From 5d75cef06b4532fb397c6e48c2882e0f67f92ba0 Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Mon, 8 Sep 2025 19:37:37 +0000
Subject: [PATCH 01/15] codegen metadata

---
 .stats.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.stats.yml b/.stats.yml
index 50632ba4..c9fd9032 100644
--- a/.stats.yml
+++ b/.stats.yml
@@ -1,4 +1,4 @@
 configured_endpoints: 49
 openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-922df6375506208e6003aa26bdf065a8221e5a99aac6d654b9d2a76175339828.yml
 openapi_spec_hash: 19b698680ff92d3c5dc7e3f6c4ec12b1
-config_hash: 22524d9aa927566851636768f6a861cd
+config_hash: fef0ea78daf11093ff503919baae5ec0

From 90fe5a9b7626b6fefeb720058ce08eee191687eb Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Wed, 17 Sep 2025 03:18:14 +0000
Subject: [PATCH 02/15] chore(internal): update pydantic dependency

---
 requirements-dev.lock     |  7 +++++--
 requirements.lock         |  7 +++++--
 src/mixedbread/_models.py | 14 ++++++++++----
 3 files changed, 20 insertions(+), 8 deletions(-)

diff --git a/requirements-dev.lock b/requirements-dev.lock
index 9c562dc9..f24d36ed 100644
--- a/requirements-dev.lock
+++ b/requirements-dev.lock
@@ -88,9 +88,9 @@ pluggy==1.5.0
 propcache==0.3.1
     # via aiohttp
     # via yarl
-pydantic==2.10.3
+pydantic==2.11.9
     # via mixedbread
-pydantic-core==2.27.1
+pydantic-core==2.33.2
     # via pydantic
 pygments==2.18.0
     # via rich
@@ -126,6 +126,9 @@ typing-extensions==4.12.2
     # via pydantic
     # via pydantic-core
     # via pyright
+    # via typing-inspection
+typing-inspection==0.4.1
+    # via pydantic
 virtualenv==20.24.5
     # via nox
 yarl==1.20.0
diff --git a/requirements.lock b/requirements.lock
index 93fffc81..57e00706 100644
--- a/requirements.lock
+++ b/requirements.lock
@@ -55,9 +55,9 @@ multidict==6.4.4
 propcache==0.3.1
     # via aiohttp
     # via yarl
-pydantic==2.10.3
+pydantic==2.11.9
     # via mixedbread
-pydantic-core==2.27.1
+pydantic-core==2.33.2
     # via pydantic
 sniffio==1.3.0
     # via anyio
@@ -68,5 +68,8 @@ typing-extensions==4.12.2
     # via multidict
     # via pydantic
     # via pydantic-core
+    # via typing-inspection
+typing-inspection==0.4.1
+    # via pydantic
 yarl==1.20.0
     # via aiohttp
diff --git a/src/mixedbread/_models.py b/src/mixedbread/_models.py
index 3a6017ef..6a3cd1d2 100644
--- a/src/mixedbread/_models.py
+++ b/src/mixedbread/_models.py
@@ -256,7 +256,7 @@ def model_dump(
             mode: Literal["json", "python"] | str = "python",
             include: IncEx | None = None,
             exclude: IncEx | None = None,
-            by_alias: bool = False,
+            by_alias: bool | None = None,
             exclude_unset: bool = False,
             exclude_defaults: bool = False,
             exclude_none: bool = False,
@@ -264,6 +264,7 @@ def model_dump(
             warnings: bool | Literal["none", "warn", "error"] = True,
             context: dict[str, Any] | None = None,
             serialize_as_any: bool = False,
+            fallback: Callable[[Any], Any] | None = None,
         ) -> dict[str, Any]:
             """Usage docs: https://docs.pydantic.dev/2.4/concepts/serialization/#modelmodel_dump
 
@@ -295,10 +296,12 @@ def model_dump(
                 raise ValueError("context is only supported in Pydantic v2")
             if serialize_as_any != False:
                 raise ValueError("serialize_as_any is only supported in Pydantic v2")
+            if fallback is not None:
+                raise ValueError("fallback is only supported in Pydantic v2")
             dumped = super().dict(  # pyright: ignore[reportDeprecated]
                 include=include,
                 exclude=exclude,
-                by_alias=by_alias,
+                by_alias=by_alias if by_alias is not None else False,
                 exclude_unset=exclude_unset,
                 exclude_defaults=exclude_defaults,
                 exclude_none=exclude_none,
@@ -313,13 +316,14 @@ def model_dump_json(
             indent: int | None = None,
             include: IncEx | None = None,
             exclude: IncEx | None = None,
-            by_alias: bool = False,
+            by_alias: bool | None = None,
             exclude_unset: bool = False,
             exclude_defaults: bool = False,
             exclude_none: bool = False,
             round_trip: bool = False,
             warnings: bool | Literal["none", "warn", "error"] = True,
             context: dict[str, Any] | None = None,
+            fallback: Callable[[Any], Any] | None = None,
             serialize_as_any: bool = False,
         ) -> str:
             """Usage docs: https://docs.pydantic.dev/2.4/concepts/serialization/#modelmodel_dump_json
@@ -348,11 +352,13 @@ def model_dump_json(
                 raise ValueError("context is only supported in Pydantic v2")
             if serialize_as_any != False:
                 raise ValueError("serialize_as_any is only supported in Pydantic v2")
+            if fallback is not None:
+                raise ValueError("fallback is only supported in Pydantic v2")
             return super().json(  # type: ignore[reportDeprecated]
                 indent=indent,
                 include=include,
                 exclude=exclude,
-                by_alias=by_alias,
+                by_alias=by_alias if by_alias is not None else False,
                 exclude_unset=exclude_unset,
                 exclude_defaults=exclude_defaults,
                 exclude_none=exclude_none,

From 402891b4bc2a09b774827338509bd730747d210c Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Fri, 19 Sep 2025 03:41:14 +0000
Subject: [PATCH 03/15] chore(types): change optional parameter type from
 NotGiven to Omit

---
 src/mixedbread/__init__.py                    |   4 +-
 src/mixedbread/_base_client.py                |  18 +--
 src/mixedbread/_client.py                     |  71 ++++-----
 src/mixedbread/_qs.py                         |  14 +-
 src/mixedbread/_types.py                      |  29 ++--
 src/mixedbread/_utils/_transform.py           |   4 +-
 src/mixedbread/_utils/_utils.py               |   8 +-
 src/mixedbread/resources/api_keys.py          |  42 +++---
 src/mixedbread/resources/chat.py              |   6 +-
 .../resources/data_sources/connectors.py      |  70 ++++-----
 .../resources/data_sources/data_sources.py    | 126 ++++++++--------
 src/mixedbread/resources/embeddings.py        |  22 +--
 .../resources/extractions/content.py          |  10 +-
 src/mixedbread/resources/extractions/jobs.py  |  10 +-
 .../resources/extractions/schema.py           |  14 +-
 src/mixedbread/resources/files.py             |  46 +++---
 src/mixedbread/resources/parsing/jobs.py      |  62 ++++----
 .../resources/vector_stores/files.py          |  74 +++++-----
 .../resources/vector_stores/vector_stores.py  | 138 +++++++++---------
 tests/test_transform.py                       |  11 +-
 20 files changed, 398 insertions(+), 381 deletions(-)

diff --git a/src/mixedbread/__init__.py b/src/mixedbread/__init__.py
index df2a2fb2..82ae8048 100644
--- a/src/mixedbread/__init__.py
+++ b/src/mixedbread/__init__.py
@@ -3,7 +3,7 @@
 import typing as _t
 
 from . import types
-from ._types import NOT_GIVEN, Omit, NoneType, NotGiven, Transport, ProxiesTypes
+from ._types import NOT_GIVEN, Omit, NoneType, NotGiven, Transport, ProxiesTypes, omit, not_given
 from ._utils import file_from_path
 from ._client import (
     ENVIRONMENTS,
@@ -49,7 +49,9 @@
     "ProxiesTypes",
     "NotGiven",
     "NOT_GIVEN",
+    "not_given",
     "Omit",
+    "omit",
     "MixedbreadError",
     "APIError",
     "APIStatusError",
diff --git a/src/mixedbread/_base_client.py b/src/mixedbread/_base_client.py
index 60c1612a..69fd970e 100644
--- a/src/mixedbread/_base_client.py
+++ b/src/mixedbread/_base_client.py
@@ -42,7 +42,6 @@
 from ._qs import Querystring
 from ._files import to_httpx_files, async_to_httpx_files
 from ._types import (
-    NOT_GIVEN,
     Body,
     Omit,
     Query,
@@ -57,6 +56,7 @@
     RequestOptions,
     HttpxRequestFiles,
     ModelBuilderProtocol,
+    not_given,
 )
 from ._utils import is_dict, is_list, asyncify, is_given, lru_cache, is_mapping
 from ._compat import PYDANTIC_V1, model_copy, model_dump
@@ -145,9 +145,9 @@ def __init__(
     def __init__(
         self,
         *,
-        url: URL | NotGiven = NOT_GIVEN,
-        json: Body | NotGiven = NOT_GIVEN,
-        params: Query | NotGiven = NOT_GIVEN,
+        url: URL | NotGiven = not_given,
+        json: Body | NotGiven = not_given,
+        params: Query | NotGiven = not_given,
     ) -> None:
         self.url = url
         self.json = json
@@ -595,7 +595,7 @@ def _maybe_override_cast_to(self, cast_to: type[ResponseT], options: FinalReques
         # we internally support defining a temporary header to override the
         # default `cast_to` type for use with `.with_raw_response` and `.with_streaming_response`
         # see _response.py for implementation details
-        override_cast_to = headers.pop(OVERRIDE_CAST_TO_HEADER, NOT_GIVEN)
+        override_cast_to = headers.pop(OVERRIDE_CAST_TO_HEADER, not_given)
         if is_given(override_cast_to):
             options.headers = headers
             return cast(Type[ResponseT], override_cast_to)
@@ -825,7 +825,7 @@ def __init__(
         version: str,
         base_url: str | URL,
         max_retries: int = DEFAULT_MAX_RETRIES,
-        timeout: float | Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | Timeout | None | NotGiven = not_given,
         http_client: httpx.Client | None = None,
         custom_headers: Mapping[str, str] | None = None,
         custom_query: Mapping[str, object] | None = None,
@@ -1356,7 +1356,7 @@ def __init__(
         base_url: str | URL,
         _strict_response_validation: bool,
         max_retries: int = DEFAULT_MAX_RETRIES,
-        timeout: float | Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | Timeout | None | NotGiven = not_given,
         http_client: httpx.AsyncClient | None = None,
         custom_headers: Mapping[str, str] | None = None,
         custom_query: Mapping[str, object] | None = None,
@@ -1818,8 +1818,8 @@ def make_request_options(
     extra_query: Query | None = None,
     extra_body: Body | None = None,
     idempotency_key: str | None = None,
-    timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
-    post_parser: PostParser | NotGiven = NOT_GIVEN,
+    timeout: float | httpx.Timeout | None | NotGiven = not_given,
+    post_parser: PostParser | NotGiven = not_given,
 ) -> RequestOptions:
     """Create a dict of type RequestOptions without keys of NotGiven values."""
     options: RequestOptions = {}
diff --git a/src/mixedbread/_client.py b/src/mixedbread/_client.py
index c4f54779..31462225 100644
--- a/src/mixedbread/_client.py
+++ b/src/mixedbread/_client.py
@@ -12,7 +12,6 @@
 from ._qs import Querystring
 from .types import client_embed_params, client_rerank_params
 from ._types import (
-    NOT_GIVEN,
     Body,
     Omit,
     Query,
@@ -23,6 +22,8 @@
     ProxiesTypes,
     RequestOptions,
     SequenceNotStr,
+    omit,
+    not_given,
 )
 from ._utils import (
     is_given,
@@ -95,9 +96,9 @@ def __init__(
         self,
         *,
         api_key: str | None = None,
-        environment: Literal["production", "development", "local"] | NotGiven = NOT_GIVEN,
-        base_url: str | httpx.URL | None | NotGiven = NOT_GIVEN,
-        timeout: Union[float, Timeout, None, NotGiven] = NOT_GIVEN,
+        environment: Literal["production", "development", "local"] | NotGiven = not_given,
+        base_url: str | httpx.URL | None | NotGiven = not_given,
+        timeout: float | Timeout | None | NotGiven = not_given,
         max_retries: int = DEFAULT_MAX_RETRIES,
         default_headers: Mapping[str, str] | None = None,
         default_query: Mapping[str, object] | None = None,
@@ -201,9 +202,9 @@ def copy(
         api_key: str | None = None,
         environment: Literal["production", "development", "local"] | None = None,
         base_url: str | httpx.URL | None = None,
-        timeout: float | Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | Timeout | None | NotGiven = not_given,
         http_client: httpx.Client | None = None,
-        max_retries: int | NotGiven = NOT_GIVEN,
+        max_retries: int | NotGiven = not_given,
         default_headers: Mapping[str, str] | None = None,
         set_default_headers: Mapping[str, str] | None = None,
         default_query: Mapping[str, object] | None = None,
@@ -253,16 +254,16 @@ def embed(
         *,
         model: str,
         input: Union[str, SequenceNotStr[str]],
-        dimensions: Optional[int] | NotGiven = NOT_GIVEN,
-        prompt: Optional[str] | NotGiven = NOT_GIVEN,
-        normalized: bool | NotGiven = NOT_GIVEN,
-        encoding_format: Union[EncodingFormat, List[EncodingFormat]] | NotGiven = NOT_GIVEN,
+        dimensions: Optional[int] | Omit = omit,
+        prompt: Optional[str] | Omit = omit,
+        normalized: bool | Omit = omit,
+        encoding_format: Union[EncodingFormat, List[EncodingFormat]] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> EmbeddingCreateResponse:
         """
         Create embeddings for text or images using the specified model, encoding format,
@@ -321,7 +322,7 @@ def info(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> InfoResponse:
         """
         Returns service information, including name and version.
@@ -339,19 +340,19 @@ def info(
     def rerank(
         self,
         *,
-        model: str | NotGiven = NOT_GIVEN,
+        model: str | Omit = omit,
         query: str,
         input: SequenceNotStr[Union[str, Iterable[object], object]],
-        rank_fields: Optional[SequenceNotStr[str]] | NotGiven = NOT_GIVEN,
-        top_k: int | NotGiven = NOT_GIVEN,
-        return_input: bool | NotGiven = NOT_GIVEN,
-        rewrite_query: bool | NotGiven = NOT_GIVEN,
+        rank_fields: Optional[SequenceNotStr[str]] | Omit = omit,
+        top_k: int | Omit = omit,
+        return_input: bool | Omit = omit,
+        rewrite_query: bool | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> RerankResponse:
         """
         Rerank different kind of documents for a given query.
@@ -458,9 +459,9 @@ def __init__(
         self,
         *,
         api_key: str | None = None,
-        environment: Literal["production", "development", "local"] | NotGiven = NOT_GIVEN,
-        base_url: str | httpx.URL | None | NotGiven = NOT_GIVEN,
-        timeout: Union[float, Timeout, None, NotGiven] = NOT_GIVEN,
+        environment: Literal["production", "development", "local"] | NotGiven = not_given,
+        base_url: str | httpx.URL | None | NotGiven = not_given,
+        timeout: float | Timeout | None | NotGiven = not_given,
         max_retries: int = DEFAULT_MAX_RETRIES,
         default_headers: Mapping[str, str] | None = None,
         default_query: Mapping[str, object] | None = None,
@@ -564,9 +565,9 @@ def copy(
         api_key: str | None = None,
         environment: Literal["production", "development", "local"] | None = None,
         base_url: str | httpx.URL | None = None,
-        timeout: float | Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | Timeout | None | NotGiven = not_given,
         http_client: httpx.AsyncClient | None = None,
-        max_retries: int | NotGiven = NOT_GIVEN,
+        max_retries: int | NotGiven = not_given,
         default_headers: Mapping[str, str] | None = None,
         set_default_headers: Mapping[str, str] | None = None,
         default_query: Mapping[str, object] | None = None,
@@ -616,16 +617,16 @@ async def embed(
         *,
         model: str,
         input: Union[str, SequenceNotStr[str]],
-        dimensions: Optional[int] | NotGiven = NOT_GIVEN,
-        prompt: Optional[str] | NotGiven = NOT_GIVEN,
-        normalized: bool | NotGiven = NOT_GIVEN,
-        encoding_format: Union[EncodingFormat, List[EncodingFormat]] | NotGiven = NOT_GIVEN,
+        dimensions: Optional[int] | Omit = omit,
+        prompt: Optional[str] | Omit = omit,
+        normalized: bool | Omit = omit,
+        encoding_format: Union[EncodingFormat, List[EncodingFormat]] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> EmbeddingCreateResponse:
         """
         Create embeddings for text or images using the specified model, encoding format,
@@ -684,7 +685,7 @@ async def info(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> InfoResponse:
         """
         Returns service information, including name and version.
@@ -702,19 +703,19 @@ async def info(
     async def rerank(
         self,
         *,
-        model: str | NotGiven = NOT_GIVEN,
+        model: str | Omit = omit,
         query: str,
         input: SequenceNotStr[Union[str, Iterable[object], object]],
-        rank_fields: Optional[SequenceNotStr[str]] | NotGiven = NOT_GIVEN,
-        top_k: int | NotGiven = NOT_GIVEN,
-        return_input: bool | NotGiven = NOT_GIVEN,
-        rewrite_query: bool | NotGiven = NOT_GIVEN,
+        rank_fields: Optional[SequenceNotStr[str]] | Omit = omit,
+        top_k: int | Omit = omit,
+        return_input: bool | Omit = omit,
+        rewrite_query: bool | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> RerankResponse:
         """
         Rerank different kind of documents for a given query.
diff --git a/src/mixedbread/_qs.py b/src/mixedbread/_qs.py
index 274320ca..ada6fd3f 100644
--- a/src/mixedbread/_qs.py
+++ b/src/mixedbread/_qs.py
@@ -4,7 +4,7 @@
 from urllib.parse import parse_qs, urlencode
 from typing_extensions import Literal, get_args
 
-from ._types import NOT_GIVEN, NotGiven, NotGivenOr
+from ._types import NotGiven, not_given
 from ._utils import flatten
 
 _T = TypeVar("_T")
@@ -41,8 +41,8 @@ def stringify(
         self,
         params: Params,
         *,
-        array_format: NotGivenOr[ArrayFormat] = NOT_GIVEN,
-        nested_format: NotGivenOr[NestedFormat] = NOT_GIVEN,
+        array_format: ArrayFormat | NotGiven = not_given,
+        nested_format: NestedFormat | NotGiven = not_given,
     ) -> str:
         return urlencode(
             self.stringify_items(
@@ -56,8 +56,8 @@ def stringify_items(
         self,
         params: Params,
         *,
-        array_format: NotGivenOr[ArrayFormat] = NOT_GIVEN,
-        nested_format: NotGivenOr[NestedFormat] = NOT_GIVEN,
+        array_format: ArrayFormat | NotGiven = not_given,
+        nested_format: NestedFormat | NotGiven = not_given,
     ) -> list[tuple[str, str]]:
         opts = Options(
             qs=self,
@@ -143,8 +143,8 @@ def __init__(
         self,
         qs: Querystring = _qs,
         *,
-        array_format: NotGivenOr[ArrayFormat] = NOT_GIVEN,
-        nested_format: NotGivenOr[NestedFormat] = NOT_GIVEN,
+        array_format: ArrayFormat | NotGiven = not_given,
+        nested_format: NestedFormat | NotGiven = not_given,
     ) -> None:
         self.array_format = qs.array_format if isinstance(array_format, NotGiven) else array_format
         self.nested_format = qs.nested_format if isinstance(nested_format, NotGiven) else nested_format
diff --git a/src/mixedbread/_types.py b/src/mixedbread/_types.py
index baa4a78b..97471b6c 100644
--- a/src/mixedbread/_types.py
+++ b/src/mixedbread/_types.py
@@ -117,18 +117,21 @@ class RequestOptions(TypedDict, total=False):
 # Sentinel class used until PEP 0661 is accepted
 class NotGiven:
     """
-    A sentinel singleton class used to distinguish omitted keyword arguments
-    from those passed in with the value None (which may have different behavior).
+    For parameters with a meaningful None value, we need to distinguish between
+    the user explicitly passing None, and the user not passing the parameter at
+    all.
+
+    User code shouldn't need to use not_given directly.
 
