v1.0.0

README.md

@@ -13,6 +13,10 @@ Run
 python3 -m pip install select_ai
 ```
 
+## Documentation
+
+See [Select AI for Python documentation][documentation]
+
 ## Samples
 
 Examples can be found in the [/samples][samples] directory
@@ -81,6 +85,7 @@ Released under the Universal Permissive License v1.0 as shown at
 <https://oss.oracle.com/licenses/upl/>.
 
 [contributing]: https://github.com/oracle/python-select-ai/blob/main/CONTRIBUTING.md
+[documentation]: https://docs.oracle.com/en/cloud/paas/autonomous-database/serverless/pysai/
 [ghdiscussions]: https://github.com/oracle/python-select-ai/discussions
 [ghissues]: https://github.com/oracle/python-select-ai/issues
 [samples]: https://github.com/oracle/python-select-ai/tree/main/samples

pyproject.toml

@@ -23,7 +23,7 @@ keywords = [
 license = " UPL-1.0"
 license-files = ["LICENSE.txt"]
 classifiers = [
-    "Development Status :: 4 - Beta",
+    "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Developers",
     "Natural Language :: English",
     "Operating System :: OS Independent",
@@ -34,7 +34,9 @@ classifiers = [
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
     "Programming Language :: Python :: Implementation :: CPython",
-    "Topic :: Database"
+    "Topic :: Database",
+    "Topic :: Scientific/Engineering :: Artificial Intelligence",
+    "Topic :: Software Development :: Libraries :: Python Modules"
 ]
 dependencies = [
     "oracledb",
@@ -45,6 +47,7 @@ dependencies = [
 Homepage = "https://github.com/oracle/python-select-ai"
 Repository = "https://github.com/oracle/python-select-ai"
 Issues = "https://github.com/oracle/python-select-ai/issues"
+Documentation = "https://docs.oracle.com/en/cloud/paas/autonomous-database/serverless/pysai/"
 
 [tool.setuptools.packages.find]
 where = ["src"]

src/select_ai/_validations.py

@@ -0,0 +1,123 @@
+# -----------------------------------------------------------------------------
+# Copyright (c) 2025, Oracle and/or its affiliates.
+#
+# Licensed under the Universal Permissive License v 1.0 as shown at
+# http://oss.oracle.com/licenses/upl.
+# -----------------------------------------------------------------------------
+
+import inspect
+from collections.abc import Mapping, Sequence, Set
+from functools import wraps
+from typing import Any, get_args, get_origin, get_type_hints
+
+NoneType = type(None)
+
+
+def _match(value, annot) -> bool:
+    """Recursively validate value against a typing annotation."""
+    if annot is Any:
+        return True
+
+    origin = get_origin(annot)
+    args = get_args(annot)
+
+    # Handle Annotated[T, ...] → treat as T
+    if origin is getattr(__import__("typing"), "Annotated", None):
+        annot = args[0]
+        origin = get_origin(annot)
+        args = get_args(annot)
+
+    # Optional[T] is Union[T, NoneType]
+    if origin is getattr(__import__("typing"), "Union", None):
+        return any(_match(value, a) for a in args)
+
+    # Literal[…]
+    if origin is getattr(__import__("typing"), "Literal", None):
+        return any(value == lit for lit in args)
+
+    # Tuple cases
+    if origin is tuple:
+        if not isinstance(value, tuple):
+            return False
+        if len(args) == 2 and args[1] is Ellipsis:
+            # tuple[T, ...]
+            return all(_match(v, args[0]) for v in value)
+        if len(args) != len(value):
+            return False
+        return all(_match(v, a) for v, a in zip(value, args))
+
+    # Mappings (dict-like)
+    if origin in (dict, Mapping):
+        if not isinstance(value, Mapping):
+            return False
+        k_annot, v_annot = args if args else (Any, Any)
+        return all(
+            _match(k, k_annot) and _match(v, v_annot) for k, v in value.items()
+        )
+
+    # Sequences (list, Sequence) – but not str/bytes
+    if origin in (list, Sequence):
+        if isinstance(value, (str, bytes)):
+            return False
+        if not isinstance(value, Sequence):
+            return False
+        elem_annot = args[0] if args else Any
+        return all(_match(v, elem_annot) for v in value)
+
+    # Sets
+    if origin in (set, frozenset, Set):
+        if not isinstance(value, (set, frozenset)):
+            return False
+        elem_annot = args[0] if args else Any
+        return all(_match(v, elem_annot) for v in value)
+
+    # Fall back to normal isinstance for non-typing classes
+    if isinstance(annot, type):
+        return isinstance(value, annot)
+
+    # If annot is a typing alias like 'list' without args
+    if origin is not None:
+        # Treat bare containers as accepting anything inside
+        return isinstance(value, origin)
+
+    # Unknown/unsupported typing form: accept conservatively
+    return True
+
+
+def enforce_types(func):
+    # Resolve ForwardRefs using function globals (handles "User" as a string, etc.)
