mljet

Subpackages

• mljet.contrib
  • Subpackages
    • mljet.contrib.docker_
      • Submodules
      • mljet.contrib.docker_.docker_builder module
      • mljet.contrib.docker_.runner module
      • Module contents
  • Submodules
  • mljet.contrib.analyzer module
    • extract_methods_names()
    • get_associated_methods_wrappers()
  • mljet.contrib.entrypoint module
    • cook()
  • mljet.contrib.local module
  • mljet.contrib.project_builder module
    • build_backend()
    • build_requirements_txt()
    • copy_backend_dockerfile()
    • dumps_models()
    • full_build()
    • init_project_directory()
    • managed_write()
  • mljet.contrib.supported module
    • ModelType
      • ModelType.CATBOOST
      • ModelType.LAMA
      • ModelType.LGBM
      • ModelType.SKLEARN
      • ModelType.XGBOOST
      • ModelType.from_model()
    • Strategy
      • Strategy.DOCKER
      • Strategy.LOCAL
  • mljet.contrib.validator module
    • validate_ret_backend()
    • validate_ret_container_name()
    • validate_ret_model()
    • validate_ret_port()
    • validate_ret_strategy()
  • Module contents
• mljet.cookie
  • Subpackages
    • mljet.cookie.templates
      • Subpackages
      • Module contents
  • Submodules
  • mljet.cookie.cutter module
    • MypyValidationError
      • MypyValidationError.args
    • build_backend()
    • insert_import()
    • mypy_run()
    • replace_functions_by_names()
  • mljet.cookie.validator module
    • ValidationError
      • ValidationError.args
    • validate()
  • Module contents
• mljet.utils
  • Submodules
  • mljet.utils.conn module
    • find_free_port()
    • is_port_in_use()
  • mljet.utils.logging_ module
    • RichEmojiFilteredHandler
      • RichEmojiFilteredHandler.HIGHLIGHTER_CLASS
      • RichEmojiFilteredHandler.KEYWORDS
      • RichEmojiFilteredHandler.acquire()
      • RichEmojiFilteredHandler.addFilter()
      • RichEmojiFilteredHandler.close()
      • RichEmojiFilteredHandler.createLock()
      • RichEmojiFilteredHandler.emit()
      • RichEmojiFilteredHandler.filter()
      • RichEmojiFilteredHandler.flush()
      • RichEmojiFilteredHandler.format()
      • RichEmojiFilteredHandler.get_level_text()
      • RichEmojiFilteredHandler.get_name()
      • RichEmojiFilteredHandler.handle()
      • RichEmojiFilteredHandler.handleError()
      • RichEmojiFilteredHandler.name
      • RichEmojiFilteredHandler.release()
      • RichEmojiFilteredHandler.removeFilter()
      • RichEmojiFilteredHandler.render()
      • RichEmojiFilteredHandler.render_message()
      • RichEmojiFilteredHandler.setFormatter()
      • RichEmojiFilteredHandler.setLevel()
      • RichEmojiFilteredHandler.set_name()
    • init()
  • mljet.utils.names_generator module
    • get_random_name()
  • mljet.utils.requirements module
    • extract_modules()
    • freeze()
    • get_pkgs_distributions()
    • get_source_from_notebook()
    • make_requirements_txt()
    • merge()
    • merge_requirements_txt()
    • scan_requirements()
    • validate()
  • mljet.utils.types module
    • Estimator
      • Estimator.fit()
      • Estimator.predict()
    • Serializer
      • Serializer.dump()
      • Serializer.load()
  • mljet.utils.utils module
    • drop_unnecessary_kwargs()
    • is_package_installed()
    • parse_cls_name()
  • Module contents

Module contents

MLJET - A simple Open Source mljetnt tool for ML models

If you have been working on ML models, then you have probably faced the task of deploying these models. Perhaps you are participating in a hackathon or want to show your work to management. According to our survey, more than 60% of the data-scientists surveyed faced this task and more than 60% of the respondents spent more than half an hour creating such a service.

The most common solution is to wrap it in some kind of web framework (like Flask).