     For example:
 
     ```py
-    def get(timeout: Union[int, NotGiven, None] = NotGiven()) -> Response: ...
+    def create(timeout: Timeout | None | NotGiven = not_given): ...
 
 
-    get(timeout=1)  # 1s timeout
-    get(timeout=None)  # No timeout
-    get()  # Default timeout behavior, which may not be statically known at the method definition.
+    create(timeout=1)  # 1s timeout
+    create(timeout=None)  # No timeout
+    create()  # Default timeout behavior
     ```
     """
 
@@ -140,13 +143,14 @@ def __repr__(self) -> str:
         return "NOT_GIVEN"
 
 
-NotGivenOr = Union[_T, NotGiven]
+not_given = NotGiven()
+# for backwards compatibility:
 NOT_GIVEN = NotGiven()
 
 
 class Omit:
-    """In certain situations you need to be able to represent a case where a default value has
-    to be explicitly removed and `None` is not an appropriate substitute, for example:
+    """
+    To explicitly omit something from being sent in a request, use `omit`.
 
     ```py
     # as the default `Content-Type` header is `application/json` that will be sent
@@ -156,8 +160,8 @@ class Omit:
     # to look something like: 'multipart/form-data; boundary=0d8382fcf5f8c3be01ca2e11002d2983'
     client.post(..., headers={"Content-Type": "multipart/form-data"})
 
-    # instead you can remove the default `application/json` header by passing Omit
-    client.post(..., headers={"Content-Type": Omit()})
+    # instead you can remove the default `application/json` header by passing omit
+    client.post(..., headers={"Content-Type": omit})
     ```
     """
 
@@ -165,6 +169,9 @@ def __bool__(self) -> Literal[False]:
         return False
 
 
+omit = Omit()
+
+
 @runtime_checkable
 class ModelBuilderProtocol(Protocol):
     @classmethod
diff --git a/src/mixedbread/_utils/_transform.py b/src/mixedbread/_utils/_transform.py
index c19124f0..52075492 100644
--- a/src/mixedbread/_utils/_transform.py
+++ b/src/mixedbread/_utils/_transform.py
@@ -268,7 +268,7 @@ def _transform_typeddict(
     annotations = get_type_hints(expected_type, include_extras=True)
     for key, value in data.items():
         if not is_given(value):
-            # we don't need to include `NotGiven` values here as they'll
+            # we don't need to include omitted values here as they'll
             # be stripped out before the request is sent anyway
             continue
 
@@ -434,7 +434,7 @@ async def _async_transform_typeddict(
     annotations = get_type_hints(expected_type, include_extras=True)
     for key, value in data.items():
         if not is_given(value):
-            # we don't need to include `NotGiven` values here as they'll
+            # we don't need to include omitted values here as they'll
             # be stripped out before the request is sent anyway
             continue
 
diff --git a/src/mixedbread/_utils/_utils.py b/src/mixedbread/_utils/_utils.py
index f0818595..50d59269 100644
--- a/src/mixedbread/_utils/_utils.py
+++ b/src/mixedbread/_utils/_utils.py
@@ -21,7 +21,7 @@
 
 import sniffio
 
-from .._types import NotGiven, FileTypes, NotGivenOr, HeadersLike
+from .._types import Omit, NotGiven, FileTypes, HeadersLike
 
 _T = TypeVar("_T")
 _TupleT = TypeVar("_TupleT", bound=Tuple[object, ...])
@@ -63,7 +63,7 @@ def _extract_items(
     try:
         key = path[index]
     except IndexError:
-        if isinstance(obj, NotGiven):
+        if not is_given(obj):
             # no value was provided - we can safely ignore
             return []
 
@@ -126,8 +126,8 @@ def _extract_items(
     return []
 
 
-def is_given(obj: NotGivenOr[_T]) -> TypeGuard[_T]:
-    return not isinstance(obj, NotGiven)
+def is_given(obj: _T | NotGiven | Omit) -> TypeGuard[_T]:
+    return not isinstance(obj, NotGiven) and not isinstance(obj, Omit)
 
 
 # Type safe methods for narrowing types with TypeVars.
diff --git a/src/mixedbread/resources/api_keys.py b/src/mixedbread/resources/api_keys.py
index 9de4c7fe..f304929e 100644
--- a/src/mixedbread/resources/api_keys.py
+++ b/src/mixedbread/resources/api_keys.py
@@ -8,7 +8,7 @@
 import httpx
 
 from ..types import api_key_list_params, api_key_create_params
-from .._types import NOT_GIVEN, Body, Query, Headers, NotGiven
+from .._types import Body, Omit, Query, Headers, NotGiven, omit, not_given
 from .._utils import maybe_transform, async_maybe_transform
 from .._compat import cached_property
 from .._resource import SyncAPIResource, AsyncAPIResource
@@ -50,14 +50,14 @@ def with_streaming_response(self) -> APIKeysResourceWithStreamingResponse:
     def create(
         self,
         *,
-        name: str | NotGiven = NOT_GIVEN,
-        expires_at: Union[str, datetime, None] | NotGiven = NOT_GIVEN,
+        name: str | Omit = omit,
+        expires_at: Union[str, datetime, None] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> APIKeyCreated:
         """
         Create a new API key.
@@ -104,7 +104,7 @@ def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> APIKey:
         """
         Retrieve details of a specific API key by its ID.
@@ -137,14 +137,14 @@ def retrieve(
     def list(
         self,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        offset: int | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        offset: int | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> SyncLimitOffset[APIKey]:
         """
         List all API keys for the authenticated user.
@@ -194,7 +194,7 @@ def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> APIKeyDeleteResponse:
         """
         Delete a specific API key by its ID.
@@ -234,7 +234,7 @@ def reroll(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> APIKeyCreated:
         """
         Reroll the secret for a specific API key by its ID.
@@ -276,7 +276,7 @@ def revoke(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> APIKey:
         """
         Revoke a specific API key by its ID.
@@ -330,14 +330,14 @@ def with_streaming_response(self) -> AsyncAPIKeysResourceWithStreamingResponse:
     async def create(
         self,
         *,
-        name: str | NotGiven = NOT_GIVEN,
-        expires_at: Union[str, datetime, None] | NotGiven = NOT_GIVEN,
+        name: str | Omit = omit,
+        expires_at: Union[str, datetime, None] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> APIKeyCreated:
         """
         Create a new API key.
@@ -384,7 +384,7 @@ async def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> APIKey:
         """
         Retrieve details of a specific API key by its ID.
@@ -417,14 +417,14 @@ async def retrieve(
     def list(
         self,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        offset: int | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        offset: int | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> AsyncPaginator[APIKey, AsyncLimitOffset[APIKey]]:
         """
         List all API keys for the authenticated user.
@@ -474,7 +474,7 @@ async def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> APIKeyDeleteResponse:
         """
         Delete a specific API key by its ID.
@@ -514,7 +514,7 @@ async def reroll(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> APIKeyCreated:
         """
         Reroll the secret for a specific API key by its ID.
@@ -556,7 +556,7 @@ async def revoke(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> APIKey:
         """
         Revoke a specific API key by its ID.
diff --git a/src/mixedbread/resources/chat.py b/src/mixedbread/resources/chat.py
index f9b1b0ce..a5788f8f 100644
--- a/src/mixedbread/resources/chat.py
+++ b/src/mixedbread/resources/chat.py
@@ -4,7 +4,7 @@
 
 import httpx
 
-from .._types import NOT_GIVEN, Body, Query, Headers, NotGiven
+from .._types import Body, Query, Headers, NotGiven, not_given
 from .._compat import cached_property
 from .._resource import SyncAPIResource, AsyncAPIResource
 from .._response import (
@@ -46,7 +46,7 @@ def create_completion(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> object:
         """
         Create a chat completion using the provided parameters.
@@ -101,7 +101,7 @@ async def create_completion(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> object:
         """
         Create a chat completion using the provided parameters.
diff --git a/src/mixedbread/resources/data_sources/connectors.py b/src/mixedbread/resources/data_sources/connectors.py
index 30c2ed30..9ab5bee1 100644
--- a/src/mixedbread/resources/data_sources/connectors.py
+++ b/src/mixedbread/resources/data_sources/connectors.py
@@ -6,7 +6,7 @@
 
 import httpx
 
-from ..._types import NOT_GIVEN, Body, Query, Headers, NotGiven
+from ..._types import Body, Omit, Query, Headers, NotGiven, omit, not_given
 from ..._utils import maybe_transform, async_maybe_transform
 from ..._compat import cached_property
 from ..._resource import SyncAPIResource, AsyncAPIResource
@@ -50,16 +50,16 @@ def create(
         data_source_id: str,
         *,
         vector_store_id: str,
-        name: str | NotGiven = NOT_GIVEN,
-        trigger_sync: bool | NotGiven = NOT_GIVEN,
-        metadata: object | NotGiven = NOT_GIVEN,
-        polling_interval: Union[int, str, None] | NotGiven = NOT_GIVEN,
+        name: str | Omit = omit,
+        trigger_sync: bool | Omit = omit,
+        metadata: object | Omit = omit,
+        polling_interval: Union[int, str, None] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSourceConnector:
         """
         Create a new connector.
@@ -125,7 +125,7 @@ def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSourceConnector:
         """
         Get a connector by ID.
@@ -165,16 +165,16 @@ def update(
         connector_id: str,
         *,
         data_source_id: str,
-        name: Optional[str] | NotGiven = NOT_GIVEN,
-        metadata: Optional[Dict[str, object]] | NotGiven = NOT_GIVEN,
-        trigger_sync: Optional[bool] | NotGiven = NOT_GIVEN,
-        polling_interval: Union[int, str, None] | NotGiven = NOT_GIVEN,
+        name: Optional[str] | Omit = omit,
+        metadata: Optional[Dict[str, object]] | Omit = omit,
+        trigger_sync: Optional[bool] | Omit = omit,
+        polling_interval: Union[int, str, None] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSourceConnector:
         """
         Update a connector.
@@ -236,16 +236,16 @@ def list(
         self,
         data_source_id: str,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> SyncCursor[DataSourceConnector]:
         """
         Get all connectors for a data source.
@@ -309,7 +309,7 @@ def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ConnectorDeleteResponse:
         """
         Delete a connector.
@@ -370,16 +370,16 @@ async def create(
         data_source_id: str,
         *,
         vector_store_id: str,
-        name: str | NotGiven = NOT_GIVEN,
-        trigger_sync: bool | NotGiven = NOT_GIVEN,
-        metadata: object | NotGiven = NOT_GIVEN,
-        polling_interval: Union[int, str, None] | NotGiven = NOT_GIVEN,
+        name: str | Omit = omit,
+        trigger_sync: bool | Omit = omit,
+        metadata: object | Omit = omit,
+        polling_interval: Union[int, str, None] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSourceConnector:
         """
         Create a new connector.
@@ -445,7 +445,7 @@ async def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSourceConnector:
         """
         Get a connector by ID.
@@ -485,16 +485,16 @@ async def update(
         connector_id: str,
         *,
         data_source_id: str,
-        name: Optional[str] | NotGiven = NOT_GIVEN,
-        metadata: Optional[Dict[str, object]] | NotGiven = NOT_GIVEN,
-        trigger_sync: Optional[bool] | NotGiven = NOT_GIVEN,
-        polling_interval: Union[int, str, None] | NotGiven = NOT_GIVEN,
+        name: Optional[str] | Omit = omit,
+        metadata: Optional[Dict[str, object]] | Omit = omit,
+        trigger_sync: Optional[bool] | Omit = omit,
+        polling_interval: Union[int, str, None] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSourceConnector:
         """
         Update a connector.
@@ -556,16 +556,16 @@ def list(
         self,
         data_source_id: str,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> AsyncPaginator[DataSourceConnector, AsyncCursor[DataSourceConnector]]:
         """
         Get all connectors for a data source.
@@ -629,7 +629,7 @@ async def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ConnectorDeleteResponse:
         """
         Delete a connector.
diff --git a/src/mixedbread/resources/data_sources/data_sources.py b/src/mixedbread/resources/data_sources/data_sources.py
index 3579b305..185eaedb 100644
--- a/src/mixedbread/resources/data_sources/data_sources.py
+++ b/src/mixedbread/resources/data_sources/data_sources.py
@@ -8,7 +8,7 @@
 import httpx
 
 from ...types import Oauth2Params, data_source_list_params, data_source_create_params, data_source_update_params
-from ..._types import NOT_GIVEN, Body, Query, Headers, NotGiven
+from ..._types import Body, Omit, Query, Headers, NotGiven, omit, not_given
 from ..._utils import required_args, maybe_transform, async_maybe_transform
 from ..._compat import cached_property
 from .connectors import (
@@ -63,16 +63,16 @@ def with_streaming_response(self) -> DataSourcesResourceWithStreamingResponse:
     def create(
         self,
         *,
-        type: Literal["notion"] | NotGiven = NOT_GIVEN,
+        type: Literal["notion"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
-        auth_params: Optional[data_source_create_params.NotionDataSourceAuthParams] | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
+        auth_params: Optional[data_source_create_params.NotionDataSourceAuthParams] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         """
         Create a new data source.
@@ -105,16 +105,16 @@ def create(
     def create(
         self,
         *,
-        type: Literal["linear"] | NotGiven = NOT_GIVEN,
+        type: Literal["linear"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
-        auth_params: Optional[Oauth2Params] | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
+        auth_params: Optional[Oauth2Params] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         """
         Create a new data source.
@@ -146,18 +146,18 @@ def create(
     def create(
         self,
         *,
-        type: Literal["notion"] | Literal["linear"] | NotGiven = NOT_GIVEN,
+        type: Literal["notion"] | Literal["linear"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
         auth_params: Optional[data_source_create_params.NotionDataSourceAuthParams]
         | Optional[Oauth2Params]
-        | NotGiven = NOT_GIVEN,
+        | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         return self._post(
             "/v1/data_sources/",
@@ -185,7 +185,7 @@ def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         """
         Get a data source by ID.
@@ -220,16 +220,16 @@ def update(
         self,
         data_source_id: str,
         *,
-        type: Literal["notion"] | NotGiven = NOT_GIVEN,
+        type: Literal["notion"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
-        auth_params: Optional[data_source_update_params.NotionDataSourceAuthParams] | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
+        auth_params: Optional[data_source_update_params.NotionDataSourceAuthParams] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         """Update a data source.
 
@@ -267,16 +267,16 @@ def update(
         self,
         data_source_id: str,
         *,
-        type: Literal["linear"] | NotGiven = NOT_GIVEN,
+        type: Literal["linear"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
-        auth_params: Optional[Oauth2Params] | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
+        auth_params: Optional[Oauth2Params] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         """Update a data source.
 
@@ -313,18 +313,18 @@ def update(
         self,
         data_source_id: str,
         *,
-        type: Literal["notion"] | Literal["linear"] | NotGiven = NOT_GIVEN,
+        type: Literal["notion"] | Literal["linear"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
         auth_params: Optional[data_source_update_params.NotionDataSourceAuthParams]
         | Optional[Oauth2Params]
-        | NotGiven = NOT_GIVEN,
+        | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         if not data_source_id:
             raise ValueError(f"Expected a non-empty value for `data_source_id` but received {data_source_id!r}")
@@ -348,16 +348,16 @@ def update(
     def list(
         self,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> SyncCursor[DataSource]:
         """
         Get all data sources.
@@ -413,7 +413,7 @@ def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSourceDeleteResponse:
         """
         Delete a data source.
@@ -470,16 +470,16 @@ def with_streaming_response(self) -> AsyncDataSourcesResourceWithStreamingRespon
     async def create(
         self,
         *,
-        type: Literal["notion"] | NotGiven = NOT_GIVEN,
+        type: Literal["notion"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
-        auth_params: Optional[data_source_create_params.NotionDataSourceAuthParams] | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
+        auth_params: Optional[data_source_create_params.NotionDataSourceAuthParams] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         """
         Create a new data source.
@@ -512,16 +512,16 @@ async def create(
     async def create(
         self,
         *,
-        type: Literal["linear"] | NotGiven = NOT_GIVEN,
+        type: Literal["linear"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
-        auth_params: Optional[Oauth2Params] | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
+        auth_params: Optional[Oauth2Params] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         """
         Create a new data source.
@@ -553,18 +553,18 @@ async def create(
     async def create(
         self,
         *,
-        type: Literal["notion"] | Literal["linear"] | NotGiven = NOT_GIVEN,
+        type: Literal["notion"] | Literal["linear"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
         auth_params: Optional[data_source_create_params.NotionDataSourceAuthParams]
         | Optional[Oauth2Params]
-        | NotGiven = NOT_GIVEN,
+        | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         return await self._post(
             "/v1/data_sources/",
@@ -592,7 +592,7 @@ async def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         """
         Get a data source by ID.
@@ -627,16 +627,16 @@ async def update(
         self,
         data_source_id: str,
         *,
-        type: Literal["notion"] | NotGiven = NOT_GIVEN,
+        type: Literal["notion"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
-        auth_params: Optional[data_source_update_params.NotionDataSourceAuthParams] | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
+        auth_params: Optional[data_source_update_params.NotionDataSourceAuthParams] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         """Update a data source.
 
@@ -674,16 +674,16 @@ async def update(
         self,
         data_source_id: str,
         *,
-        type: Literal["linear"] | NotGiven = NOT_GIVEN,
+        type: Literal["linear"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
-        auth_params: Optional[Oauth2Params] | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
+        auth_params: Optional[Oauth2Params] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         """Update a data source.
 