+    hints = get_type_hints(
+        func, globalns=func.__globals__, include_extras=True
+    )
+    sig = inspect.signature(func)
+
+    def _check(bound):
+        for name, val in bound.arguments.items():
+            if name in hints:
+                annot = hints[name]
+                if not _match(val, annot):
+                    raise TypeError(
+                        f"Argument '{name}' failed type check: expected {annot!r}, "
+                        f"got {type(val).__name__} -> {val!r}"
+                    )
+
+    if inspect.iscoroutinefunction(func):
+
+        @wraps(func)
+        async def aw(*args, **kwargs):
+            bound = sig.bind(*args, **kwargs)
+            bound.apply_defaults()
+            _check(bound)
+            return await func(*args, **kwargs)
+
+        return aw
+    else:
+
+        @wraps(func)
+        def w(*args, **kwargs):
+            bound = sig.bind(*args, **kwargs)
+            bound.apply_defaults()
+            _check(bound)
+            return func(*args, **kwargs)
+
+        return w

src/select_ai/async_profile.py

@@ -344,8 +344,15 @@ async def generate(
                 keyword_parameters=parameters,
             )
         if data is not None:
-            return await data.read()
-        return None
+            result = await data.read()
+        else:
+            result = None
+        if action == Action.RUNSQL and result:
+            return pandas.DataFrame(json.loads(result))
+        elif action == Action.RUNSQL:
+            return pandas.DataFrame()
+        else:
+            return result
 
     async def chat(self, prompt, params: Mapping = None) -> str:
         """Asynchronously chat with the LLM
@@ -411,8 +418,7 @@ async def run_sql(
         :param params: Parameters to include in the LLM request
         :return: pandas.DataFrame
         """
-        data = await self.generate(prompt, action=Action.RUNSQL, params=params)
-        return pandas.DataFrame(json.loads(data))
+        return await self.generate(prompt, action=Action.RUNSQL, params=params)
 
     async def show_sql(self, prompt, params: Mapping = None):
         """Show the generated SQL

src/select_ai/base_profile.py

@@ -73,6 +73,7 @@ class ProfileAttributes(SelectAIDataClass):
     vector_index_name: Optional[str] = None
 
     def __post_init__(self):
+        super().__post_init__()
         if self.provider and not isinstance(self.provider, Provider):
             raise ValueError(
                 f"'provider' must be an object of " f"type select_ai.Provider"

src/select_ai/profile.py

@@ -8,7 +8,7 @@
 import json
 from contextlib import contextmanager
 from dataclasses import replace as dataclass_replace
-from typing import Iterator, Mapping, Optional, Union
+from typing import Generator, Iterator, Mapping, Optional, Union
 
 import oracledb
 import pandas
@@ -258,7 +258,9 @@ def _from_db(cls, profile_name: str) -> "Profile":
                 raise ProfileNotFoundError(profile_name=profile_name)
 
     @classmethod
-    def list(cls, profile_name_pattern: str = ".*") -> Iterator["Profile"]:
+    def list(
+        cls, profile_name_pattern: str = ".*"
+    ) -> Generator["Profile", None, None]:
         """List AI Profiles saved in the database.
