[Docs] Improve virtual ref docs

docs/docs/icechunk-python/configuration.md

@@ -1,8 +1,9 @@
 # Configuration
 
 When creating and opening Icechunk stores, there are a two different sets of configuration to be aware of:
-- `StorageConfig` - for configuring access to the object store or filesystem
-- `StoreConfig` - for configuring the behavior of the Icechunk Store itself
+
+- [`StorageConfig`](./reference.md#icechunk.StorageConfig) - for configuring access to the object store or filesystem
+- [`StoreConfig`](./reference.md#icechunk.StoreConfig) - for configuring the behavior of the Icechunk Store itself
 
 ## Storage Config
 
@@ -15,7 +16,7 @@ When using Icechunk with s3 compatible storage systems, credentials must be prov
 === "From environment"
 
     With this option, the credentials for connecting to S3 are detected automatically from your environment.
-    This is usually the best choice if you are connecting from within an AWS environment (e.g. from EC2).
+    This is usually the best choice if you are connecting from within an AWS environment (e.g. from EC2). [See the API](./reference.md#icechunk.StorageConfig.s3_from_env)
 
     ```python
     icechunk.StorageConfig.s3_from_env(
@@ -26,7 +27,7 @@ When using Icechunk with s3 compatible storage systems, credentials must be prov
 
 === "Provide credentials"
 
-    With this option, you provide your credentials and other details explicitly.
+    With this option, you provide your credentials and other details explicitly. [See the API](./reference.md#icechunk.StorageConfig.s3_from_config)
 
     ```python
     icechunk.StorageConfig.s3_from_config(
@@ -47,7 +48,7 @@ When using Icechunk with s3 compatible storage systems, credentials must be prov
 === "Anonymous"
 
     With this option, you connect to S3 anonymously (without credentials).
-    This is suitable for public data.
+    This is suitable for public data. [See the API](./reference.md#icechunk.StorageConfig.s3_anonymous)
 
     ```python
     icechunk.StorageConfig.s3_anonymous(
@@ -59,7 +60,7 @@ When using Icechunk with s3 compatible storage systems, credentials must be prov
 
 ### Filesystem Storage
 
-Icechunk can also be used on a local filesystem by providing a path to the location of the store
+Icechunk can also be used on a [local filesystem](./reference.md#icechunk.StorageConfig.filesystem) by providing a path to the location of the store
 
 === "Local filesystem"
 

docs/docs/icechunk-python/virtual.md

@@ -156,4 +156,47 @@ Finally, let's make a plot of the sea surface temperature!
 ds.sst.isel(time=26, zlev=0).plot(x='lon', y='lat', vmin=0)
 ```
 
-![oisst](../assets/datasets/oisst.png)
+![oisst](../assets/datasets/oisst.png)
+
+## Virtual Reference API
+
+While `VirtualiZarr` is the easiest way to create virtual datasets with Icechunk, the Store API that it uses to create the datasets in Icechunk is public. `IcechunkStore` contains a [`set_virtual_ref`](./reference.md#icechunk.IcechunkStore.set_virtual_ref) method that specifies a virtual ref for a specified chunk. 
+
+### Virtual Reference Storage Support
+
+Currently, Icechunk supports two types of storage for virtual references:
+
+#### S3 Compatible
+
+References to files accessible via S3 compatible storage.
+
+##### Example
+
+Here is how we can set the chunk at key `c/0` to point to a file on an s3 bucket,`mybucket`, with the prefix `my/data/file.nc`:
+
+```python
+store.set_virtual_ref('c/0', 's3://mybucket/my/data/file.nc', offset=1000, length=200)
+```
+
+##### Configuration
+
+S3 virtual references require configuring credential for the store to be able to access the specified s3 bucket. See [the configuration docs](./configuration.md#virtual-reference-storage-config) for instructions.
+
+
+#### Local Filesystem
+
+References to files accessible via local filesystem. This requires any file paths to be **absolute** at this time.
+
+##### Example
+
+Here is how we can set the chunk at key `c/0` to point to a file on my local filesystem located at `/path/to/my/file.nc`:
+
+```python
+store.set_virtual_ref('c/0', 'file:///path/to/my/file.nc', offset=20, length=100)
+```
+
+No extra configuration is necessary for local filesystem references.
+
+### Virtual Reference File Format Support
+
+Currently, Icechunk supports `HDF5` and `netcdf4` files for use in virtual references. See the [tracking issue](https://github.com/earth-mover/icechunk/issues/197) for more info.

icechunk-python/python/icechunk/_icechunk_python.pyi

@@ -253,6 +253,8 @@ class KeyNotFound(Exception):
     ): ...
 
 class StoreConfig:
+    """Configuration for an IcechunkStore"""
+
     # The number of concurrent requests to make when fetching partial values
     get_partial_values_concurrency: int | None
     # The threshold at which to inline chunks in the store in bytes. When set,
@@ -270,7 +272,28 @@ class StoreConfig:
         inline_chunk_threshold_bytes: int | None = None,
         unsafe_overwrite_refs: bool | None = None,
         virtual_ref_config: VirtualRefConfig | None = None,
-    ): ...
+    ): 
+        """Create a StoreConfig object with the given configuration options
+
+        Parameters
+        ----------
+        get_partial_values_concurrency: int | None
+            The number of concurrent requests to make when fetching partial values
+        inline_chunk_threshold_bytes: int | None
+            The threshold at which to inline chunks in the store in bytes. When set,
+            chunks smaller than this threshold will be inlined in the store. Default is
+            512 bytes when not specified.
+        unsafe_overwrite_refs: bool | None
+            Whether to allow overwriting refs in the store. Default is False. Experimental.
+        virtual_ref_config: VirtualRefConfig | None
+            Configurations for virtual references such as credentials and endpoints
+
+        Returns
+        -------
+        StoreConfig
+            A StoreConfig object with the given configuration options
+        """    
+        ...
 
 async def async_pyicechunk_store_exists(storage: StorageConfig) -> bool: ...
 def pyicechunk_store_exists(storage: StorageConfig) -> bool: ...