@@ -720,18 +720,18 @@ async def update(
         self,
         data_source_id: str,
         *,
-        type: Literal["notion"] | Literal["linear"] | NotGiven = NOT_GIVEN,
+        type: Literal["notion"] | Literal["linear"] | Omit = omit,
         name: str,
-        metadata: object | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
         auth_params: Optional[data_source_update_params.NotionDataSourceAuthParams]
         | Optional[Oauth2Params]
-        | NotGiven = NOT_GIVEN,
+        | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSource:
         if not data_source_id:
             raise ValueError(f"Expected a non-empty value for `data_source_id` but received {data_source_id!r}")
@@ -755,16 +755,16 @@ async def update(
     def list(
         self,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> AsyncPaginator[DataSource, AsyncCursor[DataSource]]:
         """
         Get all data sources.
@@ -820,7 +820,7 @@ async def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> DataSourceDeleteResponse:
         """
         Delete a data source.
diff --git a/src/mixedbread/resources/embeddings.py b/src/mixedbread/resources/embeddings.py
index 17bee234..d2c74634 100644
--- a/src/mixedbread/resources/embeddings.py
+++ b/src/mixedbread/resources/embeddings.py
@@ -7,7 +7,7 @@
 import httpx
 
 from ..types import embedding_create_params
-from .._types import NOT_GIVEN, Body, Query, Headers, NotGiven, SequenceNotStr
+from .._types import Body, Omit, Query, Headers, NotGiven, SequenceNotStr, omit, not_given
 from .._utils import maybe_transform, async_maybe_transform
 from .._compat import cached_property
 from .._resource import SyncAPIResource, AsyncAPIResource
@@ -49,16 +49,16 @@ def create(
         *,
         model: str,
         input: Union[str, SequenceNotStr[str]],
-        dimensions: Optional[int] | NotGiven = NOT_GIVEN,
-        prompt: Optional[str] | NotGiven = NOT_GIVEN,
-        normalized: bool | NotGiven = NOT_GIVEN,
-        encoding_format: Union[EncodingFormat, List[EncodingFormat]] | NotGiven = NOT_GIVEN,
+        dimensions: Optional[int] | Omit = omit,
+        prompt: Optional[str] | Omit = omit,
+        normalized: bool | Omit = omit,
+        encoding_format: Union[EncodingFormat, List[EncodingFormat]] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> EmbeddingCreateResponse:
         """
         Create embeddings for text or images using the specified model, encoding format,
@@ -135,16 +135,16 @@ async def create(
         *,
         model: str,
         input: Union[str, SequenceNotStr[str]],
-        dimensions: Optional[int] | NotGiven = NOT_GIVEN,
-        prompt: Optional[str] | NotGiven = NOT_GIVEN,
-        normalized: bool | NotGiven = NOT_GIVEN,
-        encoding_format: Union[EncodingFormat, List[EncodingFormat]] | NotGiven = NOT_GIVEN,
+        dimensions: Optional[int] | Omit = omit,
+        prompt: Optional[str] | Omit = omit,
+        normalized: bool | Omit = omit,
+        encoding_format: Union[EncodingFormat, List[EncodingFormat]] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> EmbeddingCreateResponse:
         """
         Create embeddings for text or images using the specified model, encoding format,
diff --git a/src/mixedbread/resources/extractions/content.py b/src/mixedbread/resources/extractions/content.py
index a74a9b13..b2111bb3 100644
--- a/src/mixedbread/resources/extractions/content.py
+++ b/src/mixedbread/resources/extractions/content.py
@@ -6,7 +6,7 @@
 
 import httpx
 
-from ..._types import NOT_GIVEN, Body, Query, Headers, NotGiven, SequenceNotStr
+from ..._types import Body, Omit, Query, Headers, NotGiven, SequenceNotStr, omit, not_given
 from ..._utils import maybe_transform, async_maybe_transform
 from ..._compat import cached_property
 from ..._resource import SyncAPIResource, AsyncAPIResource
@@ -48,13 +48,13 @@ def create(
         *,
         content: Union[str, SequenceNotStr[str], Iterable[content_create_params.ContentUnionMember2]],
         json_schema: Dict[str, object],
-        instructions: Optional[str] | NotGiven = NOT_GIVEN,
+        instructions: Optional[str] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ExtractionResult:
         """
         Extract content from a string using the provided schema.
@@ -120,13 +120,13 @@ async def create(
         *,
         content: Union[str, SequenceNotStr[str], Iterable[content_create_params.ContentUnionMember2]],
         json_schema: Dict[str, object],
-        instructions: Optional[str] | NotGiven = NOT_GIVEN,
+        instructions: Optional[str] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ExtractionResult:
         """
         Extract content from a string using the provided schema.
diff --git a/src/mixedbread/resources/extractions/jobs.py b/src/mixedbread/resources/extractions/jobs.py
index 29b77911..ae48bbf3 100644
--- a/src/mixedbread/resources/extractions/jobs.py
+++ b/src/mixedbread/resources/extractions/jobs.py
@@ -6,7 +6,7 @@
 
 import httpx
 
-from ..._types import NOT_GIVEN, Body, Query, Headers, NotGiven
+from ..._types import Body, Query, Headers, NotGiven, not_given
 from ..._utils import maybe_transform, async_maybe_transform
 from ..._compat import cached_property
 from ..._resource import SyncAPIResource, AsyncAPIResource
@@ -53,7 +53,7 @@ def create(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ExtractionJob:
         """
         Start an extraction job for the provided file and schema.
@@ -99,7 +99,7 @@ def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ExtractionJob:
         """
         Get detailed information about a specific extraction job.
@@ -160,7 +160,7 @@ async def create(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ExtractionJob:
         """
         Start an extraction job for the provided file and schema.
@@ -206,7 +206,7 @@ async def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ExtractionJob:
         """
         Get detailed information about a specific extraction job.
diff --git a/src/mixedbread/resources/extractions/schema.py b/src/mixedbread/resources/extractions/schema.py
index 651723f6..6eabe54e 100644
--- a/src/mixedbread/resources/extractions/schema.py
+++ b/src/mixedbread/resources/extractions/schema.py
@@ -6,7 +6,7 @@
 
 import httpx
 
-from ..._types import NOT_GIVEN, Body, Query, Headers, NotGiven
+from ..._types import Body, Query, Headers, NotGiven, not_given
 from ..._utils import maybe_transform, async_maybe_transform
 from ..._compat import cached_property
 from ..._resource import SyncAPIResource, AsyncAPIResource
@@ -54,7 +54,7 @@ def create(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> CreatedJsonSchema:
         """
         Create a schema with the provided parameters.
@@ -92,7 +92,7 @@ def enhance(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> EnhancedJsonSchema:
         """
         Enhance a schema by enriching the descriptions to aid extraction.
@@ -130,7 +130,7 @@ def validate(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ValidatedJsonSchema:
         """
         Validate a schema.
@@ -189,7 +189,7 @@ async def create(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> CreatedJsonSchema:
         """
         Create a schema with the provided parameters.
@@ -227,7 +227,7 @@ async def enhance(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> EnhancedJsonSchema:
         """
         Enhance a schema by enriching the descriptions to aid extraction.
@@ -265,7 +265,7 @@ async def validate(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ValidatedJsonSchema:
         """
         Validate a schema.
diff --git a/src/mixedbread/resources/files.py b/src/mixedbread/resources/files.py
index 5d00457d..d1e74a27 100644
--- a/src/mixedbread/resources/files.py
+++ b/src/mixedbread/resources/files.py
@@ -7,7 +7,7 @@
 import httpx
 
 from ..types import file_list_params, file_create_params, file_update_params
-from .._types import NOT_GIVEN, Body, Query, Headers, NotGiven, FileTypes
+from .._types import Body, Omit, Query, Headers, NotGiven, FileTypes, omit, not_given
 from .._utils import extract_files, maybe_transform, deepcopy_minimal, async_maybe_transform
 from .._compat import cached_property
 from .._resource import SyncAPIResource, AsyncAPIResource
@@ -62,7 +62,7 @@ def create(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileObject:
         """
         Upload a new file.
@@ -107,7 +107,7 @@ def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileObject:
         """
         Retrieve details of a specific file by its ID.
@@ -147,7 +147,7 @@ def update(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileObject:
         """
         Update the details of a specific file.
@@ -190,17 +190,17 @@ def update(
     def list(
         self,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
-        q: Optional[str] | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
+        q: Optional[str] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> SyncCursor[FileObject]:
         """
         List all files for the authenticated user.
@@ -261,7 +261,7 @@ def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileDeleteResponse:
         """
         Delete a specific file by its ID.
@@ -300,7 +300,7 @@ def content(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> BinaryAPIResponse:
         """
         Download a specific file by its ID.
@@ -361,7 +361,7 @@ async def create(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileObject:
         """
         Upload a new file.
@@ -406,7 +406,7 @@ async def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileObject:
         """
         Retrieve details of a specific file by its ID.
@@ -446,7 +446,7 @@ async def update(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileObject:
         """
         Update the details of a specific file.
@@ -489,17 +489,17 @@ async def update(
     def list(
         self,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
-        q: Optional[str] | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
+        q: Optional[str] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> AsyncPaginator[FileObject, AsyncCursor[FileObject]]:
         """
         List all files for the authenticated user.
@@ -560,7 +560,7 @@ async def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileDeleteResponse:
         """
         Delete a specific file by its ID.
@@ -599,7 +599,7 @@ async def content(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> AsyncBinaryAPIResponse:
         """
         Download a specific file by its ID.
diff --git a/src/mixedbread/resources/parsing/jobs.py b/src/mixedbread/resources/parsing/jobs.py
index f329dd7c..d1d7b51f 100644
--- a/src/mixedbread/resources/parsing/jobs.py
+++ b/src/mixedbread/resources/parsing/jobs.py
@@ -9,7 +9,7 @@
 import httpx
 
 from ...lib import polling
-from ..._types import NOT_GIVEN, Body, Query, Headers, NotGiven, FileTypes
+from ..._types import Body, Omit, Query, Headers, NotGiven, FileTypes, omit, not_given
 from ..._utils import maybe_transform, async_maybe_transform
 from ..._compat import cached_property
 from ..._resource import SyncAPIResource, AsyncAPIResource
@@ -57,16 +57,16 @@ def create(
         self,
         *,
         file_id: str,
-        element_types: Optional[List[ElementType]] | NotGiven = NOT_GIVEN,
-        chunking_strategy: ChunkingStrategy | NotGiven = NOT_GIVEN,
-        return_format: ReturnFormat | NotGiven = NOT_GIVEN,
-        mode: Literal["fast", "high_quality"] | NotGiven = NOT_GIVEN,
+        element_types: Optional[List[ElementType]] | Omit = omit,
+        chunking_strategy: ChunkingStrategy | Omit = omit,
+        return_format: ReturnFormat | Omit = omit,
+        mode: Literal["fast", "high_quality"] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ParsingJob:
         """
         Start a parse job for the provided file.
@@ -121,7 +121,7 @@ def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ParsingJob:
         """
         Get detailed information about a specific parse job.
@@ -154,18 +154,18 @@ def retrieve(
     def list(
         self,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
-        statuses: Optional[List[ParsingJobStatus]] | NotGiven = NOT_GIVEN,
-        q: Optional[str] | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
+        statuses: Optional[List[ParsingJobStatus]] | Omit = omit,
+        q: Optional[str] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> SyncCursor[JobListResponse]:
         """List parsing jobs with pagination.
 
@@ -230,7 +230,7 @@ def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> JobDeleteResponse:
         """
         Delete a specific parse job.
@@ -269,7 +269,7 @@ def cancel(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ParsingJob:
         """
         Cancel a specific parse job.
@@ -481,16 +481,16 @@ async def create(
         self,
         *,
         file_id: str,
-        element_types: Optional[List[ElementType]] | NotGiven = NOT_GIVEN,
-        chunking_strategy: ChunkingStrategy | NotGiven = NOT_GIVEN,
-        return_format: ReturnFormat | NotGiven = NOT_GIVEN,
-        mode: Literal["fast", "high_quality"] | NotGiven = NOT_GIVEN,
+        element_types: Optional[List[ElementType]] | Omit = omit,
+        chunking_strategy: ChunkingStrategy | Omit = omit,
+        return_format: ReturnFormat | Omit = omit,
+        mode: Literal["fast", "high_quality"] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ParsingJob:
         """
         Start a parse job for the provided file.
@@ -545,7 +545,7 @@ async def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ParsingJob:
         """
         Get detailed information about a specific parse job.
@@ -578,18 +578,18 @@ async def retrieve(
     def list(
         self,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
-        statuses: Optional[List[ParsingJobStatus]] | NotGiven = NOT_GIVEN,
-        q: Optional[str] | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
+        statuses: Optional[List[ParsingJobStatus]] | Omit = omit,
+        q: Optional[str] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> AsyncPaginator[JobListResponse, AsyncCursor[JobListResponse]]:
         """List parsing jobs with pagination.
 
@@ -654,7 +654,7 @@ async def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> JobDeleteResponse:
         """
         Delete a specific parse job.
@@ -693,7 +693,7 @@ async def cancel(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> ParsingJob:
         """
         Cancel a specific parse job.
diff --git a/src/mixedbread/resources/vector_stores/files.py b/src/mixedbread/resources/vector_stores/files.py
index c1fcc105..1ff0c88f 100644
--- a/src/mixedbread/resources/vector_stores/files.py
+++ b/src/mixedbread/resources/vector_stores/files.py
@@ -8,7 +8,7 @@
 import httpx
 
 from ...lib import polling
-from ..._types import NOT_GIVEN, Body, Query, Headers, NotGiven, FileTypes, SequenceNotStr
+from ..._types import Body, Omit, Query, Headers, NotGiven, FileTypes, SequenceNotStr, omit, not_given
 from ..._utils import maybe_transform, async_maybe_transform
 from ..._compat import cached_property
 from ..._resource import SyncAPIResource, AsyncAPIResource
@@ -53,15 +53,15 @@ def create(
         self,
         vector_store_identifier: str,
         *,
-        metadata: object | NotGiven = NOT_GIVEN,
-        experimental: file_create_params.Experimental | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
+        experimental: file_create_params.Experimental | Omit = omit,
         file_id: str,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreFile:
         """
         Add an already uploaded file to a vector store.
@@ -113,13 +113,13 @@ def retrieve(
         file_id: str,
         *,
         vector_store_identifier: str,
-        return_chunks: bool | NotGiven = NOT_GIVEN,
+        return_chunks: bool | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreFile:
         """
         Get details of a specific file in a vector store.
@@ -166,18 +166,18 @@ def list(
         self,
         vector_store_identifier: str,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
-        statuses: Optional[List[VectorStoreFileStatus]] | NotGiven = NOT_GIVEN,
-        metadata_filter: Optional[file_list_params.MetadataFilter] | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
+        statuses: Optional[List[VectorStoreFileStatus]] | Omit = omit,
+        metadata_filter: Optional[file_list_params.MetadataFilter] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileListResponse:
         """
         List files indexed in a vector store with pagination and metadata filter.
@@ -245,7 +245,7 @@ def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileDeleteResponse:
         """
         Delete a file from a vector store.
@@ -287,16 +287,16 @@ def search(
         *,
         query: str,
         vector_store_identifiers: SequenceNotStr[str],
-        top_k: int | NotGiven = NOT_GIVEN,
-        filters: Optional[file_search_params.Filters] | NotGiven = NOT_GIVEN,
-        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | NotGiven = NOT_GIVEN,
-        search_options: file_search_params.SearchOptions | NotGiven = NOT_GIVEN,
+        top_k: int | Omit = omit,
+        filters: Optional[file_search_params.Filters] | Omit = omit,
+        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | Omit = omit,
+        search_options: file_search_params.SearchOptions | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileSearchResponse:
         """
         Perform semantic search across complete vector store files.
@@ -487,15 +487,15 @@ async def create(
         self,
         vector_store_identifier: str,
         *,
-        metadata: object | NotGiven = NOT_GIVEN,
-        experimental: file_create_params.Experimental | NotGiven = NOT_GIVEN,
+        metadata: object | Omit = omit,
+        experimental: file_create_params.Experimental | Omit = omit,
         file_id: str,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreFile:
         """
         Add an already uploaded file to a vector store.
@@ -547,13 +547,13 @@ async def retrieve(
         file_id: str,
         *,
         vector_store_identifier: str,
-        return_chunks: bool | NotGiven = NOT_GIVEN,
+        return_chunks: bool | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreFile:
         """
         Get details of a specific file in a vector store.
@@ -602,18 +602,18 @@ async def list(
         self,
         vector_store_identifier: str,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
-        statuses: Optional[List[VectorStoreFileStatus]] | NotGiven = NOT_GIVEN,
-        metadata_filter: Optional[file_list_params.MetadataFilter] | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
+        statuses: Optional[List[VectorStoreFileStatus]] | Omit = omit,
+        metadata_filter: Optional[file_list_params.MetadataFilter] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileListResponse:
         """
         List files indexed in a vector store with pagination and metadata filter.
@@ -681,7 +681,7 @@ async def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileDeleteResponse:
         """
         Delete a file from a vector store.
@@ -723,16 +723,16 @@ async def search(
         *,
         query: str,
         vector_store_identifiers: SequenceNotStr[str],
-        top_k: int | NotGiven = NOT_GIVEN,
-        filters: Optional[file_search_params.Filters] | NotGiven = NOT_GIVEN,
-        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | NotGiven = NOT_GIVEN,
-        search_options: file_search_params.SearchOptions | NotGiven = NOT_GIVEN,
+        top_k: int | Omit = omit,
+        filters: Optional[file_search_params.Filters] | Omit = omit,
+        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | Omit = omit,
+        search_options: file_search_params.SearchOptions | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileSearchResponse:
         """
         Perform semantic search across complete vector store files.
diff --git a/src/mixedbread/resources/vector_stores/vector_stores.py b/src/mixedbread/resources/vector_stores/vector_stores.py
index 0dd32b0f..75d11b1c 100644
--- a/src/mixedbread/resources/vector_stores/vector_stores.py
+++ b/src/mixedbread/resources/vector_stores/vector_stores.py
@@ -21,7 +21,7 @@
     vector_store_update_params,
     vector_store_question_answering_params,
 )
-from ..._types import NOT_GIVEN, Body, Query, Headers, NotGiven, SequenceNotStr
+from ..._types import Body, Omit, Query, Headers, NotGiven, SequenceNotStr, omit, not_given
 from ..._utils import maybe_transform, async_maybe_transform
 from ..._compat import cached_property
 from ..._resource import SyncAPIResource, AsyncAPIResource
@@ -70,18 +70,18 @@ def with_streaming_response(self) -> VectorStoresResourceWithStreamingResponse:
     def create(
         self,
         *,
-        name: Optional[str] | NotGiven = NOT_GIVEN,
-        description: Optional[str] | NotGiven = NOT_GIVEN,
-        is_public: bool | NotGiven = NOT_GIVEN,
-        expires_after: Optional[ExpiresAfterParam] | NotGiven = NOT_GIVEN,
-        metadata: object | NotGiven = NOT_GIVEN,
-        file_ids: Optional[SequenceNotStr[str]] | NotGiven = NOT_GIVEN,
+        name: Optional[str] | Omit = omit,
+        description: Optional[str] | Omit = omit,
+        is_public: bool | Omit = omit,
+        expires_after: Optional[ExpiresAfterParam] | Omit = omit,
+        metadata: object | Omit = omit,
+        file_ids: Optional[SequenceNotStr[str]] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
         Create a new vector store.
@@ -140,7 +140,7 @@ def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
         Get a vector store by ID or name.
@@ -176,17 +176,17 @@ def update(
         self,
         vector_store_identifier: str,
         *,
-        name: Optional[str] | NotGiven = NOT_GIVEN,
-        description: Optional[str] | NotGiven = NOT_GIVEN,
-        is_public: Optional[bool] | NotGiven = NOT_GIVEN,
-        expires_after: Optional[ExpiresAfterParam] | NotGiven = NOT_GIVEN,
-        metadata: object | NotGiven = NOT_GIVEN,
+        name: Optional[str] | Omit = omit,
+        description: Optional[str] | Omit = omit,
+        is_public: Optional[bool] | Omit = omit,
+        expires_after: Optional[ExpiresAfterParam] | Omit = omit,
+        metadata: object | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
         Update a vector store by ID or name.
@@ -243,17 +243,17 @@ def update(
     def list(
         self,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
-        q: Optional[str] | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
+        q: Optional[str] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> SyncCursor[VectorStore]:
         """
         List all vector stores with optional search.
@@ -315,7 +315,7 @@ def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreDeleteResponse:
         """
         Delete a vector store by ID or name.
@@ -350,20 +350,20 @@ def delete(
     def question_answering(
         self,
         *,
-        query: str | NotGiven = NOT_GIVEN,
+        query: str | Omit = omit,
         vector_store_identifiers: SequenceNotStr[str],
-        top_k: int | NotGiven = NOT_GIVEN,
-        filters: Optional[vector_store_question_answering_params.Filters] | NotGiven = NOT_GIVEN,
-        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | NotGiven = NOT_GIVEN,
-        search_options: VectorStoreChunkSearchOptionsParam | NotGiven = NOT_GIVEN,
-        stream: bool | NotGiven = NOT_GIVEN,
-        qa_options: vector_store_question_answering_params.QaOptions | NotGiven = NOT_GIVEN,
+        top_k: int | Omit = omit,
+        filters: Optional[vector_store_question_answering_params.Filters] | Omit = omit,
+        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | Omit = omit,
+        search_options: VectorStoreChunkSearchOptionsParam | Omit = omit,
+        stream: bool | Omit = omit,
+        qa_options: vector_store_question_answering_params.QaOptions | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreQuestionAnsweringResponse:
         """Question answering
 