 
         :param str profile_name_pattern: Regular expressions can be used
@@ -314,8 +316,15 @@ def generate(
                 keyword_parameters=parameters,
             )
         if data is not None:
-            return data.read()
-        return None
+            result = data.read()
+        else:
+            result = None
+        if action == Action.RUNSQL and result:
+            return pandas.DataFrame(json.loads(result))
+        elif action == Action.RUNSQL:
+            return pandas.DataFrame()
+        else:
+            return result
 
     def chat(self, prompt: str, params: Mapping = None) -> str:
         """Chat with the LLM
@@ -375,10 +384,7 @@ def run_sql(self, prompt: str, params: Mapping = None) -> pandas.DataFrame:
         :param params: Parameters to include in the LLM request
         :return: pandas.DataFrame
         """
-        data = json.loads(
-            self.generate(prompt, action=Action.RUNSQL, params=params)
-        )
-        return pandas.DataFrame(data)
+        return self.generate(prompt, action=Action.RUNSQL, params=params)
 
     def show_sql(self, prompt: str, params: Mapping = None) -> str:
         """Show the generated SQL

src/select_ai/provider.py

@@ -9,6 +9,7 @@
 from typing import List, Optional, Union
 
 from select_ai._abc import SelectAIDataClass
+from select_ai._validations import enforce_types
 
 from .db import async_cursor, cursor
 from .sql import (
@@ -194,6 +195,7 @@ class AnthropicProvider(Provider):
     provider_endpoint = "api.anthropic.com"
 
 
+@enforce_types
 async def async_enable_provider(
     users: Union[str, List[str]], provider_endpoint: str = None
 ):
@@ -210,7 +212,7 @@ async def async_enable_provider(
 
     async with async_cursor() as cr:
         for user in users:
-            await cr.execute(GRANT_PRIVILEGES_TO_USER.format(user))
+            await cr.execute(GRANT_PRIVILEGES_TO_USER.format(user.strip()))
             if provider_endpoint:
                 await cr.execute(
                     ENABLE_AI_PROFILE_DOMAIN_FOR_USER,
@@ -219,6 +221,7 @@ async def async_enable_provider(
                 )
 
 
+@enforce_types
 async def async_disable_provider(
     users: Union[str, List[str]], provider_endpoint: str = None
 ):
@@ -234,7 +237,7 @@ async def async_disable_provider(
 
     async with async_cursor() as cr:
         for user in users:
-            await cr.execute(REVOKE_PRIVILEGES_FROM_USER.format(user))
+            await cr.execute(REVOKE_PRIVILEGES_FROM_USER.format(user.strip()))
             if provider_endpoint:
                 await cr.execute(
                     DISABLE_AI_PROFILE_DOMAIN_FOR_USER,
@@ -243,6 +246,7 @@ async def async_disable_provider(
                 )
 
 
+@enforce_types
 def enable_provider(
     users: Union[str, List[str]], provider_endpoint: str = None
 ):
@@ -256,7 +260,7 @@ def enable_provider(
 
     with cursor() as cr:
         for user in users:
-            cr.execute(GRANT_PRIVILEGES_TO_USER.format(user))
+            cr.execute(GRANT_PRIVILEGES_TO_USER.format(user.strip()))
             if provider_endpoint:
                 cr.execute(
                     ENABLE_AI_PROFILE_DOMAIN_FOR_USER,
@@ -265,6 +269,7 @@ def enable_provider(
                 )
 
 
+@enforce_types
 def disable_provider(
     users: Union[str, List[str]], provider_endpoint: str = None
 ):
@@ -279,7 +284,7 @@ def disable_provider(
 
     with cursor() as cr:
         for user in users:
-            cr.execute(REVOKE_PRIVILEGES_FROM_USER.format(user))
+            cr.execute(REVOKE_PRIVILEGES_FROM_USER.format(user.strip()))
             if provider_endpoint:
                 cr.execute(
                     DISABLE_AI_PROFILE_DOMAIN_FOR_USER,

src/select_ai/vector_index.py

@@ -119,6 +119,16 @@ def __init__(
         attributes: Optional[VectorIndexAttributes] = None,
     ):
         """Initialize a Vector Index"""
+        if attributes and not isinstance(attributes, VectorIndexAttributes):
+            raise TypeError(
+                "'attributes' must be an object of type "
+                "select_ai.VectorIndexAttributes"
+            )
+        if profile and not isinstance(profile, BaseProfile):
+            raise TypeError(
+                "'profile' must be an object of type "
+                "select_ai.Profile or select_ai.AsyncProfile"
+            )
         self.profile = profile
         self.index_name = index_name
         self.attributes = attributes

src/select_ai/version.py

@@ -5,4 +5,4 @@
 # http://oss.oracle.com/licenses/upl.
 # -----------------------------------------------------------------------------
 
-__version__ = "1.0.0b1"
+__version__ = "1.0.0"