Fixed JS Model docstring formatting

Author: Judy Heflin

doc/api/inference/model.rst

@@ -7,6 +7,12 @@ Model
     :show-inheritance:
     :inherited-members:
 
+.. autoclass:: sagemaker.jumpstart.model.JumpStartModel
+    :members:
+    :undoc-members:
+    :show-inheritance:
+    :inherited-members:
+
 .. autoclass:: sagemaker.model.FrameworkModel
     :members:
     :undoc-members:

doc/overview.rst

@@ -749,7 +749,8 @@ You can then run inference with the deployed model using the ``predict`` method.
     response = predictor.predict(question)
     print(response)
 
-You can optionally include specific model versions or instance types. For more information about the JumpStartModel class and its parameters, see JumpStartModel.
+You can optionally include specific model versions or instance types. For more information about the ``JumpStartModel`` class and its parameters, 
+see `JumpStartModel <https://sagemaker.readthedocs.io/en/stable/api/inference/model.html#sagemaker.jumpstart.model.JumpStartModel>`__.
 
 Deploy a Pre-Trained Model Directly to a SageMaker Endpoint
 ============================================================

src/sagemaker/jumpstart/model.py

@@ -138,7 +138,7 @@ def __init__(
                 when training on Amazon SageMaker. If 'git_config' is provided,
                 'source_dir' should be a relative location to a directory in the Git repo.
                 If the directory points to S3, no code is uploaded and the S3 location
-                is used instead.
+                is used instead. (Default: None).
 
                 .. admonition:: Example
 
@@ -150,7 +150,6 @@ def __init__(
                     >>>         |----- test.py
 
                     You can assign entry_point='inference.py', source_dir='src'.
-                (Default: None).
             code_location (Optional[str]): Name of the S3 bucket where custom code is
                 uploaded (Default: None). If not specified, the default bucket
                 created by ``sagemaker.session.Session`` is used. (Default: None).
@@ -159,9 +158,9 @@ def __init__(
                 model hosting. (Default: None). If ``source_dir`` is specified, then ``entry_point``
                 must point to a file located at the root of ``source_dir``.
                 If 'git_config' is provided, 'entry_point' should be
-                a relative location to the Python source file in the Git repo.
+                a relative location to the Python source file in the Git repo. (Default: None).
 
-                Example:
+                .. admonition:: Example
                     With the following GitHub repo directory structure:
 
                     >>> |----- README.md
@@ -170,8 +169,6 @@ def __init__(
                     >>>         |----- test.py
 
                     You can assign entry_point='src/inference.py'.
-
-                (Default: None).
             container_log_level (Optional[Union[int, PipelineVariable]]): Log level to use
                 within the container. Valid values are defined in the Python
                 logging module. (Default: None).
@@ -183,7 +180,8 @@ def __init__(
                 list of relative locations to directories with any additional
                 libraries needed in the Git repo. If the ```source_dir``` points
                 to S3, code will be uploaded and the S3 location will be used
-                instead.
+                instead. This is not supported with "local code" in Local Mode.
+                (Default: None).
 
                 .. admonition:: Example
 
@@ -200,9 +198,6 @@ def __init__(
                     >>>     |------ inference.py
                     >>>     |------ common
                     >>>     |------ virtual-env
-
-                This is not supported with "local code" in Local Mode.
-                (Default: None).
             git_config (Optional[dict[str, str]]): Git configurations used for cloning
                 files, including ``repo``, ``branch``, ``commit``,
                 ``2FA_enabled``, ``username``, ``password`` and ``token``. The
@@ -212,18 +207,6 @@ def __init__(
                 'master' is used. If you don't provide ``commit``, the latest
                 commit in the specified branch is used.
 
-                .. admonition:: Example
-
-                    The following config:
-
-                    >>> git_config = {'repo': 'https://github.com/aws/sagemaker-python-sdk.git',
-                    >>>               'branch': 'test-branch-git-config',
-                    >>>               'commit': '329bfcf884482002c05ff7f44f62599ebc9f445a'}
-
-                    results in cloning the repo specified in 'repo', then
-                    checking out the 'master' branch, and checking out the specified
-                    commit.
-
                 ``2FA_enabled``, ``username``, ``password`` and ``token`` are
                 used for authentication. For GitHub (or other Git) accounts, set
                 ``2FA_enabled`` to 'True' if two-factor authentication is
@@ -255,6 +238,16 @@ def __init__(
                 credential helper or local credential storage for authentication.
                 (Default: None).
 
+                .. admonition:: Example
+
+                    The following config results in cloning the repo specified in 'repo', then
+                    checking out the 'master' branch, and checking out the specified
+                    commit.
+
+                    >>> git_config = {'repo': 'https://github.com/aws/sagemaker-python-sdk.git',
+                    >>>               'branch': 'test-branch-git-config',
+                    >>>               'commit': '329bfcf884482002c05ff7f44f62599ebc9f445a'}
+
         Raises:
             ValueError: If the model ID is not recognized by JumpStart.
         """