@@ -421,16 +421,16 @@ def search(
         *,
         query: str,
         vector_store_identifiers: SequenceNotStr[str],
-        top_k: int | NotGiven = NOT_GIVEN,
-        filters: Optional[vector_store_search_params.Filters] | NotGiven = NOT_GIVEN,
-        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | NotGiven = NOT_GIVEN,
-        search_options: VectorStoreChunkSearchOptionsParam | NotGiven = NOT_GIVEN,
+        top_k: int | Omit = omit,
+        filters: Optional[vector_store_search_params.Filters] | Omit = omit,
+        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | Omit = omit,
+        search_options: VectorStoreChunkSearchOptionsParam | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreSearchResponse:
         """
         Perform semantic search across vector store chunks.
@@ -519,18 +519,18 @@ def with_streaming_response(self) -> AsyncVectorStoresResourceWithStreamingRespo
     async def create(
         self,
         *,
-        name: Optional[str] | NotGiven = NOT_GIVEN,
-        description: Optional[str] | NotGiven = NOT_GIVEN,
-        is_public: bool | NotGiven = NOT_GIVEN,
-        expires_after: Optional[ExpiresAfterParam] | NotGiven = NOT_GIVEN,
-        metadata: object | NotGiven = NOT_GIVEN,
-        file_ids: Optional[SequenceNotStr[str]] | NotGiven = NOT_GIVEN,
+        name: Optional[str] | Omit = omit,
+        description: Optional[str] | Omit = omit,
+        is_public: bool | Omit = omit,
+        expires_after: Optional[ExpiresAfterParam] | Omit = omit,
+        metadata: object | Omit = omit,
+        file_ids: Optional[SequenceNotStr[str]] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
         Create a new vector store.
@@ -589,7 +589,7 @@ async def retrieve(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
         Get a vector store by ID or name.
@@ -625,17 +625,17 @@ async def update(
         self,
         vector_store_identifier: str,
         *,
-        name: Optional[str] | NotGiven = NOT_GIVEN,
-        description: Optional[str] | NotGiven = NOT_GIVEN,
-        is_public: Optional[bool] | NotGiven = NOT_GIVEN,
-        expires_after: Optional[ExpiresAfterParam] | NotGiven = NOT_GIVEN,
-        metadata: object | NotGiven = NOT_GIVEN,
+        name: Optional[str] | Omit = omit,
+        description: Optional[str] | Omit = omit,
+        is_public: Optional[bool] | Omit = omit,
+        expires_after: Optional[ExpiresAfterParam] | Omit = omit,
+        metadata: object | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
         Update a vector store by ID or name.
@@ -692,17 +692,17 @@ async def update(
     def list(
         self,
         *,
-        limit: int | NotGiven = NOT_GIVEN,
-        after: Optional[str] | NotGiven = NOT_GIVEN,
-        before: Optional[str] | NotGiven = NOT_GIVEN,
-        include_total: bool | NotGiven = NOT_GIVEN,
-        q: Optional[str] | NotGiven = NOT_GIVEN,
+        limit: int | Omit = omit,
+        after: Optional[str] | Omit = omit,
+        before: Optional[str] | Omit = omit,
+        include_total: bool | Omit = omit,
+        q: Optional[str] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> AsyncPaginator[VectorStore, AsyncCursor[VectorStore]]:
         """
         List all vector stores with optional search.
@@ -764,7 +764,7 @@ async def delete(
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreDeleteResponse:
         """
         Delete a vector store by ID or name.
@@ -799,20 +799,20 @@ async def delete(
     async def question_answering(
         self,
         *,
-        query: str | NotGiven = NOT_GIVEN,
+        query: str | Omit = omit,
         vector_store_identifiers: SequenceNotStr[str],
-        top_k: int | NotGiven = NOT_GIVEN,
-        filters: Optional[vector_store_question_answering_params.Filters] | NotGiven = NOT_GIVEN,
-        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | NotGiven = NOT_GIVEN,
-        search_options: VectorStoreChunkSearchOptionsParam | NotGiven = NOT_GIVEN,
-        stream: bool | NotGiven = NOT_GIVEN,
-        qa_options: vector_store_question_answering_params.QaOptions | NotGiven = NOT_GIVEN,
+        top_k: int | Omit = omit,
+        filters: Optional[vector_store_question_answering_params.Filters] | Omit = omit,
+        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | Omit = omit,
+        search_options: VectorStoreChunkSearchOptionsParam | Omit = omit,
+        stream: bool | Omit = omit,
+        qa_options: vector_store_question_answering_params.QaOptions | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreQuestionAnsweringResponse:
         """Question answering
 
@@ -870,16 +870,16 @@ async def search(
         *,
         query: str,
         vector_store_identifiers: SequenceNotStr[str],
-        top_k: int | NotGiven = NOT_GIVEN,
-        filters: Optional[vector_store_search_params.Filters] | NotGiven = NOT_GIVEN,
-        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | NotGiven = NOT_GIVEN,
-        search_options: VectorStoreChunkSearchOptionsParam | NotGiven = NOT_GIVEN,
+        top_k: int | Omit = omit,
+        filters: Optional[vector_store_search_params.Filters] | Omit = omit,
+        file_ids: Union[Iterable[object], SequenceNotStr[str], None] | Omit = omit,
+        search_options: VectorStoreChunkSearchOptionsParam | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
         extra_headers: Headers | None = None,
         extra_query: Query | None = None,
         extra_body: Body | None = None,
-        timeout: float | httpx.Timeout | None | NotGiven = NOT_GIVEN,
+        timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreSearchResponse:
         """
         Perform semantic search across vector store chunks.
diff --git a/tests/test_transform.py b/tests/test_transform.py
index 0bad8ee8..1337f4f6 100644
--- a/tests/test_transform.py
+++ b/tests/test_transform.py
@@ -8,7 +8,7 @@
 
 import pytest
 
-from mixedbread._types import NOT_GIVEN, Base64FileInput
+from mixedbread._types import Base64FileInput, omit, not_given
 from mixedbread._utils import (
     PropertyInfo,
     transform as _transform,
@@ -450,4 +450,11 @@ async def test_transform_skipping(use_async: bool) -> None:
 @pytest.mark.asyncio
 async def test_strips_notgiven(use_async: bool) -> None:
     assert await transform({"foo_bar": "bar"}, Foo1, use_async) == {"fooBar": "bar"}
-    assert await transform({"foo_bar": NOT_GIVEN}, Foo1, use_async) == {}
+    assert await transform({"foo_bar": not_given}, Foo1, use_async) == {}
+
+
+@parametrize
+@pytest.mark.asyncio
+async def test_strips_omit(use_async: bool) -> None:
+    assert await transform({"foo_bar": "bar"}, Foo1, use_async) == {"fooBar": "bar"}
+    assert await transform({"foo_bar": omit}, Foo1, use_async) == {}

From 3dab10eca037653e15743682f304859d491202aa Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Sat, 20 Sep 2025 03:46:19 +0000
Subject: [PATCH 04/15] chore: do not install brew dependencies in
 ./scripts/bootstrap by default

---
 scripts/bootstrap | 14 +++++++++++---
 1 file changed, 11 insertions(+), 3 deletions(-)

diff --git a/scripts/bootstrap b/scripts/bootstrap
index e84fe62c..b430fee3 100755
--- a/scripts/bootstrap
+++ b/scripts/bootstrap
@@ -4,10 +4,18 @@ set -e
 
 cd "$(dirname "$0")/.."
 
-if ! command -v rye >/dev/null 2>&1 && [ -f "Brewfile" ] && [ "$(uname -s)" = "Darwin" ]; then
+if [ -f "Brewfile" ] && [ "$(uname -s)" = "Darwin" ] && [ "$SKIP_BREW" != "1" ] && [ -t 0 ]; then
   brew bundle check >/dev/null 2>&1 || {
-    echo "==> Installing Homebrew dependencies…"
-    brew bundle
+    echo -n "==> Install Homebrew dependencies? (y/N): "
+    read -r response
+    case "$response" in
+      [yY][eE][sS]|[yY])
+        brew bundle
+        ;;
+      *)
+        ;;
+    esac
+    echo
   }
 fi
 

From 3edbd387ef7fa62afc255a80b9ac0a385f2cef29 Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Tue, 23 Sep 2025 03:11:00 +0000
Subject: [PATCH 05/15] chore(internal): improve examples

---
 tests/api_resources/test_vector_stores.py     | 132 ++++++++++++++++--
 .../api_resources/vector_stores/test_files.py | 132 ++++++++++++++++--
 2 files changed, 240 insertions(+), 24 deletions(-)

diff --git a/tests/api_resources/test_vector_stores.py b/tests/api_resources/test_vector_stores.py
index fa109005..6157396e 100644
--- a/tests/api_resources/test_vector_stores.py
+++ b/tests/api_resources/test_vector_stores.py
@@ -248,9 +248,36 @@ def test_method_question_answering_with_all_params(self, client: Mixedbread) ->
             vector_store_identifiers=["string"],
             top_k=1,
             filters={
-                "all": [],
-                "any": [],
-                "none": [],
+                "all": [
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                ],
+                "any": [
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
+                "none": [
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
             },
             file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
             search_options={
@@ -307,9 +334,36 @@ def test_method_search_with_all_params(self, client: Mixedbread) -> None:
             vector_store_identifiers=["string"],
             top_k=1,
             filters={
-                "all": [],
-                "any": [],
-                "none": [],
+                "all": [
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                ],
+                "any": [
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
+                "none": [
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
             },
             file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
             search_options={
@@ -579,9 +633,36 @@ async def test_method_question_answering_with_all_params(self, async_client: Asy
             vector_store_identifiers=["string"],
             top_k=1,
             filters={
-                "all": [],
-                "any": [],
-                "none": [],
+                "all": [
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                ],
+                "any": [
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
+                "none": [
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
             },
             file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
             search_options={
@@ -638,9 +719,36 @@ async def test_method_search_with_all_params(self, async_client: AsyncMixedbread
             vector_store_identifiers=["string"],
             top_k=1,
             filters={
-                "all": [],
-                "any": [],
-                "none": [],
+                "all": [
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                ],
+                "any": [
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
+                "none": [
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
             },
             file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
             search_options={
diff --git a/tests/api_resources/vector_stores/test_files.py b/tests/api_resources/vector_stores/test_files.py
index 6d7726a2..24ccbdc7 100644
--- a/tests/api_resources/vector_stores/test_files.py
+++ b/tests/api_resources/vector_stores/test_files.py
@@ -155,9 +155,36 @@ def test_method_list_with_all_params(self, client: Mixedbread) -> None:
             include_total=False,
             statuses=["pending"],
             metadata_filter={
-                "all": [],
-                "any": [],
-                "none": [],
+                "all": [
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                ],
+                "any": [
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
+                "none": [
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
             },
         )
         assert_matches_type(FileListResponse, file, path=["response"])
@@ -260,9 +287,36 @@ def test_method_search_with_all_params(self, client: Mixedbread) -> None:
             vector_store_identifiers=["string"],
             top_k=1,
             filters={
-                "all": [],
-                "any": [],
-                "none": [],
+                "all": [
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                ],
+                "any": [
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
+                "none": [
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
             },
             file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
             search_options={
@@ -442,9 +496,36 @@ async def test_method_list_with_all_params(self, async_client: AsyncMixedbread)
             include_total=False,
             statuses=["pending"],
             metadata_filter={
-                "all": [],
-                "any": [],
-                "none": [],
+                "all": [
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                ],
+                "any": [
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
+                "none": [
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
             },
         )
         assert_matches_type(FileListResponse, file, path=["response"])
@@ -547,9 +628,36 @@ async def test_method_search_with_all_params(self, async_client: AsyncMixedbread
             vector_store_identifiers=["string"],
             top_k=1,
             filters={
-                "all": [],
-                "any": [],
-                "none": [],
+                "all": [
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                    {
+                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                    },
+                ],
+                "any": [
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
+                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
+                "none": [
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                    {
+                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                    },
+                ],
             },
             file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
             search_options={

From 7566937f6cc6e0d777294adb70963f06023d4358 Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Wed, 24 Sep 2025 04:03:41 +0000
Subject: [PATCH 06/15] chore(internal): use some smaller example values

---
 tests/api_resources/test_vector_stores.py     | 120 +++++++++++-------
 .../api_resources/vector_stores/test_files.py | 120 +++++++++++-------
 2 files changed, 144 insertions(+), 96 deletions(-)

diff --git a/tests/api_resources/test_vector_stores.py b/tests/api_resources/test_vector_stores.py
index 6157396e..61cbf6c2 100644
--- a/tests/api_resources/test_vector_stores.py
+++ b/tests/api_resources/test_vector_stores.py
@@ -250,32 +250,38 @@ def test_method_question_answering_with_all_params(self, client: Mixedbread) ->
             filters={
                 "all": [
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "any": [
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "none": [
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
             },
@@ -336,32 +342,38 @@ def test_method_search_with_all_params(self, client: Mixedbread) -> None:
             filters={
                 "all": [
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "any": [
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "none": [
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
             },
@@ -635,32 +647,38 @@ async def test_method_question_answering_with_all_params(self, async_client: Asy
             filters={
                 "all": [
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "any": [
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "none": [
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
             },
@@ -721,32 +739,38 @@ async def test_method_search_with_all_params(self, async_client: AsyncMixedbread
             filters={
                 "all": [
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "any": [
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "none": [
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
             },
diff --git a/tests/api_resources/vector_stores/test_files.py b/tests/api_resources/vector_stores/test_files.py
index 24ccbdc7..eb15c4b6 100644
--- a/tests/api_resources/vector_stores/test_files.py
+++ b/tests/api_resources/vector_stores/test_files.py
@@ -157,32 +157,38 @@ def test_method_list_with_all_params(self, client: Mixedbread) -> None:
             metadata_filter={
                 "all": [
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "any": [
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "none": [
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
             },
@@ -289,32 +295,38 @@ def test_method_search_with_all_params(self, client: Mixedbread) -> None:
             filters={
                 "all": [
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "any": [
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "none": [
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
             },
@@ -498,32 +510,38 @@ async def test_method_list_with_all_params(self, async_client: AsyncMixedbread)
             metadata_filter={
                 "all": [
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "any": [
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "none": [
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
             },
@@ -630,32 +648,38 @@ async def test_method_search_with_all_params(self, async_client: AsyncMixedbread
             filters={
                 "all": [
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "any": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"any": [{}, {}]}, {"any": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "any": [
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"none": [{}, {}]}, {"none": [{}, {}]}],
-                        "none": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
                 "none": [
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "price",
+                        "value": "100",
+                        "operator": "gt",
                     },
                     {
-                        "all": [{"any": [{}, {}]}, {"any": [{}, {}]}],
-                        "any": [{"all": [{}, {}]}, {"all": [{}, {}]}],
+                        "key": "color",
+                        "value": "red",
+                        "operator": "eq",
                     },
                 ],
             },

From cea83993a41231f4351dba325e798122660dabc3 Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Fri, 26 Sep 2025 10:27:57 +0000
Subject: [PATCH 07/15] feat(api): api update

---
 .stats.yml                                    |   4 +-
 .../resources/vector_stores/vector_stores.py  |  12 +-
 .../types/scored_audio_url_input_chunk.py     | 173 ++++-
 .../types/scored_image_url_input_chunk.py     | 173 ++++-
 .../types/scored_text_input_chunk.py          | 172 ++++-
 .../types/scored_video_url_input_chunk.py     | 173 ++++-
 .../types/vector_stores/vector_store_file.py  | 664 +++++++++++++++++-
 7 files changed, 1342 insertions(+), 29 deletions(-)

diff --git a/.stats.yml b/.stats.yml
index c9fd9032..e9cacf73 100644
--- a/.stats.yml
+++ b/.stats.yml
@@ -1,4 +1,4 @@
 configured_endpoints: 49
-openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-922df6375506208e6003aa26bdf065a8221e5a99aac6d654b9d2a76175339828.yml
-openapi_spec_hash: 19b698680ff92d3c5dc7e3f6c4ec12b1
+openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-6eceba7c701064aa752ff55cf7539a15258dea54c151fec7e56a20c72bc2920a.yml
+openapi_spec_hash: 46b9ea8cf4a72ab36be2f5d8fb45de54
 config_hash: fef0ea78daf11093ff503919baae5ec0
diff --git a/src/mixedbread/resources/vector_stores/vector_stores.py b/src/mixedbread/resources/vector_stores/vector_stores.py
index 75d11b1c..fdc8c15a 100644
--- a/src/mixedbread/resources/vector_stores/vector_stores.py
+++ b/src/mixedbread/resources/vector_stores/vector_stores.py
@@ -258,10 +258,10 @@ def list(
         """
         List all vector stores with optional search.
 
