Enhance README, docs, and examples

docs/api/cache.rst

@@ -8,20 +8,7 @@ SemanticCache
 
 .. _semantic_cache_api:
 
-.. currentmodule:: redisvl.llmcache.semantic
-
-.. autosummary::
-
-    SemanticCache.__init__
-    SemanticCache.check
-    SemanticCache.store
-    SemanticCache.clear
-    SemanticCache.delete
-    SemanticCache.distance_threshold
-    SemanticCache.set_threshold
-    SemanticCache.ttl
-    SemanticCache.set_ttl
-
+.. currentmodule:: redisvl.extensions.llmcache
 
 .. autoclass:: SemanticCache
    :show-inheritance:

docs/api/filter.rst

@@ -16,20 +16,10 @@ Tag
 
 .. currentmodule:: redisvl.query.filter
 
-.. autosummary::
-
-    Tag.__init__
-    Tag.__eq__
-    Tag.__ne__
-    Tag.__str__
-
-
 .. autoclass:: Tag
-    :show-inheritance:
     :members:
     :special-members:
-    :inherited-members:
-
+    :exclude-members: __hash__
 
 
 Text
@@ -38,19 +28,11 @@ Text
 
 .. currentmodule:: redisvl.query.filter
 
-.. autosummary::
-
-    Text.__init__
-    Text.__eq__
-    Text.__ne__
-    Text.__mod__
-    Text.__str__
-
 
 .. autoclass:: Text
-    :show-inheritance:
     :members:
     :special-members:
+    :exclude-members: __hash__
 
 
 Num
@@ -59,52 +41,30 @@ Num
 
 .. currentmodule:: redisvl.query.filter
 
-.. autosummary::
-
-    Num.__init__
-    Num.__eq__
-    Num.__ne__
-    Num.__lt__
-    Num.__le__
-    Num.__gt__
-    Num.__ge__
-    Num.__str__
-
 
 .. autoclass:: Num
-    :show-inheritance:
     :members:
     :special-members:
+    :exclude-members: __hash__
 
 
 Geo
 ===
 
 .. currentmodule:: redisvl.query.filter
 
-.. autosummary::
-
-    Geo.__init__
-    Geo.__eq__
-    Geo.__ne__
-    Geo.__str__
-
 .. autoclass:: Geo
-    :show-inheritance:
     :members:
     :special-members:
+    :exclude-members: __hash__
 
 
 GeoRadius
 =========
 
 .. currentmodule:: redisvl.query.filter
 
-.. autosummary::
-
-    GeoRadius.__init__
-
 .. autoclass:: GeoRadius
-    :show-inheritance:
     :members:
-    :special-members:
+    :special-members:
+    :exclude-members: __hash__

docs/api/query.rst

@@ -10,17 +10,8 @@ VectorQuery
 
 .. currentmodule:: redisvl.query
 
-.. autosummary::
-
-    VectorQuery.__init__
-    VectorQuery.set_filter
-    VectorQuery.get_filter
-    VectorQuery.query
-    VectorQuery.params
-
 
 .. autoclass:: VectorQuery
-   :show-inheritance:
    :members:
    :inherited-members:
 
@@ -31,17 +22,8 @@ RangeQuery
 
 .. currentmodule:: redisvl.query
 
-.. autosummary::
-
-    RangeQuery.__init__
-    RangeQuery.set_filter
-    RangeQuery.get_filter
-    RangeQuery.query
-    RangeQuery.params
-
 
 .. autoclass:: RangeQuery
-   :show-inheritance:
    :members:
    :inherited-members:
 
@@ -52,17 +34,8 @@ FilterQuery
 
 .. currentmodule:: redisvl.query
 
-.. autosummary::
-
-    FilterQuery.__init__
-    FilterQuery.set_filter
-    FilterQuery.get_filter
-    FilterQuery.query
-    FilterQuery.params
-
 
 .. autoclass:: FilterQuery
-   :show-inheritance:
    :members:
    :inherited-members:
 
@@ -73,16 +46,7 @@ CountQuery
 
 .. currentmodule:: redisvl.query
 
-.. autosummary::
-
-    CountQuery.__init__
-    CountQuery.set_filter
-    CountQuery.get_filter
-    CountQuery.query
-    CountQuery.params
-
 
