Review and update docstrings for Admin class

pinecone/admin/admin.py

@@ -58,6 +58,46 @@ def __init__(
           dictionary of key-value pairs. This is primarily used for internal testing
           purposes.
         :type additional_headers: Optional[dict[str, str]]
+
+        Examples
+        --------
+
+        .. code-block:: python
+            :caption: Initialize Admin using environment variables
+
+            import os
+            from pinecone import Admin
+
+            # Set environment variables
+            os.environ["PINECONE_CLIENT_ID"] = "your-client-id"
+            os.environ["PINECONE_CLIENT_SECRET"] = "your-client-secret"
+
+            # Initialize Admin (reads from environment variables)
+            admin = Admin()
+
+        .. code-block:: python
+            :caption: Initialize Admin with explicit credentials
+
+            from pinecone import Admin
+
+            # Initialize Admin with explicit credentials
+            admin = Admin(
+                client_id="your-client-id",
+                client_secret="your-client-secret"
+            )
+
+        .. code-block:: python
+            :caption: Initialize Admin with additional headers
+
+            from pinecone import Admin
+
+            # Initialize Admin with additional headers for testing
+            admin = Admin(
+                client_id="your-client-id",
+                client_secret="your-client-secret",
+                additional_headers={"X-Custom-Header": "value"}
+            )
+
         """
 
         if client_id is not None:
@@ -149,7 +189,7 @@ def project(self):
 
             # Create a project with no quota for pod indexes
             admin.project.create(
-                name="my-project"
+                name="my-project",
                 max_pods=0
             )
 
@@ -169,6 +209,7 @@ def project(self):
             admin = Admin()
             project = admin.project.get(name="my-project")
             admin.project.delete(project_id=project.id)
+
         """
         if self._project is None:
             from pinecone.admin.resources import ProjectResource

pinecone/admin/resources/api_key.py

@@ -67,6 +67,7 @@ def list(self, project_id: str):
                 print(api_key.name)
                 print(api_key.description)
                 print(api_key.roles)
+
         """
         return self._api_keys_api.list_project_api_keys(project_id=project_id)
 
@@ -108,12 +109,54 @@ def fetch(self, api_key_id: str):
 
     @require_kwargs
     def get(self, api_key_id: str):
-        """Alias for :func:`fetch`"""
+        """Alias for :func:`fetch`
+
+        Examples
+        --------
+
+        .. code-block:: python
+            :caption: Get an API key by api_key_id
+
+            from pinecone import Admin
+
+            # Credentials read from PINECONE_CLIENT_ID and
+            # PINECONE_CLIENT_SECRET environment variables
+            admin = Admin()
+
+            api_key = admin.api_key.get(api_key_id='my-api-key-id')
+            print(api_key.id)
+            print(api_key.name)
+            print(api_key.description)
+            print(api_key.roles)
+            print(api_key.created_at)
+
+        """
         return self.fetch(api_key_id=api_key_id)
 
     @require_kwargs
     def describe(self, api_key_id: str):
-        """Alias for :func:`fetch`"""
+        """Alias for :func:`fetch`
+
+        Examples
+        --------
+
+        .. code-block:: python
+            :caption: Describe an API key by api_key_id
+
+            from pinecone import Admin
+
+            # Credentials read from PINECONE_CLIENT_ID and
+            # PINECONE_CLIENT_SECRET environment variables
+            admin = Admin()
+
+            api_key = admin.api_key.describe(api_key_id='my-api-key-id')
+            print(api_key.id)
+            print(api_key.name)
+            print(api_key.description)
+            print(api_key.roles)
+            print(api_key.created_at)
+
+        """
         return self.fetch(api_key_id=api_key_id)
 
     @require_kwargs
@@ -204,6 +247,7 @@ def create(
 
             api_key_value = api_key_response.value
             print(api_key_value)
+
         """
         args = [("name", name), ("description", description), ("roles", roles)]
         create_api_key_request = CreateAPIKeyRequest(**parse_non_empty_args(args))

pinecone/admin/resources/organization.py

@@ -64,6 +64,7 @@ def list(self):
                 print(organization.name)
                 print(organization.plan)
                 print(organization.payment_status)
+
         """
         return self._organizations_api.list_organizations()
 
@@ -125,6 +126,7 @@ def get(self, organization_id: str):
             )
             print(organization.id)
             print(organization.name)
+
         """
         return self.fetch(organization_id=organization_id)
 