-        Args: pagination: The pagination options. q: Optional search query to filter
-        vector stores.
+        Args: options: The pagination options including limit, cursor, and optional
+        search query (q)
 
-        Returns: VectorStoreListResponse: The list of vector stores.
+        Returns: VectorStoreListResponse: The list of vector stores
 
         Args:
           limit: Maximum number of items to return per page (1-100)
@@ -707,10 +707,10 @@ def list(
         """
         List all vector stores with optional search.
 
-        Args: pagination: The pagination options. q: Optional search query to filter
-        vector stores.
+        Args: options: The pagination options including limit, cursor, and optional
+        search query (q)
 
-        Returns: VectorStoreListResponse: The list of vector stores.
+        Returns: VectorStoreListResponse: The list of vector stores
 
         Args:
           limit: Maximum number of items to return per page (1-100)
diff --git a/src/mixedbread/types/scored_audio_url_input_chunk.py b/src/mixedbread/types/scored_audio_url_input_chunk.py
index 59d6423f..8c59a3d1 100644
--- a/src/mixedbread/types/scored_audio_url_input_chunk.py
+++ b/src/mixedbread/types/scored_audio_url_input_chunk.py
@@ -1,11 +1,176 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import Dict, Optional
-from typing_extensions import Literal
+from typing import TYPE_CHECKING, Dict, List, Union, Optional
+from typing_extensions import Literal, Annotated, TypeAlias
 
+from pydantic import Field as FieldInfo
+
+from .._utils import PropertyInfo
 from .._models import BaseModel
 
-__all__ = ["ScoredAudioURLInputChunk", "AudioURL"]
+__all__ = [
+    "ScoredAudioURLInputChunk",
+    "GeneratedMetadata",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadata",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
+    "GeneratedMetadataTextChunkGeneratedMetadata",
+    "GeneratedMetadataPdfChunkGeneratedMetadata",
+    "GeneratedMetadataCodeChunkGeneratedMetadata",
+    "GeneratedMetadataAudioChunkGeneratedMetadata",
+    "AudioURL",
+]
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
+    level: int
+
+    text: str
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
+    level: int
+
+    text: str
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["markdown"]] = None
+
+    file_type: Optional[Literal["text/markdown"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    chunk_headings: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]] = None
+
+    heading_context: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]] = None
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["text"]] = None
+
+    file_type: Optional[Literal["text/plain"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["pdf"]] = None
+
+    file_type: Optional[Literal["application/pdf"]] = None
+
+    total_pages: int
+
+    total_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["code"]] = None
+
+    file_type: str
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["audio"]] = None
+
+    file_type: str
+
+    file_size: int
+
+    total_duration_seconds: float
+
+    sample_rate: int
+
+    channels: int
+
+    audio_format: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+GeneratedMetadata: TypeAlias = Annotated[
+    Union[
+        GeneratedMetadataMarkdownChunkGeneratedMetadata,
+        GeneratedMetadataTextChunkGeneratedMetadata,
+        GeneratedMetadataPdfChunkGeneratedMetadata,
+        GeneratedMetadataCodeChunkGeneratedMetadata,
+        GeneratedMetadataAudioChunkGeneratedMetadata,
+        None,
+    ],
+    PropertyInfo(discriminator="type"),
+]
 
 
 class AudioURL(BaseModel):
@@ -20,7 +185,7 @@ class ScoredAudioURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[Dict[str, object]] = None
+    generated_metadata: Optional[GeneratedMetadata] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
diff --git a/src/mixedbread/types/scored_image_url_input_chunk.py b/src/mixedbread/types/scored_image_url_input_chunk.py
index 9bd0deb2..f3cd2fe8 100644
--- a/src/mixedbread/types/scored_image_url_input_chunk.py
+++ b/src/mixedbread/types/scored_image_url_input_chunk.py
@@ -1,11 +1,176 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import Dict, Optional
-from typing_extensions import Literal
+from typing import TYPE_CHECKING, Dict, List, Union, Optional
+from typing_extensions import Literal, Annotated, TypeAlias
 
+from pydantic import Field as FieldInfo
+
+from .._utils import PropertyInfo
 from .._models import BaseModel
 
-__all__ = ["ScoredImageURLInputChunk", "ImageURL"]
+__all__ = [
+    "ScoredImageURLInputChunk",
+    "GeneratedMetadata",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadata",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
+    "GeneratedMetadataTextChunkGeneratedMetadata",
+    "GeneratedMetadataPdfChunkGeneratedMetadata",
+    "GeneratedMetadataCodeChunkGeneratedMetadata",
+    "GeneratedMetadataAudioChunkGeneratedMetadata",
+    "ImageURL",
+]
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
+    level: int
+
+    text: str
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
+    level: int
+
+    text: str
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["markdown"]] = None
+
+    file_type: Optional[Literal["text/markdown"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    chunk_headings: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]] = None
+
+    heading_context: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]] = None
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["text"]] = None
+
+    file_type: Optional[Literal["text/plain"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["pdf"]] = None
+
+    file_type: Optional[Literal["application/pdf"]] = None
+
+    total_pages: int
+
+    total_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["code"]] = None
+
+    file_type: str
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["audio"]] = None
+
+    file_type: str
+
+    file_size: int
+
+    total_duration_seconds: float
+
+    sample_rate: int
+
+    channels: int
+
+    audio_format: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+GeneratedMetadata: TypeAlias = Annotated[
+    Union[
+        GeneratedMetadataMarkdownChunkGeneratedMetadata,
+        GeneratedMetadataTextChunkGeneratedMetadata,
+        GeneratedMetadataPdfChunkGeneratedMetadata,
+        GeneratedMetadataCodeChunkGeneratedMetadata,
+        GeneratedMetadataAudioChunkGeneratedMetadata,
+        None,
+    ],
+    PropertyInfo(discriminator="type"),
+]
 
 
 class ImageURL(BaseModel):
@@ -23,7 +188,7 @@ class ScoredImageURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[Dict[str, object]] = None
+    generated_metadata: Optional[GeneratedMetadata] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
diff --git a/src/mixedbread/types/scored_text_input_chunk.py b/src/mixedbread/types/scored_text_input_chunk.py
index 35f20c06..b299e211 100644
--- a/src/mixedbread/types/scored_text_input_chunk.py
+++ b/src/mixedbread/types/scored_text_input_chunk.py
@@ -1,11 +1,175 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import Dict, Optional
-from typing_extensions import Literal
+from typing import TYPE_CHECKING, Dict, List, Union, Optional
+from typing_extensions import Literal, Annotated, TypeAlias
 
+from pydantic import Field as FieldInfo
+
+from .._utils import PropertyInfo
 from .._models import BaseModel
 
-__all__ = ["ScoredTextInputChunk"]
+__all__ = [
+    "ScoredTextInputChunk",
+    "GeneratedMetadata",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadata",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
+    "GeneratedMetadataTextChunkGeneratedMetadata",
+    "GeneratedMetadataPdfChunkGeneratedMetadata",
+    "GeneratedMetadataCodeChunkGeneratedMetadata",
+    "GeneratedMetadataAudioChunkGeneratedMetadata",
+]
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
+    level: int
+
+    text: str
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
+    level: int
+
+    text: str
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["markdown"]] = None
+
+    file_type: Optional[Literal["text/markdown"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    chunk_headings: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]] = None
+
+    heading_context: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]] = None
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["text"]] = None
+
+    file_type: Optional[Literal["text/plain"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["pdf"]] = None
+
+    file_type: Optional[Literal["application/pdf"]] = None
+
+    total_pages: int
+
+    total_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["code"]] = None
+
+    file_type: str
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["audio"]] = None
+
+    file_type: str
+
+    file_size: int
+
+    total_duration_seconds: float
+
+    sample_rate: int
+
+    channels: int
+
+    audio_format: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+GeneratedMetadata: TypeAlias = Annotated[
+    Union[
+        GeneratedMetadataMarkdownChunkGeneratedMetadata,
+        GeneratedMetadataTextChunkGeneratedMetadata,
+        GeneratedMetadataPdfChunkGeneratedMetadata,
+        GeneratedMetadataCodeChunkGeneratedMetadata,
+        GeneratedMetadataAudioChunkGeneratedMetadata,
+        None,
+    ],
+    PropertyInfo(discriminator="type"),
+]
 
 
 class ScoredTextInputChunk(BaseModel):
@@ -15,7 +179,7 @@ class ScoredTextInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[Dict[str, object]] = None
+    generated_metadata: Optional[GeneratedMetadata] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
diff --git a/src/mixedbread/types/scored_video_url_input_chunk.py b/src/mixedbread/types/scored_video_url_input_chunk.py
index 78d77359..a6b9b316 100644
--- a/src/mixedbread/types/scored_video_url_input_chunk.py
+++ b/src/mixedbread/types/scored_video_url_input_chunk.py
@@ -1,11 +1,176 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import Dict, Optional
-from typing_extensions import Literal
+from typing import TYPE_CHECKING, Dict, List, Union, Optional
+from typing_extensions import Literal, Annotated, TypeAlias
 
+from pydantic import Field as FieldInfo
+
+from .._utils import PropertyInfo
 from .._models import BaseModel
 
-__all__ = ["ScoredVideoURLInputChunk", "VideoURL"]
+__all__ = [
+    "ScoredVideoURLInputChunk",
+    "GeneratedMetadata",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadata",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
+    "GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
+    "GeneratedMetadataTextChunkGeneratedMetadata",
+    "GeneratedMetadataPdfChunkGeneratedMetadata",
+    "GeneratedMetadataCodeChunkGeneratedMetadata",
+    "GeneratedMetadataAudioChunkGeneratedMetadata",
+    "VideoURL",
+]
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
+    level: int
+
+    text: str
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
+    level: int
+
+    text: str
+
+
+class GeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["markdown"]] = None
+
+    file_type: Optional[Literal["text/markdown"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    chunk_headings: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]] = None
+
+    heading_context: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]] = None
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["text"]] = None
+
+    file_type: Optional[Literal["text/plain"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["pdf"]] = None
+
+    file_type: Optional[Literal["application/pdf"]] = None
+
+    total_pages: int
+
+    total_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["code"]] = None
+
+    file_type: str
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class GeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["audio"]] = None
+
+    file_type: str
+
+    file_size: int
+
+    total_duration_seconds: float
+
+    sample_rate: int
+
+    channels: int
+
+    audio_format: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+GeneratedMetadata: TypeAlias = Annotated[
+    Union[
+        GeneratedMetadataMarkdownChunkGeneratedMetadata,
+        GeneratedMetadataTextChunkGeneratedMetadata,
+        GeneratedMetadataPdfChunkGeneratedMetadata,
+        GeneratedMetadataCodeChunkGeneratedMetadata,
+        GeneratedMetadataAudioChunkGeneratedMetadata,
+        None,
+    ],
+    PropertyInfo(discriminator="type"),
+]
 
 
 class VideoURL(BaseModel):
@@ -20,7 +185,7 @@ class ScoredVideoURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[Dict[str, object]] = None
+    generated_metadata: Optional[GeneratedMetadata] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
diff --git a/src/mixedbread/types/vector_stores/vector_store_file.py b/src/mixedbread/types/vector_stores/vector_store_file.py
index e9c535d4..318fb208 100644
--- a/src/mixedbread/types/vector_stores/vector_store_file.py
+++ b/src/mixedbread/types/vector_stores/vector_store_file.py
@@ -1,9 +1,11 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import Dict, List, Union, Optional
+from typing import TYPE_CHECKING, Dict, List, Union, Optional
 from datetime import datetime
 from typing_extensions import Literal, Annotated, TypeAlias
 
+from pydantic import Field as FieldInfo
+
 from ..._utils import PropertyInfo
 from ..._models import BaseModel
 from .vector_store_file_status import VectorStoreFileStatus
@@ -12,15 +14,202 @@
     "VectorStoreFile",
     "Chunk",
     "ChunkTextInputChunk",
+    "ChunkTextInputChunkGeneratedMetadata",
+    "ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata",
+    "ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
+    "ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
+    "ChunkTextInputChunkGeneratedMetadataTextChunkGeneratedMetadata",
+    "ChunkTextInputChunkGeneratedMetadataPdfChunkGeneratedMetadata",
+    "ChunkTextInputChunkGeneratedMetadataCodeChunkGeneratedMetadata",
+    "ChunkTextInputChunkGeneratedMetadataAudioChunkGeneratedMetadata",
     "ChunkImageURLInputChunk",
+    "ChunkImageURLInputChunkGeneratedMetadata",
+    "ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata",
+    "ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
+    "ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
+    "ChunkImageURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata",
+    "ChunkImageURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata",
+    "ChunkImageURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata",
+    "ChunkImageURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata",
     "ChunkImageURLInputChunkImageURL",
     "ChunkAudioURLInputChunk",
+    "ChunkAudioURLInputChunkGeneratedMetadata",
+    "ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata",
+    "ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
+    "ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
+    "ChunkAudioURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata",
+    "ChunkAudioURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata",
+    "ChunkAudioURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata",
+    "ChunkAudioURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata",
     "ChunkAudioURLInputChunkAudioURL",
     "ChunkVideoURLInputChunk",
+    "ChunkVideoURLInputChunkGeneratedMetadata",
+    "ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata",
+    "ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
+    "ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
+    "ChunkVideoURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata",
+    "ChunkVideoURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata",
+    "ChunkVideoURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata",
+    "ChunkVideoURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata",
     "ChunkVideoURLInputChunkVideoURL",
 ]
 
 
+class ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
+    level: int
+
+    text: str
+
+
+class ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
+    level: int
+
+    text: str
+
+
+class ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["markdown"]] = None
+
+    file_type: Optional[Literal["text/markdown"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    chunk_headings: Optional[List[ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]] = (
+        None
+    )
+
+    heading_context: Optional[
+        List[ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]
+    ] = None
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkTextInputChunkGeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["text"]] = None
+
+    file_type: Optional[Literal["text/plain"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkTextInputChunkGeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["pdf"]] = None
+
+    file_type: Optional[Literal["application/pdf"]] = None
+
+    total_pages: int
+
+    total_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkTextInputChunkGeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["code"]] = None
+
+    file_type: str
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkTextInputChunkGeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["audio"]] = None
+
+    file_type: str
+
+    file_size: int
+
+    total_duration_seconds: float
+
+    sample_rate: int
+
+    channels: int
+
+    audio_format: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+ChunkTextInputChunkGeneratedMetadata: TypeAlias = Annotated[
+    Union[
+        ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata,
+        ChunkTextInputChunkGeneratedMetadataTextChunkGeneratedMetadata,
+        ChunkTextInputChunkGeneratedMetadataPdfChunkGeneratedMetadata,
+        ChunkTextInputChunkGeneratedMetadataCodeChunkGeneratedMetadata,
+        ChunkTextInputChunkGeneratedMetadataAudioChunkGeneratedMetadata,
+        None,
+    ],
+    PropertyInfo(discriminator="type"),
+]
+
+
 class ChunkTextInputChunk(BaseModel):
     chunk_index: int
     """position of the chunk in a file"""
@@ -28,7 +217,7 @@ class ChunkTextInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[Dict[str, object]] = None
+    generated_metadata: Optional[ChunkTextInputChunkGeneratedMetadata] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
@@ -44,6 +233,161 @@ class ChunkTextInputChunk(BaseModel):
     """Text content to process"""
 
 
+class ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
+    level: int
+
+    text: str
+
+
+class ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
+    level: int
+
+    text: str
+
+
+class ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["markdown"]] = None
+
+    file_type: Optional[Literal["text/markdown"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    chunk_headings: Optional[
+        List[ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]
+    ] = None
+
+    heading_context: Optional[
+        List[ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]
+    ] = None
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkImageURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["text"]] = None
+
+    file_type: Optional[Literal["text/plain"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkImageURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["pdf"]] = None
+
+    file_type: Optional[Literal["application/pdf"]] = None
+
+    total_pages: int
+
+    total_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkImageURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["code"]] = None
+
+    file_type: str
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkImageURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["audio"]] = None
+
+    file_type: str
+
+    file_size: int
+
+    total_duration_seconds: float
+
+    sample_rate: int
+
+    channels: int
+
+    audio_format: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+ChunkImageURLInputChunkGeneratedMetadata: TypeAlias = Annotated[
+    Union[
+        ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata,
+        ChunkImageURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata,
+        ChunkImageURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata,
+        ChunkImageURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata,
+        ChunkImageURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata,
+        None,
+    ],
+    PropertyInfo(discriminator="type"),
+]
+
+
 class ChunkImageURLInputChunkImageURL(BaseModel):
     url: str
     """The image URL. Can be either a URL or a Data URI."""
@@ -59,7 +403,7 @@ class ChunkImageURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[Dict[str, object]] = None
+    generated_metadata: Optional[ChunkImageURLInputChunkGeneratedMetadata] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
@@ -78,6 +422,161 @@ class ChunkImageURLInputChunk(BaseModel):
     """The image input specification."""
 
 
+class ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
+    level: int
+
+    text: str
+
+
+class ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
+    level: int
+
+    text: str
+
+
+class ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["markdown"]] = None
+
+    file_type: Optional[Literal["text/markdown"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    chunk_headings: Optional[
+        List[ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]
+    ] = None
+
+    heading_context: Optional[
+        List[ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]
+    ] = None
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkAudioURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["text"]] = None
+
+    file_type: Optional[Literal["text/plain"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkAudioURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["pdf"]] = None
+
+    file_type: Optional[Literal["application/pdf"]] = None
+
+    total_pages: int
+
+    total_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkAudioURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["code"]] = None
+
+    file_type: str
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkAudioURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["audio"]] = None
+
+    file_type: str
+
+    file_size: int
+
+    total_duration_seconds: float
+
+    sample_rate: int
+
+    channels: int
+
+    audio_format: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+ChunkAudioURLInputChunkGeneratedMetadata: TypeAlias = Annotated[
+    Union[
+        ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata,
+        ChunkAudioURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata,
+        ChunkAudioURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata,
+        ChunkAudioURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata,
+        ChunkAudioURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata,
+        None,
+    ],
+    PropertyInfo(discriminator="type"),
+]
+
+
 class ChunkAudioURLInputChunkAudioURL(BaseModel):
     url: str
     """The audio URL. Can be either a URL or a Data URI."""
@@ -90,7 +589,7 @@ class ChunkAudioURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[Dict[str, object]] = None
+    generated_metadata: Optional[ChunkAudioURLInputChunkGeneratedMetadata] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
@@ -112,6 +611,161 @@ class ChunkAudioURLInputChunk(BaseModel):
     """The sampling rate of the audio."""
 