 .. autoclass:: CountQuery
-   :show-inheritance:
    :members:
    :inherited-members:

docs/api/schema.rst

@@ -1,50 +1,102 @@
-
 ***********
 Schema
 ***********
 
+Schema in RedisVL provides a structured format to define index settings and
+field configurations using the following three components:
+
+.. list-table::
+   :widths: 20 80
+   :header-rows: 1
+
+   * - Component
+     - Description
+   * - `version`
+     - The version of the schema spec. Current supported version is `0.1.0`.
+   * - `index`
+     - Index specific settings like name, key prefix, key separator, and storage type.
+   * - `fields`
+     - Subset of fields within your data to include in the index and any custom settings.
+
+
 IndexSchema
 ===========
 
-.. _searchindex_api:
+.. _indexschema_api:
 
 .. currentmodule:: redisvl.schema
 
-.. autosummary::
-
-    IndexSchema.index
-    IndexSchema.fields
-    IndexSchema.version
-    IndexSchema.field_names
-    IndexSchema.redis_fields
-    IndexSchema.add_field
-    IndexSchema.add_fields
-    IndexSchema.remove_field
-    IndexSchema.from_yaml
-    IndexSchema.to_yaml
-    IndexSchema.from_dict
-    IndexSchema.to_dict
-
 .. autoclass:: IndexSchema
-   :show-inheritance:
-   :inherited-members:
    :members:
+   :exclude-members: generate_fields,validate_and_create_fields,redis_fields
 
 
-IndexInfo
-=========
+Defining Fields
+===============
 
-.. currentmodule:: redisvl.schema
+Fields in the schema can be defined in YAML format or as a Python dictionary, specifying a name, type, an optional path, and attributes for customization.
 
-.. autosummary::
+**YAML Example**:
 
-    IndexInfo.name
-    IndexInfo.prefix
-    IndexInfo.key_separator
-    IndexInfo.storage_type
+.. code-block:: yaml
 
+    - name: title
+      type: text
+      path: $.document.title
+      attrs:
+        weight: 1.0
+        no_stem: false
+        withsuffixtrie: true
 
-.. autoclass:: IndexInfo
-   :show-inheritance:
-   :inherited-members:
-   :members:
+**Python Dictionary Example**:
+
+.. code-block:: python
+
+    {
+        "name": "location",
+        "type": "geo",
+        "attrs": {
+            "sortable": true
+        }
+    }
+
+Supported Field Types and Attributes
+====================================
+
+Each field type supports specific attributes that customize its behavior. Below are the field types and their available attributes:
+
+**Text Field Attributes**:
+
+- `weight`: Importance of the field in result calculation.
+- `no_stem`: Disables stemming during indexing.
+- `withsuffixtrie`: Optimizes queries by maintaining a suffix trie.
+- `phonetic_matcher`: Enables phonetic matching.
+- `sortable`: Allows sorting on this field.
+
+**Tag Field Attributes**:
+
+- `separator`: Character for splitting text into individual tags.
+- `case_sensitive`: Case sensitivity in tag matching.
+- `withsuffixtrie`: Suffix trie optimization for queries.
+- `sortable`: Enables sorting based on the tag field.
+
+**Numeric and Geo Field Attributes**:
+
+- Both numeric and geo fields support the `sortable` attribute, enabling sorting on these fields.
+
+**Common Vector Field Attributes**:
+
+- `dims`: Dimensionality of the vector.
+- `algorithm`: Indexing algorithm (`flat` or `hnsw`).
+- `datatype`: Float datatype of the vector (`float32` or `float64`).
+- `distance_metric`: Metric for measuring query relevance (`COSINE`, `L2`, `IP`).
+
+**HNSW Vector Field Specific Attributes**:
+
+- `m`: Max outgoing edges per node in each layer.
+- `ef_construction`: Max edge candidates during build time.
+- `ef_runtime`: Max top candidates during search.
+- `epsilon`: Range search boundary factor.
+
+Note:
+    See fully documented Redis-supported fields and options here: https://redis.io/commands/ft.create/

docs/api/searchindex.rst

@@ -21,7 +21,6 @@ SearchIndex
 .. currentmodule:: redisvl.index
 
 .. autoclass:: SearchIndex
-   :show-inheritance:
    :inherited-members:
    :members:
 
@@ -33,6 +32,5 @@ AsyncSearchIndex
 .. currentmodule:: redisvl.index
 
 .. autoclass:: AsyncSearchIndex
-   :show-inheritance:
    :inherited-members:
    :members: