| @@ -7,7 +7,7 @@ Quick Start | |||
| Introduction | |||
| ==================== | |||
| This ``Quick Start`` guide tries to demonstrate that it's very easy to build a complete Learnware Market workflow and use ``Learnware Market`` to deal with users' tasks. | |||
| This ``Quick Start`` guide tries to demonstrate that it's very easy to build a complete ``Learnware Market`` workflow and use ``Learnware Market`` to deal with users' tasks. | |||
| Installation | |||
| @@ -32,7 +32,7 @@ Learnware is currently hosted on `PyPI <https://pypi.org/>`__. You can easily in | |||
| Prepare Learnware | |||
| ==================== | |||
| The Learnware Market consists of a wide range of learnwares. A valid learnware is a zip file which | |||
| The Learnware Market consists of a wide range of learnwares. A valid learnware is a zipfile which | |||
| is composed of the following four parts. | |||
| - ``__init__.py`` | |||
| @@ -70,13 +70,13 @@ We also demonstrate the detail format of learnware zipfile in [DOC link], and al | |||
| Learnware Market Workflow | |||
| ============================ | |||
| Users can start an Learnware Market workflow according to the following steps: | |||
| Users can start an ``Learnware Market`` workflow according to the following steps: | |||
| Initialize a Learware Market | |||
| ------------------------------- | |||
| The ``EasyMarket`` class implements the most basic set of functions in a Learnware Market. | |||
| You can use the following code snippet to initialize a basic Learnware Market named "demo": | |||
| The ``EasyMarket`` class implements the most basic set of functions in a ``Learnware Market``. | |||
| You can use the following code snippet to initialize a basic ``Learnware Market`` named "demo": | |||
| .. code-block:: python | |||
| @@ -89,7 +89,7 @@ You can use the following code snippet to initialize a basic Learnware Market na | |||
| Upload Leanwares | |||
| ------------------------------- | |||
| Before uploading your learnware into the Learnware Market, | |||
| Before uploading your learnware into the ``Learnware Market``, | |||
| create a semantic specification ``semantic_spec`` by selecting or filling in values for the predefined semantic tags | |||
| to describe the features of your task and model. | |||
| @@ -121,7 +121,7 @@ Semantic Specification Search | |||
| To search for learnwares that fit your task purpose, | |||
| you should also provide a semantic specification ``user_semantic`` that describes the characteristics of your task. | |||
| The Learnware Market will perform a first-stage search based on ``user_semantic``, | |||
| The ``Learnware Market`` will perform a first-stage search based on ``user_semantic``, | |||
| identifying potentially helpful leranwares whose models solve tasks similar to your requirements. | |||
| .. code-block:: python | |||
| @@ -140,7 +140,7 @@ Statistical Specification Search | |||
| --------------------------------- | |||
| If you choose to porvide your own statistical specification file ``stat.json``, | |||
| the Learnware Market can perform a more accurate leanware selection from | |||
| the ``Learnware Market`` can perform a more accurate leanware selection from | |||
| the learnwares returned by the previous step. This second-stage search is based on statistical information | |||
| and returns one or more learnwares that are most likely to be helpful for your task. | |||