 
+class ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
+    level: int
+
+    text: str
+
+
+class ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
+    level: int
+
+    text: str
+
+
+class ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["markdown"]] = None
+
+    file_type: Optional[Literal["text/markdown"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    chunk_headings: Optional[
+        List[ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]
+    ] = None
+
+    heading_context: Optional[
+        List[ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]
+    ] = None
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkVideoURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["text"]] = None
+
+    file_type: Optional[Literal["text/plain"]] = None
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkVideoURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["pdf"]] = None
+
+    file_type: Optional[Literal["application/pdf"]] = None
+
+    total_pages: int
+
+    total_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkVideoURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["code"]] = None
+
+    file_type: str
+
+    language: str
+
+    word_count: int
+
+    file_size: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+class ChunkVideoURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
+    type: Optional[Literal["audio"]] = None
+
+    file_type: str
+
+    file_size: int
+
+    total_duration_seconds: float
+
+    sample_rate: int
+
+    channels: int
+
+    audio_format: int
+
+    if TYPE_CHECKING:
+        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
+        # value to this field, so for compatibility we avoid doing it at runtime.
+        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
+
+        # Stub to indicate that arbitrary properties are accepted.
+        # To access properties that are not valid identifiers you can use `getattr`, e.g.
+        # `getattr(obj, '$type')`
+        def __getattr__(self, attr: str) -> object: ...
+    else:
+        __pydantic_extra__: Dict[str, object]
+
+
+ChunkVideoURLInputChunkGeneratedMetadata: TypeAlias = Annotated[
+    Union[
+        ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata,
+        ChunkVideoURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata,
+        ChunkVideoURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata,
+        ChunkVideoURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata,
+        ChunkVideoURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata,
+        None,
+    ],
+    PropertyInfo(discriminator="type"),
+]
+
+
 class ChunkVideoURLInputChunkVideoURL(BaseModel):
     url: str
     """The video URL. Can be either a URL or a Data URI."""
@@ -124,7 +778,7 @@ class ChunkVideoURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[Dict[str, object]] = None
+    generated_metadata: Optional[ChunkVideoURLInputChunkGeneratedMetadata] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None

From 91f4c77e0679065d375bb70b6f4618683aa7d77d Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Sun, 28 Sep 2025 11:27:56 +0000
Subject: [PATCH 08/15] feat(api): api update

---
 .stats.yml                                    |   4 +-
 .../resources/vector_stores/vector_stores.py  |  12 +-
 .../types/scored_audio_url_input_chunk.py     | 173 +----
 .../types/scored_image_url_input_chunk.py     | 173 +----
 .../types/scored_text_input_chunk.py          | 172 +----
 .../types/scored_video_url_input_chunk.py     | 173 +----
 .../types/vector_stores/vector_store_file.py  | 664 +-----------------
 7 files changed, 29 insertions(+), 1342 deletions(-)

diff --git a/.stats.yml b/.stats.yml
index e9cacf73..fb5eaf61 100644
--- a/.stats.yml
+++ b/.stats.yml
@@ -1,4 +1,4 @@
 configured_endpoints: 49
-openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-6eceba7c701064aa752ff55cf7539a15258dea54c151fec7e56a20c72bc2920a.yml
-openapi_spec_hash: 46b9ea8cf4a72ab36be2f5d8fb45de54
+openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-7e1c9e69f48d60426e9495fa864cacb60b1df2462a89dd0dc6f8faa29b85537d.yml
+openapi_spec_hash: c6ac1b5e4ee5db8723cc223695d296f5
 config_hash: fef0ea78daf11093ff503919baae5ec0
diff --git a/src/mixedbread/resources/vector_stores/vector_stores.py b/src/mixedbread/resources/vector_stores/vector_stores.py
index fdc8c15a..75d11b1c 100644
--- a/src/mixedbread/resources/vector_stores/vector_stores.py
+++ b/src/mixedbread/resources/vector_stores/vector_stores.py
@@ -258,10 +258,10 @@ def list(
         """
         List all vector stores with optional search.
 
-        Args: options: The pagination options including limit, cursor, and optional
-        search query (q)
+        Args: pagination: The pagination options. q: Optional search query to filter
+        vector stores.
 
-        Returns: VectorStoreListResponse: The list of vector stores
+        Returns: VectorStoreListResponse: The list of vector stores.
 
         Args:
           limit: Maximum number of items to return per page (1-100)
@@ -707,10 +707,10 @@ def list(
         """
         List all vector stores with optional search.
 
-        Args: options: The pagination options including limit, cursor, and optional
-        search query (q)
+        Args: pagination: The pagination options. q: Optional search query to filter
+        vector stores.
 
-        Returns: VectorStoreListResponse: The list of vector stores
+        Returns: VectorStoreListResponse: The list of vector stores.
 
         Args:
           limit: Maximum number of items to return per page (1-100)
diff --git a/src/mixedbread/types/scored_audio_url_input_chunk.py b/src/mixedbread/types/scored_audio_url_input_chunk.py
index 8c59a3d1..59d6423f 100644
--- a/src/mixedbread/types/scored_audio_url_input_chunk.py
+++ b/src/mixedbread/types/scored_audio_url_input_chunk.py
@@ -1,176 +1,11 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import TYPE_CHECKING, Dict, List, Union, Optional
-from typing_extensions import Literal, Annotated, TypeAlias
+from typing import Dict, Optional
+from typing_extensions import Literal
 
-from pydantic import Field as FieldInfo
-
-from .._utils import PropertyInfo
 from .._models import BaseModel
 
-__all__ = [
-    "ScoredAudioURLInputChunk",
-    "GeneratedMetadata",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadata",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
-    "GeneratedMetadataTextChunkGeneratedMetadata",
-    "GeneratedMetadataPdfChunkGeneratedMetadata",
-    "GeneratedMetadataCodeChunkGeneratedMetadata",
-    "GeneratedMetadataAudioChunkGeneratedMetadata",
-    "AudioURL",
-]
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
-    level: int
-
-    text: str
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
-    level: int
-
-    text: str
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["markdown"]] = None
-
-    file_type: Optional[Literal["text/markdown"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    chunk_headings: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]] = None
-
-    heading_context: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]] = None
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["text"]] = None
-
-    file_type: Optional[Literal["text/plain"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["pdf"]] = None
-
-    file_type: Optional[Literal["application/pdf"]] = None
-
-    total_pages: int
-
-    total_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["code"]] = None
-
-    file_type: str
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["audio"]] = None
-
-    file_type: str
-
-    file_size: int
-
-    total_duration_seconds: float
-
-    sample_rate: int
-
-    channels: int
-
-    audio_format: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-GeneratedMetadata: TypeAlias = Annotated[
-    Union[
-        GeneratedMetadataMarkdownChunkGeneratedMetadata,
-        GeneratedMetadataTextChunkGeneratedMetadata,
-        GeneratedMetadataPdfChunkGeneratedMetadata,
-        GeneratedMetadataCodeChunkGeneratedMetadata,
-        GeneratedMetadataAudioChunkGeneratedMetadata,
-        None,
-    ],
-    PropertyInfo(discriminator="type"),
-]
+__all__ = ["ScoredAudioURLInputChunk", "AudioURL"]
 
 
 class AudioURL(BaseModel):
@@ -185,7 +20,7 @@ class ScoredAudioURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[GeneratedMetadata] = None
+    generated_metadata: Optional[Dict[str, object]] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
diff --git a/src/mixedbread/types/scored_image_url_input_chunk.py b/src/mixedbread/types/scored_image_url_input_chunk.py
index f3cd2fe8..9bd0deb2 100644
--- a/src/mixedbread/types/scored_image_url_input_chunk.py
+++ b/src/mixedbread/types/scored_image_url_input_chunk.py
@@ -1,176 +1,11 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import TYPE_CHECKING, Dict, List, Union, Optional
-from typing_extensions import Literal, Annotated, TypeAlias
+from typing import Dict, Optional
+from typing_extensions import Literal
 
-from pydantic import Field as FieldInfo
-
-from .._utils import PropertyInfo
 from .._models import BaseModel
 
-__all__ = [
-    "ScoredImageURLInputChunk",
-    "GeneratedMetadata",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadata",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
-    "GeneratedMetadataTextChunkGeneratedMetadata",
-    "GeneratedMetadataPdfChunkGeneratedMetadata",
-    "GeneratedMetadataCodeChunkGeneratedMetadata",
-    "GeneratedMetadataAudioChunkGeneratedMetadata",
-    "ImageURL",
-]
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
-    level: int
-
-    text: str
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
-    level: int
-
-    text: str
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["markdown"]] = None
-
-    file_type: Optional[Literal["text/markdown"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    chunk_headings: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]] = None
-
-    heading_context: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]] = None
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["text"]] = None
-
-    file_type: Optional[Literal["text/plain"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["pdf"]] = None
-
-    file_type: Optional[Literal["application/pdf"]] = None
-
-    total_pages: int
-
-    total_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["code"]] = None
-
-    file_type: str
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["audio"]] = None
-
-    file_type: str
-
-    file_size: int
-
-    total_duration_seconds: float
-
-    sample_rate: int
-
-    channels: int
-
-    audio_format: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-GeneratedMetadata: TypeAlias = Annotated[
-    Union[
-        GeneratedMetadataMarkdownChunkGeneratedMetadata,
-        GeneratedMetadataTextChunkGeneratedMetadata,
-        GeneratedMetadataPdfChunkGeneratedMetadata,
-        GeneratedMetadataCodeChunkGeneratedMetadata,
-        GeneratedMetadataAudioChunkGeneratedMetadata,
-        None,
-    ],
-    PropertyInfo(discriminator="type"),
-]
+__all__ = ["ScoredImageURLInputChunk", "ImageURL"]
 
 
 class ImageURL(BaseModel):
@@ -188,7 +23,7 @@ class ScoredImageURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[GeneratedMetadata] = None
+    generated_metadata: Optional[Dict[str, object]] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
diff --git a/src/mixedbread/types/scored_text_input_chunk.py b/src/mixedbread/types/scored_text_input_chunk.py
index b299e211..35f20c06 100644
--- a/src/mixedbread/types/scored_text_input_chunk.py
+++ b/src/mixedbread/types/scored_text_input_chunk.py
@@ -1,175 +1,11 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import TYPE_CHECKING, Dict, List, Union, Optional
-from typing_extensions import Literal, Annotated, TypeAlias
+from typing import Dict, Optional
+from typing_extensions import Literal
 
-from pydantic import Field as FieldInfo
-
-from .._utils import PropertyInfo
 from .._models import BaseModel
 
-__all__ = [
-    "ScoredTextInputChunk",
-    "GeneratedMetadata",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadata",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
-    "GeneratedMetadataTextChunkGeneratedMetadata",
-    "GeneratedMetadataPdfChunkGeneratedMetadata",
-    "GeneratedMetadataCodeChunkGeneratedMetadata",
-    "GeneratedMetadataAudioChunkGeneratedMetadata",
-]
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
-    level: int
-
-    text: str
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
-    level: int
-
-    text: str
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["markdown"]] = None
-
-    file_type: Optional[Literal["text/markdown"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    chunk_headings: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]] = None
-
-    heading_context: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]] = None
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["text"]] = None
-
-    file_type: Optional[Literal["text/plain"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["pdf"]] = None
-
-    file_type: Optional[Literal["application/pdf"]] = None
-
-    total_pages: int
-
-    total_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["code"]] = None
-
-    file_type: str
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["audio"]] = None
-
-    file_type: str
-
-    file_size: int
-
-    total_duration_seconds: float
-
-    sample_rate: int
-
-    channels: int
-
-    audio_format: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-GeneratedMetadata: TypeAlias = Annotated[
-    Union[
-        GeneratedMetadataMarkdownChunkGeneratedMetadata,
-        GeneratedMetadataTextChunkGeneratedMetadata,
-        GeneratedMetadataPdfChunkGeneratedMetadata,
-        GeneratedMetadataCodeChunkGeneratedMetadata,
-        GeneratedMetadataAudioChunkGeneratedMetadata,
-        None,
-    ],
-    PropertyInfo(discriminator="type"),
-]
+__all__ = ["ScoredTextInputChunk"]
 
 
 class ScoredTextInputChunk(BaseModel):
@@ -179,7 +15,7 @@ class ScoredTextInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[GeneratedMetadata] = None
+    generated_metadata: Optional[Dict[str, object]] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
diff --git a/src/mixedbread/types/scored_video_url_input_chunk.py b/src/mixedbread/types/scored_video_url_input_chunk.py
index a6b9b316..78d77359 100644
--- a/src/mixedbread/types/scored_video_url_input_chunk.py
+++ b/src/mixedbread/types/scored_video_url_input_chunk.py
@@ -1,176 +1,11 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import TYPE_CHECKING, Dict, List, Union, Optional
-from typing_extensions import Literal, Annotated, TypeAlias
+from typing import Dict, Optional
+from typing_extensions import Literal
 
-from pydantic import Field as FieldInfo
-
-from .._utils import PropertyInfo
 from .._models import BaseModel
 
-__all__ = [
-    "ScoredVideoURLInputChunk",
-    "GeneratedMetadata",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadata",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
-    "GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
-    "GeneratedMetadataTextChunkGeneratedMetadata",
-    "GeneratedMetadataPdfChunkGeneratedMetadata",
-    "GeneratedMetadataCodeChunkGeneratedMetadata",
-    "GeneratedMetadataAudioChunkGeneratedMetadata",
-    "VideoURL",
-]
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
-    level: int
-
-    text: str
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
-    level: int
-
-    text: str
-
-
-class GeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["markdown"]] = None
-
-    file_type: Optional[Literal["text/markdown"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    chunk_headings: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]] = None
-
-    heading_context: Optional[List[GeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]] = None
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["text"]] = None
-
-    file_type: Optional[Literal["text/plain"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["pdf"]] = None
-
-    file_type: Optional[Literal["application/pdf"]] = None
-
-    total_pages: int
-
-    total_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["code"]] = None
-
-    file_type: str
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class GeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["audio"]] = None
-
-    file_type: str
-
-    file_size: int
-
-    total_duration_seconds: float
-
-    sample_rate: int
-
-    channels: int
-
-    audio_format: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-GeneratedMetadata: TypeAlias = Annotated[
-    Union[
-        GeneratedMetadataMarkdownChunkGeneratedMetadata,
-        GeneratedMetadataTextChunkGeneratedMetadata,
-        GeneratedMetadataPdfChunkGeneratedMetadata,
-        GeneratedMetadataCodeChunkGeneratedMetadata,
-        GeneratedMetadataAudioChunkGeneratedMetadata,
-        None,
-    ],
-    PropertyInfo(discriminator="type"),
-]
+__all__ = ["ScoredVideoURLInputChunk", "VideoURL"]
 
 
 class VideoURL(BaseModel):
@@ -185,7 +20,7 @@ class ScoredVideoURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[GeneratedMetadata] = None
+    generated_metadata: Optional[Dict[str, object]] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
diff --git a/src/mixedbread/types/vector_stores/vector_store_file.py b/src/mixedbread/types/vector_stores/vector_store_file.py
index 318fb208..e9c535d4 100644
--- a/src/mixedbread/types/vector_stores/vector_store_file.py
+++ b/src/mixedbread/types/vector_stores/vector_store_file.py
@@ -1,11 +1,9 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import TYPE_CHECKING, Dict, List, Union, Optional
+from typing import Dict, List, Union, Optional
 from datetime import datetime
 from typing_extensions import Literal, Annotated, TypeAlias
 
-from pydantic import Field as FieldInfo
-
 from ..._utils import PropertyInfo
 from ..._models import BaseModel
 from .vector_store_file_status import VectorStoreFileStatus
@@ -14,202 +12,15 @@
     "VectorStoreFile",
     "Chunk",
     "ChunkTextInputChunk",
-    "ChunkTextInputChunkGeneratedMetadata",
-    "ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata",
-    "ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
-    "ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
-    "ChunkTextInputChunkGeneratedMetadataTextChunkGeneratedMetadata",
-    "ChunkTextInputChunkGeneratedMetadataPdfChunkGeneratedMetadata",
-    "ChunkTextInputChunkGeneratedMetadataCodeChunkGeneratedMetadata",
-    "ChunkTextInputChunkGeneratedMetadataAudioChunkGeneratedMetadata",
     "ChunkImageURLInputChunk",
-    "ChunkImageURLInputChunkGeneratedMetadata",
-    "ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata",
-    "ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
-    "ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
-    "ChunkImageURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata",
-    "ChunkImageURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata",
-    "ChunkImageURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata",
-    "ChunkImageURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata",
     "ChunkImageURLInputChunkImageURL",
     "ChunkAudioURLInputChunk",
-    "ChunkAudioURLInputChunkGeneratedMetadata",
-    "ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata",
-    "ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
-    "ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
-    "ChunkAudioURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata",
-    "ChunkAudioURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata",
-    "ChunkAudioURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata",
-    "ChunkAudioURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata",
     "ChunkAudioURLInputChunkAudioURL",
     "ChunkVideoURLInputChunk",
-    "ChunkVideoURLInputChunkGeneratedMetadata",
-    "ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata",
-    "ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading",
-    "ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext",
-    "ChunkVideoURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata",
-    "ChunkVideoURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata",
-    "ChunkVideoURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata",
-    "ChunkVideoURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata",
     "ChunkVideoURLInputChunkVideoURL",
 ]
 
 
-class ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
-    level: int
-
-    text: str
-
-
-class ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
-    level: int
-
-    text: str
-
-
-class ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["markdown"]] = None
-
-    file_type: Optional[Literal["text/markdown"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    chunk_headings: Optional[List[ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]] = (
-        None
-    )
-
-    heading_context: Optional[
-        List[ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]
-    ] = None
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkTextInputChunkGeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["text"]] = None
-
-    file_type: Optional[Literal["text/plain"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkTextInputChunkGeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["pdf"]] = None
-
-    file_type: Optional[Literal["application/pdf"]] = None
-
-    total_pages: int
-
-    total_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkTextInputChunkGeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["code"]] = None
-
-    file_type: str
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkTextInputChunkGeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["audio"]] = None
-
-    file_type: str
-
-    file_size: int
-
-    total_duration_seconds: float
-
-    sample_rate: int
-
-    channels: int
-
-    audio_format: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-ChunkTextInputChunkGeneratedMetadata: TypeAlias = Annotated[
-    Union[
-        ChunkTextInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata,
-        ChunkTextInputChunkGeneratedMetadataTextChunkGeneratedMetadata,
-        ChunkTextInputChunkGeneratedMetadataPdfChunkGeneratedMetadata,
-        ChunkTextInputChunkGeneratedMetadataCodeChunkGeneratedMetadata,
-        ChunkTextInputChunkGeneratedMetadataAudioChunkGeneratedMetadata,
-        None,
-    ],
-    PropertyInfo(discriminator="type"),
-]
-
-
 class ChunkTextInputChunk(BaseModel):
     chunk_index: int
     """position of the chunk in a file"""
@@ -217,7 +28,7 @@ class ChunkTextInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[ChunkTextInputChunkGeneratedMetadata] = None
+    generated_metadata: Optional[Dict[str, object]] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
@@ -233,161 +44,6 @@ class ChunkTextInputChunk(BaseModel):
     """Text content to process"""
 
 
-class ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
-    level: int
-
-    text: str
-
-
-class ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
-    level: int
-
-    text: str
-
-
-class ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["markdown"]] = None
-
-    file_type: Optional[Literal["text/markdown"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    chunk_headings: Optional[
-        List[ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]
-    ] = None
-
-    heading_context: Optional[
-        List[ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]
-    ] = None
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkImageURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["text"]] = None
-
-    file_type: Optional[Literal["text/plain"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkImageURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["pdf"]] = None
-
-    file_type: Optional[Literal["application/pdf"]] = None
-
-    total_pages: int
-
-    total_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkImageURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["code"]] = None
-
-    file_type: str
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkImageURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["audio"]] = None
-
-    file_type: str
-
-    file_size: int
-
-    total_duration_seconds: float
-
-    sample_rate: int
-
-    channels: int
-
-    audio_format: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-ChunkImageURLInputChunkGeneratedMetadata: TypeAlias = Annotated[
-    Union[
-        ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata,
-        ChunkImageURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata,
-        ChunkImageURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata,
-        ChunkImageURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata,
-        ChunkImageURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata,
-        None,
-    ],
-    PropertyInfo(discriminator="type"),
-]
-
-
 class ChunkImageURLInputChunkImageURL(BaseModel):
     url: str
     """The image URL. Can be either a URL or a Data URI."""
@@ -403,7 +59,7 @@ class ChunkImageURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[ChunkImageURLInputChunkGeneratedMetadata] = None
+    generated_metadata: Optional[Dict[str, object]] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
@@ -422,161 +78,6 @@ class ChunkImageURLInputChunk(BaseModel):
     """The image input specification."""
 
