. Heterogeneous Learnware <advanced/Heterogeneous Learnware.rst>
  40. .. toctree::
  41. :maxdepth: 3
  42. :caption: VISUAL INTERATIONS:
  43. Visual Interations <visual_interations/visual_interations.rst>
  44. .. toctree::
  45. :maxdepth: 3
  46. :caption: REFERENCES:
  47. API <references/api.rst>
  48. .. toctree::
  49. :maxdepth: 3
  50. :caption: ABOUTS:
  51. For Developer <about/standard.rst>
  52. Contributors <about/about.rst>
  53. Changelog <about/changelog.rst>
  54. About us <http://www.lamda.nju.edu.cn/>

基于学件范式,全流程地支持学件上传、检测、组织、查搜、部署和复用等功能。同时,该仓库作为北冥坞系统的引擎,支撑北冥坞系统的核心功能。