@@ -150,6 +152,7 @@ def describe(self, organization_id: str):
             )
             print(organization.id)
             print(organization.name)
+
         """
         return self.fetch(organization_id=organization_id)
 

pinecone/admin/resources/project.py

@@ -74,6 +74,7 @@ def list(self):
                 print(project.name)
                 print(project.max_pods)
                 print(project.force_encryption_with_cmek)
+
         """
         return self._projects_api.list_projects()
 
@@ -129,6 +130,7 @@ def fetch(self, project_id: str | None = None, name: str | None = None):
             print(project.force_encryption_with_cmek)
             print(project.organization_id)
             print(project.created_at)
+
         """
         if project_id is not None and name is not None:
             raise ValueError("Either project_id or name must be provided but not both")
@@ -174,6 +176,7 @@ def get(self, project_id: str | None = None, name: str | None = None):
             print(project.name)
             print(project.max_pods)
             print(project.force_encryption_with_cmek)
+
         """
         return self.fetch(project_id=project_id, name=name)
 
@@ -201,6 +204,7 @@ def describe(self, project_id: str | None = None, name: str | None = None):
             print(project.name)
             print(project.max_pods)
             print(project.force_encryption_with_cmek)
+
         """
         return self.fetch(project_id=project_id, name=name)
 
@@ -256,6 +260,7 @@ def exists(self, project_id: str | None = None, name: str | None = None):
                 print(f"Project {project_id} exists")
             else:
                 print(f"Project {project_id} does not exist")
+
         """
         if project_id is not None and name is not None:
             raise ValueError("Either project_id or name must be provided but not both")
@@ -453,6 +458,7 @@ def delete(
                 print("Project deleted successfully")
             else:
                 print("Project deletion failed")
+
         """
         project = self.get(project_id=project_id)
 

pinecone/inference/inference.py

@@ -194,6 +194,31 @@ def embed(
             #     usage={'total_tokens': 6}
             # )
 
+        You can also use a single string input:
+
+        .. code-block:: python
+
+            from pinecone import Pinecone
+
+            pc = Pinecone()
+            output = pc.inference.embed(
+                model="text-embedding-3-small",
+                inputs="Hello, world!"
+            )
+
+        Or use the EmbedModel enum:
+
+        .. code-block:: python
+
+            from pinecone import Pinecone
+            from pinecone.inference import EmbedModel
+
+            pc = Pinecone()
+            outputs = pc.inference.embed(
+                model=EmbedModel.TEXT_EMBEDDING_3_SMALL,
+                inputs=["Document 1", "Document 2"]
+            )
+
         """
         request_body = InferenceRequestBuilder.embed_request(
             model=model, inputs=inputs, parameters=parameters
@@ -235,8 +260,7 @@ def rerank(
           relevance, with the first being the most relevant. The ``index`` field can be used to locate the document
           relative to the list of documents specified in the request. Each document contains a ``score`` key
           representing how close the document relates to the query.
-
-        Example:
+        :rtype: RerankResult
 
         .. code-block:: python
 
@@ -275,6 +299,38 @@ def rerank(
             #     usage={'rerank_units': 1}
             # )
 
+        You can also use document dictionaries with custom fields:
+
+        .. code-block:: python
+
+            from pinecone import Pinecone
+
+            pc = Pinecone()
+            result = pc.inference.rerank(
+                model="pinecone-rerank-v0",
+                query="What is machine learning?",
+                documents=[
+                    {"text": "Machine learning is a subset of AI.", "category": "tech"},
+                    {"text": "Cooking recipes for pasta.", "category": "food"},
+                ],
+                rank_fields=["text"],
+                top_n=1
+            )
+
+        Or use the RerankModel enum:
+
+        .. code-block:: python
+
+            from pinecone import Pinecone
+            from pinecone.inference import RerankModel
+
+            pc = Pinecone()
+            result = pc.inference.rerank(
+                model=RerankModel.PINECONE_RERANK_V0,
+                query="Your query here",
+                documents=["doc1", "doc2", "doc3"]
+            )
+
         """
         rerank_request = InferenceRequestBuilder.rerank(
             model=model,
@@ -302,8 +358,7 @@ def list_models(
         :type vector_type: str, optional
 
         :return: A list of models.
-
-        Example:
+        :rtype: ModelInfoList
 
         .. code-block:: python
 
@@ -339,8 +394,6 @@ def get_model(self, model_name: str) -> "ModelInfo":
         :return: A ModelInfo object.
         :rtype: ModelInfo
 
-        Example:
-
         .. code-block:: python
 
             from pinecone import Pinecone
@@ -371,5 +424,6 @@ def get_model(self, model_name: str) -> "ModelInfo":
             #     "provider_name": "Pinecone",
             #     "supported_metrics": []
             # }
+
         """
         return self.model.get(model_name=model_name)