 
-class ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
-    level: int
-
-    text: str
-
-
-class ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
-    level: int
-
-    text: str
-
-
-class ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["markdown"]] = None
-
-    file_type: Optional[Literal["text/markdown"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    chunk_headings: Optional[
-        List[ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]
-    ] = None
-
-    heading_context: Optional[
-        List[ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]
-    ] = None
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkAudioURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["text"]] = None
-
-    file_type: Optional[Literal["text/plain"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkAudioURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["pdf"]] = None
-
-    file_type: Optional[Literal["application/pdf"]] = None
-
-    total_pages: int
-
-    total_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkAudioURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["code"]] = None
-
-    file_type: str
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkAudioURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["audio"]] = None
-
-    file_type: str
-
-    file_size: int
-
-    total_duration_seconds: float
-
-    sample_rate: int
-
-    channels: int
-
-    audio_format: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-ChunkAudioURLInputChunkGeneratedMetadata: TypeAlias = Annotated[
-    Union[
-        ChunkAudioURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata,
-        ChunkAudioURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata,
-        ChunkAudioURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata,
-        ChunkAudioURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata,
-        ChunkAudioURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata,
-        None,
-    ],
-    PropertyInfo(discriminator="type"),
-]
-
-
 class ChunkAudioURLInputChunkAudioURL(BaseModel):
     url: str
     """The audio URL. Can be either a URL or a Data URI."""
@@ -589,7 +90,7 @@ class ChunkAudioURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[ChunkAudioURLInputChunkGeneratedMetadata] = None
+    generated_metadata: Optional[Dict[str, object]] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None
@@ -611,161 +112,6 @@ class ChunkAudioURLInputChunk(BaseModel):
     """The sampling rate of the audio."""
 
 
-class ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
-    level: int
-
-    text: str
-
-
-class ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext(BaseModel):
-    level: int
-
-    text: str
-
-
-class ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["markdown"]] = None
-
-    file_type: Optional[Literal["text/markdown"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    chunk_headings: Optional[
-        List[ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading]
-    ] = None
-
-    heading_context: Optional[
-        List[ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataHeadingContext]
-    ] = None
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkVideoURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["text"]] = None
-
-    file_type: Optional[Literal["text/plain"]] = None
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkVideoURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["pdf"]] = None
-
-    file_type: Optional[Literal["application/pdf"]] = None
-
-    total_pages: int
-
-    total_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkVideoURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["code"]] = None
-
-    file_type: str
-
-    language: str
-
-    word_count: int
-
-    file_size: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-class ChunkVideoURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata(BaseModel):
-    type: Optional[Literal["audio"]] = None
-
-    file_type: str
-
-    file_size: int
-
-    total_duration_seconds: float
-
-    sample_rate: int
-
-    channels: int
-
-    audio_format: int
-
-    if TYPE_CHECKING:
-        # Some versions of Pydantic <2.8.0 have a bug and don’t allow assigning a
-        # value to this field, so for compatibility we avoid doing it at runtime.
-        __pydantic_extra__: Dict[str, object] = FieldInfo(init=False)  # pyright: ignore[reportIncompatibleVariableOverride]
-
-        # Stub to indicate that arbitrary properties are accepted.
-        # To access properties that are not valid identifiers you can use `getattr`, e.g.
-        # `getattr(obj, '$type')`
-        def __getattr__(self, attr: str) -> object: ...
-    else:
-        __pydantic_extra__: Dict[str, object]
-
-
-ChunkVideoURLInputChunkGeneratedMetadata: TypeAlias = Annotated[
-    Union[
-        ChunkVideoURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadata,
-        ChunkVideoURLInputChunkGeneratedMetadataTextChunkGeneratedMetadata,
-        ChunkVideoURLInputChunkGeneratedMetadataPdfChunkGeneratedMetadata,
-        ChunkVideoURLInputChunkGeneratedMetadataCodeChunkGeneratedMetadata,
-        ChunkVideoURLInputChunkGeneratedMetadataAudioChunkGeneratedMetadata,
-        None,
-    ],
-    PropertyInfo(discriminator="type"),
-]
-
-
 class ChunkVideoURLInputChunkVideoURL(BaseModel):
     url: str
     """The video URL. Can be either a URL or a Data URI."""
@@ -778,7 +124,7 @@ class ChunkVideoURLInputChunk(BaseModel):
     mime_type: Optional[str] = None
     """mime type of the chunk"""
 
-    generated_metadata: Optional[ChunkVideoURLInputChunkGeneratedMetadata] = None
+    generated_metadata: Optional[Dict[str, object]] = None
     """metadata of the chunk"""
 
     model: Optional[str] = None

From 26ce1c1583f2eef287cdf5383398326d755428c4 Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Tue, 30 Sep 2025 17:28:03 +0000
Subject: [PATCH 09/15] feat(api): api update

---
 .stats.yml                                    |    4 +-
 api.md                                        |    4 -
 .../resources/data_sources/connectors.py      |   12 +-
 .../resources/vector_stores/files.py          |  235 ++--
 .../resources/vector_stores/vector_stores.py  |  313 +++--
 src/mixedbread/types/__init__.py              |    4 -
 .../data_sources/connector_create_params.py   |    4 +-
 .../data_sources/data_source_connector.py     |    4 +-
 src/mixedbread/types/expires_after.py         |    2 +-
 src/mixedbread/types/expires_after_param.py   |    2 +-
 .../types/scored_audio_url_input_chunk.py     |   57 -
 .../types/scored_image_url_input_chunk.py     |   57 -
 .../types/scored_text_input_chunk.py          |   46 -
 .../types/scored_video_url_input_chunk.py     |   54 -
 src/mixedbread/types/vector_store.py          |    2 +-
 .../types/vector_store_create_params.py       |    2 +-
 ...ector_store_question_answering_response.py |  210 +++-
 .../types/vector_store_search_response.py     |  208 +++-
 .../types/vector_store_update_params.py       |    4 +-
 .../types/vector_stores/file_list_params.py   |    5 +-
 .../vector_stores/scored_vector_store_file.py |  215 +++-
 .../types/vector_stores/vector_store_file.py  |    7 +-
 .../data_sources/test_connectors.py           |   20 +-
 tests/api_resources/test_vector_stores.py     | 1030 +++++++++--------
 .../api_resources/vector_stores/test_files.py |  980 ++++++++--------
 25 files changed, 1979 insertions(+), 1502 deletions(-)
 delete mode 100644 src/mixedbread/types/scored_audio_url_input_chunk.py
 delete mode 100644 src/mixedbread/types/scored_image_url_input_chunk.py
 delete mode 100644 src/mixedbread/types/scored_text_input_chunk.py
 delete mode 100644 src/mixedbread/types/scored_video_url_input_chunk.py

diff --git a/.stats.yml b/.stats.yml
index fb5eaf61..bc469a36 100644
--- a/.stats.yml
+++ b/.stats.yml
@@ -1,4 +1,4 @@
 configured_endpoints: 49
-openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-7e1c9e69f48d60426e9495fa864cacb60b1df2462a89dd0dc6f8faa29b85537d.yml
-openapi_spec_hash: c6ac1b5e4ee5db8723cc223695d296f5
+openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-badb544207d1a5cbf542ecf662d4d4f085dd7d402c367620eeda31c2949c2f79.yml
+openapi_spec_hash: 27c151b834d6c5a5dc72e8f10c861840
 config_hash: fef0ea78daf11093ff503919baae5ec0
diff --git a/api.md b/api.md
index 2a054ea2..1f6ce1dd 100644
--- a/api.md
+++ b/api.md
@@ -31,10 +31,6 @@ Types:
 ```python
 from mixedbread.types import (
     ExpiresAfter,
-    ScoredAudioURLInputChunk,
-    ScoredImageURLInputChunk,
-    ScoredTextInputChunk,
-    ScoredVideoURLInputChunk,
     VectorStore,
     VectorStoreChunkSearchOptions,
     VectorStoreDeleteResponse,
diff --git a/src/mixedbread/resources/data_sources/connectors.py b/src/mixedbread/resources/data_sources/connectors.py
index 9ab5bee1..bd913e76 100644
--- a/src/mixedbread/resources/data_sources/connectors.py
+++ b/src/mixedbread/resources/data_sources/connectors.py
@@ -49,7 +49,7 @@ def create(
         self,
         data_source_id: str,
         *,
-        vector_store_id: str,
+        store_id: str,
         name: str | Omit = omit,
         trigger_sync: bool | Omit = omit,
         metadata: object | Omit = omit,
@@ -72,7 +72,7 @@ def create(
         Args:
           data_source_id: The ID of the data source to create a connector for
 
-          vector_store_id: The ID of the vector store
+          store_id: The ID of the store
 
           name: The name of the connector
 
@@ -101,7 +101,7 @@ def create(
             f"/v1/data_sources/{data_source_id}/connectors",
             body=maybe_transform(
                 {
-                    "vector_store_id": vector_store_id,
+                    "store_id": store_id,
                     "name": name,
                     "trigger_sync": trigger_sync,
                     "metadata": metadata,
@@ -369,7 +369,7 @@ async def create(
         self,
         data_source_id: str,
         *,
-        vector_store_id: str,
+        store_id: str,
         name: str | Omit = omit,
         trigger_sync: bool | Omit = omit,
         metadata: object | Omit = omit,
@@ -392,7 +392,7 @@ async def create(
         Args:
           data_source_id: The ID of the data source to create a connector for
 
-          vector_store_id: The ID of the vector store
+          store_id: The ID of the store
 
           name: The name of the connector
 
@@ -421,7 +421,7 @@ async def create(
             f"/v1/data_sources/{data_source_id}/connectors",
             body=await async_maybe_transform(
                 {
-                    "vector_store_id": vector_store_id,
+                    "store_id": store_id,
                     "name": name,
                     "trigger_sync": trigger_sync,
                     "metadata": metadata,
diff --git a/src/mixedbread/resources/vector_stores/files.py b/src/mixedbread/resources/vector_stores/files.py
index 1ff0c88f..fc2cd73f 100644
--- a/src/mixedbread/resources/vector_stores/files.py
+++ b/src/mixedbread/resources/vector_stores/files.py
@@ -3,7 +3,9 @@
 from __future__ import annotations
 
 import functools
+import typing_extensions
 from typing import Any, List, Union, Iterable, Optional
+from typing_extensions import Literal
 
 import httpx
 
@@ -24,7 +26,6 @@
 from ...types.vector_stores.file_list_response import FileListResponse
 from ...types.vector_stores.file_delete_response import FileDeleteResponse
 from ...types.vector_stores.file_search_response import FileSearchResponse
-from ...types.vector_stores.vector_store_file_status import VectorStoreFileStatus
 
 __all__ = ["FilesResource", "AsyncFilesResource"]
 
@@ -49,6 +50,7 @@ def with_streaming_response(self) -> FilesResourceWithStreamingResponse:
         """
         return FilesResourceWithStreamingResponse(self)
 
+    @typing_extensions.deprecated("deprecated")
     def create(
         self,
         vector_store_identifier: str,
@@ -64,12 +66,7 @@ def create(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreFile:
         """
-        Add an already uploaded file to a vector store.
-
-        Args: vector_store_identifier: The ID or name of the vector store to add the
-        file to file: The file to add and index
-
-        Returns: VectorStoreFile: Details of the added and indexed file
+        DEPRECATED: Use POST /stores/{store_identifier}/files instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
@@ -108,6 +105,7 @@ def create(
             cast_to=VectorStoreFile,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def retrieve(
         self,
         file_id: str,
@@ -122,17 +120,12 @@ def retrieve(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreFile:
         """
-        Get details of a specific file in a vector store.
-
-        Args: vector_store_identifier: The ID or name of the vector store file_id: The
-        ID of the file
-
-        Returns: VectorStoreFile: Details of the vector store file
+        DEPRECATED: Use GET /stores/{store_identifier}/files/{file_id} instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
 
-          file_id: The ID of the file
+          file_id: The ID or name of the file
 
           return_chunks: Whether to return the chunks for the file
 
@@ -162,6 +155,7 @@ def retrieve(
             cast_to=VectorStoreFile,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def list(
         self,
         vector_store_identifier: str,
@@ -170,7 +164,7 @@ def list(
         after: Optional[str] | Omit = omit,
         before: Optional[str] | Omit = omit,
         include_total: bool | Omit = omit,
-        statuses: Optional[List[VectorStoreFileStatus]] | Omit = omit,
+        statuses: Optional[List[Literal["pending", "in_progress", "cancelled", "completed", "failed"]]] | Omit = omit,
         metadata_filter: Optional[file_list_params.MetadataFilter] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
@@ -180,12 +174,7 @@ def list(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileListResponse:
         """
-        List files indexed in a vector store with pagination and metadata filter.
-
-        Args: vector_store_identifier: The ID or name of the vector store pagination:
-        Pagination parameters and metadata filter
-
-        Returns: VectorStoreFileListResponse: Paginated list of vector store files
+        DEPRECATED: Use POST /stores/{store_identifier}/files/list instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
@@ -235,6 +224,7 @@ def list(
             cast_to=FileListResponse,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def delete(
         self,
         file_id: str,
@@ -248,17 +238,12 @@ def delete(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileDeleteResponse:
         """
-        Delete a file from a vector store.
-
-        Args: vector_store_identifier: The ID or name of the vector store file_id: The
-        ID of the file to delete
-
-        Returns: VectorStoreFileDeleted: The deleted file
+        DEPRECATED: Use DELETE /stores/{store_identifier}/files/{file_id} instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
 
-          file_id: The ID of the file to delete
+          file_id: The ID or name of the file to delete
 
           extra_headers: Send extra headers
 
@@ -282,6 +267,7 @@ def delete(
             cast_to=FileDeleteResponse,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def search(
         self,
         *,
@@ -299,22 +285,7 @@ def search(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileSearchResponse:
         """
-        Perform semantic search across complete vector store files.
-
-        This endpoint searches through vector store files using semantic similarity
-        matching. Unlike chunk search, it returns complete matching files rather than
-        individual chunks. Supports complex search queries with filters and returns
-        relevance-scored results.
-
-        Args: search_params: Search configuration including: - query text or
-        embeddings - metadata filters - pagination parameters - sorting preferences
-        \\__state: API state dependency \\__ctx: Service context dependency
-
-        Returns: VectorStoreSearchFileResponse containing: - List of matched files with
-        relevance scores - Pagination details including total result count
-
-        Raises: HTTPException (400): If search parameters are invalid HTTPException
-        (404): If no vector stores are found to search
+        DEPRECATED: Use POST /stores/{store_identifier}/files/search instead
 
         Args:
           query: Search query text
@@ -483,6 +454,7 @@ def with_streaming_response(self) -> AsyncFilesResourceWithStreamingResponse:
         """
         return AsyncFilesResourceWithStreamingResponse(self)
 
+    @typing_extensions.deprecated("deprecated")
     async def create(
         self,
         vector_store_identifier: str,
@@ -498,12 +470,7 @@ async def create(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreFile:
         """
-        Add an already uploaded file to a vector store.
-
-        Args: vector_store_identifier: The ID or name of the vector store to add the
-        file to file: The file to add and index
-
-        Returns: VectorStoreFile: Details of the added and indexed file
+        DEPRECATED: Use POST /stores/{store_identifier}/files instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
@@ -542,6 +509,7 @@ async def create(
             cast_to=VectorStoreFile,
         )
 
+    @typing_extensions.deprecated("deprecated")
     async def retrieve(
         self,
         file_id: str,
@@ -556,17 +524,12 @@ async def retrieve(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreFile:
         """
-        Get details of a specific file in a vector store.
-
-        Args: vector_store_identifier: The ID or name of the vector store file_id: The
-        ID of the file
-
-        Returns: VectorStoreFile: Details of the vector store file
+        DEPRECATED: Use GET /stores/{store_identifier}/files/{file_id} instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
 
-          file_id: The ID of the file
+          file_id: The ID or name of the file
 
           return_chunks: Whether to return the chunks for the file
 
@@ -598,6 +561,7 @@ async def retrieve(
             cast_to=VectorStoreFile,
         )
 
+    @typing_extensions.deprecated("deprecated")
     async def list(
         self,
         vector_store_identifier: str,
@@ -606,7 +570,7 @@ async def list(
         after: Optional[str] | Omit = omit,
         before: Optional[str] | Omit = omit,
         include_total: bool | Omit = omit,
-        statuses: Optional[List[VectorStoreFileStatus]] | Omit = omit,
+        statuses: Optional[List[Literal["pending", "in_progress", "cancelled", "completed", "failed"]]] | Omit = omit,
         metadata_filter: Optional[file_list_params.MetadataFilter] | Omit = omit,
         # Use the following arguments if you need to pass additional parameters to the API that aren't available via kwargs.
         # The extra values given here take precedence over values defined on the client or passed to this method.
@@ -616,12 +580,7 @@ async def list(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileListResponse:
         """
-        List files indexed in a vector store with pagination and metadata filter.
-
-        Args: vector_store_identifier: The ID or name of the vector store pagination:
-        Pagination parameters and metadata filter
-
-        Returns: VectorStoreFileListResponse: Paginated list of vector store files
+        DEPRECATED: Use POST /stores/{store_identifier}/files/list instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
@@ -671,6 +630,7 @@ async def list(
             cast_to=FileListResponse,
         )
 
+    @typing_extensions.deprecated("deprecated")
     async def delete(
         self,
         file_id: str,
@@ -684,17 +644,12 @@ async def delete(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileDeleteResponse:
         """
-        Delete a file from a vector store.
-
-        Args: vector_store_identifier: The ID or name of the vector store file_id: The
-        ID of the file to delete
-
-        Returns: VectorStoreFileDeleted: The deleted file
+        DEPRECATED: Use DELETE /stores/{store_identifier}/files/{file_id} instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
 
-          file_id: The ID of the file to delete
+          file_id: The ID or name of the file to delete
 
           extra_headers: Send extra headers
 
@@ -718,6 +673,7 @@ async def delete(
             cast_to=FileDeleteResponse,
         )
 
+    @typing_extensions.deprecated("deprecated")
     async def search(
         self,
         *,
@@ -735,22 +691,7 @@ async def search(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> FileSearchResponse:
         """
-        Perform semantic search across complete vector store files.
-
-        This endpoint searches through vector store files using semantic similarity
-        matching. Unlike chunk search, it returns complete matching files rather than
-        individual chunks. Supports complex search queries with filters and returns
-        relevance-scored results.
-
-        Args: search_params: Search configuration including: - query text or
-        embeddings - metadata filters - pagination parameters - sorting preferences
-        \\__state: API state dependency \\__ctx: Service context dependency
-
-        Returns: VectorStoreSearchFileResponse containing: - List of matched files with
-        relevance scores - Pagination details including total result count
-
-        Raises: HTTPException (400): If search parameters are invalid HTTPException
-        (404): If no vector stores are found to search
+        DEPRECATED: Use POST /stores/{store_identifier}/files/search instead
 
         Args:
           query: Search query text
@@ -907,20 +848,30 @@ class FilesResourceWithRawResponse:
     def __init__(self, files: FilesResource) -> None:
         self._files = files
 
-        self.create = to_raw_response_wrapper(
-            files.create,
+        self.create = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                files.create,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.retrieve = to_raw_response_wrapper(
-            files.retrieve,
+        self.retrieve = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                files.retrieve,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.list = to_raw_response_wrapper(
-            files.list,
+        self.list = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                files.list,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.delete = to_raw_response_wrapper(
-            files.delete,
+        self.delete = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                files.delete,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.search = to_raw_response_wrapper(
-            files.search,
+        self.search = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                files.search,  # pyright: ignore[reportDeprecated],
+            )
         )
 
 
@@ -928,20 +879,30 @@ class AsyncFilesResourceWithRawResponse:
     def __init__(self, files: AsyncFilesResource) -> None:
         self._files = files
 
-        self.create = async_to_raw_response_wrapper(
-            files.create,
+        self.create = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                files.create,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.retrieve = async_to_raw_response_wrapper(
-            files.retrieve,
+        self.retrieve = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                files.retrieve,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.list = async_to_raw_response_wrapper(
-            files.list,
+        self.list = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                files.list,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.delete = async_to_raw_response_wrapper(
-            files.delete,
+        self.delete = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                files.delete,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.search = async_to_raw_response_wrapper(
-            files.search,
+        self.search = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                files.search,  # pyright: ignore[reportDeprecated],
+            )
         )
 
 
@@ -949,20 +910,30 @@ class FilesResourceWithStreamingResponse:
     def __init__(self, files: FilesResource) -> None:
         self._files = files
 
-        self.create = to_streamed_response_wrapper(
-            files.create,
+        self.create = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                files.create,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.retrieve = to_streamed_response_wrapper(
-            files.retrieve,
+        self.retrieve = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                files.retrieve,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.list = to_streamed_response_wrapper(
-            files.list,
+        self.list = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                files.list,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.delete = to_streamed_response_wrapper(
-            files.delete,
+        self.delete = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                files.delete,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.search = to_streamed_response_wrapper(
-            files.search,
+        self.search = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                files.search,  # pyright: ignore[reportDeprecated],
+            )
         )
 
 
@@ -970,18 +941,28 @@ class AsyncFilesResourceWithStreamingResponse:
     def __init__(self, files: AsyncFilesResource) -> None:
         self._files = files
 
-        self.create = async_to_streamed_response_wrapper(
-            files.create,
+        self.create = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                files.create,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.retrieve = async_to_streamed_response_wrapper(
-            files.retrieve,
+        self.retrieve = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                files.retrieve,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.list = async_to_streamed_response_wrapper(
-            files.list,
+        self.list = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                files.list,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.delete = async_to_streamed_response_wrapper(
-            files.delete,
+        self.delete = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                files.delete,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.search = async_to_streamed_response_wrapper(
-            files.search,
+        self.search = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                files.search,  # pyright: ignore[reportDeprecated],
+            )
         )
diff --git a/src/mixedbread/resources/vector_stores/vector_stores.py b/src/mixedbread/resources/vector_stores/vector_stores.py
index 75d11b1c..548ffe13 100644
--- a/src/mixedbread/resources/vector_stores/vector_stores.py
+++ b/src/mixedbread/resources/vector_stores/vector_stores.py
@@ -2,6 +2,7 @@
 
 from __future__ import annotations
 
+import typing_extensions
 from typing import Union, Iterable, Optional
 
 import httpx
@@ -67,6 +68,7 @@ def with_streaming_response(self) -> VectorStoresResourceWithStreamingResponse:
         """
         return VectorStoresResourceWithStreamingResponse(self)
 
+    @typing_extensions.deprecated("deprecated")
     def create(
         self,
         *,
@@ -84,12 +86,7 @@ def create(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
-        Create a new vector store.
-
-        Args: vector_store_create: VectorStoreCreate object containing the name,
-        description, and metadata.
-
-        Returns: VectorStore: The response containing the created vector store details.
+        DEPRECATED: Use POST /stores instead
 
         Args:
           name: Name for the new vector store
@@ -98,7 +95,7 @@ def create(
 
           is_public: Whether the vector store can be accessed by anyone with valid login credentials
 
-          expires_after: Represents an expiration policy for a vector store.
+          expires_after: Represents an expiration policy for a store.
 
           metadata: Optional metadata key-value pairs
 
@@ -131,6 +128,7 @@ def create(
             cast_to=VectorStore,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def retrieve(
         self,
         vector_store_identifier: str,
@@ -143,11 +141,7 @@ def retrieve(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
-        Get a vector store by ID or name.
-
-        Args: vector_store_identifier: The ID or name of the vector store to retrieve.
-
-        Returns: VectorStore: The response containing the vector store details.
+        DEPRECATED: Use GET /stores/{store_identifier} instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
@@ -172,6 +166,7 @@ def retrieve(
             cast_to=VectorStore,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def update(
         self,
         vector_store_identifier: str,
@@ -189,24 +184,18 @@ def update(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
-        Update a vector store by ID or name.
-
-        Args: vector_store_identifier: The ID or name of the vector store to update.
-        vector_store_update: VectorStoreCreate object containing the name, description,
-        and metadata.
-
-        Returns: VectorStore: The response containing the updated vector store details.
+        DEPRECATED: Use PUT /stores/{store_identifier} instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
 
-          name: New name for the vector store
+          name: New name for the store
 
           description: New description
 
           is_public: Whether the vector store can be accessed by anyone with valid login credentials
 
-          expires_after: Represents an expiration policy for a vector store.
+          expires_after: Represents an expiration policy for a store.
 
           metadata: Optional metadata key-value pairs
 
@@ -240,6 +229,7 @@ def update(
             cast_to=VectorStore,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def list(
         self,
         *,
@@ -256,12 +246,7 @@ def list(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> SyncCursor[VectorStore]:
         """
-        List all vector stores with optional search.
-
-        Args: pagination: The pagination options. q: Optional search query to filter
-        vector stores.
-
-        Returns: VectorStoreListResponse: The list of vector stores.
+        DEPRECATED: Use GET /stores instead
 
         Args:
           limit: Maximum number of items to return per page (1-100)
@@ -306,6 +291,7 @@ def list(
             model=VectorStore,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def delete(
         self,
         vector_store_identifier: str,
@@ -318,11 +304,7 @@ def delete(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreDeleteResponse:
         """
-        Delete a vector store by ID or name.
-
-        Args: vector_store_identifier: The ID or name of the vector store to delete.
-
-        Returns: VectorStore: The response containing the deleted vector store details.
+        DEPRECATED: Use DELETE /stores/{store_identifier} instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store to delete
@@ -347,6 +329,7 @@ def delete(
             cast_to=VectorStoreDeleteResponse,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def question_answering(
         self,
         *,
@@ -365,12 +348,11 @@ def question_answering(
         extra_body: Body | None = None,
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreQuestionAnsweringResponse:
-        """Question answering
+        """
+        DEPRECATED: Use POST /stores/question-answering instead
 
         Args:
-          query: Question to answer.
-
-        If not provided, the question will be extracted from the
+          query: Question to answer. If not provided, the question will be extracted from the
               passed messages.
 
           vector_store_identifiers: IDs or names of vector stores to search
@@ -416,6 +398,7 @@ def question_answering(
             cast_to=VectorStoreQuestionAnsweringResponse,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def search(
         self,
         *,
@@ -433,23 +416,7 @@ def search(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreSearchResponse:
         """
-        Perform semantic search across vector store chunks.
-
-        This endpoint searches through vector store chunks using semantic similarity
-        matching. It supports complex search queries with filters and returns
-        relevance-scored results.
-
-        Args: search_params: Search configuration including: - query text or
-        embeddings - vector_store_ids: List of vector stores to search - file_ids:
-        Optional list of file IDs to filter chunks by (or tuple of list and condition
-        operator) - metadata filters - pagination parameters - sorting preferences
-        \\__state: API state dependency \\__ctx: Service context dependency
-
-        Returns: VectorStoreSearchChunkResponse containing: - List of matched chunks
-        with relevance scores - Pagination details including total result count
-
-        Raises: HTTPException (400): If search parameters are invalid HTTPException
-        (404): If no vector stores are found to search
+        DEPRECATED: Use POST /stores/search instead
 
         Args:
           query: Search query text
@@ -516,6 +483,7 @@ def with_streaming_response(self) -> AsyncVectorStoresResourceWithStreamingRespo
         """
         return AsyncVectorStoresResourceWithStreamingResponse(self)
 
+    @typing_extensions.deprecated("deprecated")
     async def create(
         self,
         *,
@@ -533,12 +501,7 @@ async def create(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
-        Create a new vector store.
-
-        Args: vector_store_create: VectorStoreCreate object containing the name,
-        description, and metadata.
-
-        Returns: VectorStore: The response containing the created vector store details.
+        DEPRECATED: Use POST /stores instead
 
         Args:
           name: Name for the new vector store
@@ -547,7 +510,7 @@ async def create(
 
           is_public: Whether the vector store can be accessed by anyone with valid login credentials
 
-          expires_after: Represents an expiration policy for a vector store.
+          expires_after: Represents an expiration policy for a store.
 
           metadata: Optional metadata key-value pairs
 
@@ -580,6 +543,7 @@ async def create(
             cast_to=VectorStore,
         )
 
+    @typing_extensions.deprecated("deprecated")
     async def retrieve(
         self,
         vector_store_identifier: str,
@@ -592,11 +556,7 @@ async def retrieve(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
-        Get a vector store by ID or name.
-
-        Args: vector_store_identifier: The ID or name of the vector store to retrieve.
-
-        Returns: VectorStore: The response containing the vector store details.
+        DEPRECATED: Use GET /stores/{store_identifier} instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
@@ -621,6 +581,7 @@ async def retrieve(
             cast_to=VectorStore,
         )
 
+    @typing_extensions.deprecated("deprecated")
     async def update(
         self,
         vector_store_identifier: str,
@@ -638,24 +599,18 @@ async def update(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStore:
         """
-        Update a vector store by ID or name.
-
-        Args: vector_store_identifier: The ID or name of the vector store to update.
-        vector_store_update: VectorStoreCreate object containing the name, description,
-        and metadata.
-
-        Returns: VectorStore: The response containing the updated vector store details.
+        DEPRECATED: Use PUT /stores/{store_identifier} instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store
 
-          name: New name for the vector store
+          name: New name for the store
 
           description: New description
 
           is_public: Whether the vector store can be accessed by anyone with valid login credentials
 
-          expires_after: Represents an expiration policy for a vector store.
+          expires_after: Represents an expiration policy for a store.
 
           metadata: Optional metadata key-value pairs
 
@@ -689,6 +644,7 @@ async def update(
             cast_to=VectorStore,
         )
 
+    @typing_extensions.deprecated("deprecated")
     def list(
         self,
         *,
@@ -705,12 +661,7 @@ def list(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> AsyncPaginator[VectorStore, AsyncCursor[VectorStore]]:
         """
-        List all vector stores with optional search.
-
-        Args: pagination: The pagination options. q: Optional search query to filter
-        vector stores.
-
-        Returns: VectorStoreListResponse: The list of vector stores.
+        DEPRECATED: Use GET /stores instead
 
         Args:
           limit: Maximum number of items to return per page (1-100)
@@ -755,6 +706,7 @@ def list(
             model=VectorStore,
         )
 
+    @typing_extensions.deprecated("deprecated")
     async def delete(
         self,
         vector_store_identifier: str,
@@ -767,11 +719,7 @@ async def delete(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreDeleteResponse:
         """
-        Delete a vector store by ID or name.
-
-        Args: vector_store_identifier: The ID or name of the vector store to delete.
-
-        Returns: VectorStore: The response containing the deleted vector store details.
+        DEPRECATED: Use DELETE /stores/{store_identifier} instead
 
         Args:
           vector_store_identifier: The ID or name of the vector store to delete
@@ -796,6 +744,7 @@ async def delete(
             cast_to=VectorStoreDeleteResponse,
         )
 
+    @typing_extensions.deprecated("deprecated")
     async def question_answering(
         self,
         *,
@@ -814,12 +763,11 @@ async def question_answering(
         extra_body: Body | None = None,
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreQuestionAnsweringResponse:
-        """Question answering
+        """
+        DEPRECATED: Use POST /stores/question-answering instead
 
         Args:
-          query: Question to answer.
-
-        If not provided, the question will be extracted from the
+          query: Question to answer. If not provided, the question will be extracted from the
               passed messages.
 
           vector_store_identifiers: IDs or names of vector stores to search
@@ -865,6 +813,7 @@ async def question_answering(
             cast_to=VectorStoreQuestionAnsweringResponse,
         )
 
+    @typing_extensions.deprecated("deprecated")
     async def search(
         self,
         *,
@@ -882,23 +831,7 @@ async def search(
         timeout: float | httpx.Timeout | None | NotGiven = not_given,
     ) -> VectorStoreSearchResponse:
         """
-        Perform semantic search across vector store chunks.
-
-        This endpoint searches through vector store chunks using semantic similarity
-        matching. It supports complex search queries with filters and returns
-        relevance-scored results.
-
-        Args: search_params: Search configuration including: - query text or
-        embeddings - vector_store_ids: List of vector stores to search - file_ids:
-        Optional list of file IDs to filter chunks by (or tuple of list and condition
-        operator) - metadata filters - pagination parameters - sorting preferences
-        \\__state: API state dependency \\__ctx: Service context dependency
-
-        Returns: VectorStoreSearchChunkResponse containing: - List of matched chunks
-        with relevance scores - Pagination details including total result count
-
-        Raises: HTTPException (400): If search parameters are invalid HTTPException
-        (404): If no vector stores are found to search
+        DEPRECATED: Use POST /stores/search instead
 
         Args:
           query: Search query text
@@ -945,26 +878,40 @@ class VectorStoresResourceWithRawResponse:
     def __init__(self, vector_stores: VectorStoresResource) -> None:
         self._vector_stores = vector_stores
 
-        self.create = to_raw_response_wrapper(
-            vector_stores.create,
+        self.create = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                vector_stores.create,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.retrieve = to_raw_response_wrapper(
-            vector_stores.retrieve,
+        self.retrieve = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                vector_stores.retrieve,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.update = to_raw_response_wrapper(
-            vector_stores.update,
+        self.update = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                vector_stores.update,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.list = to_raw_response_wrapper(
-            vector_stores.list,
+        self.list = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                vector_stores.list,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.delete = to_raw_response_wrapper(
-            vector_stores.delete,
+        self.delete = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                vector_stores.delete,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.question_answering = to_raw_response_wrapper(
-            vector_stores.question_answering,
+        self.question_answering = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                vector_stores.question_answering,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.search = to_raw_response_wrapper(
-            vector_stores.search,
+        self.search = (  # pyright: ignore[reportDeprecated]
+            to_raw_response_wrapper(
+                vector_stores.search,  # pyright: ignore[reportDeprecated],
+            )
         )
 
     @cached_property
@@ -976,26 +923,40 @@ class AsyncVectorStoresResourceWithRawResponse:
     def __init__(self, vector_stores: AsyncVectorStoresResource) -> None:
         self._vector_stores = vector_stores
 
-        self.create = async_to_raw_response_wrapper(
-            vector_stores.create,
+        self.create = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                vector_stores.create,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.retrieve = async_to_raw_response_wrapper(
-            vector_stores.retrieve,
+        self.retrieve = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                vector_stores.retrieve,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.update = async_to_raw_response_wrapper(
-            vector_stores.update,
+        self.update = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                vector_stores.update,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.list = async_to_raw_response_wrapper(
-            vector_stores.list,
+        self.list = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                vector_stores.list,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.delete = async_to_raw_response_wrapper(
-            vector_stores.delete,
+        self.delete = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                vector_stores.delete,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.question_answering = async_to_raw_response_wrapper(
-            vector_stores.question_answering,
+        self.question_answering = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                vector_stores.question_answering,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.search = async_to_raw_response_wrapper(
-            vector_stores.search,
+        self.search = (  # pyright: ignore[reportDeprecated]
+            async_to_raw_response_wrapper(
+                vector_stores.search,  # pyright: ignore[reportDeprecated],
+            )
         )
 
     @cached_property
@@ -1007,26 +968,40 @@ class VectorStoresResourceWithStreamingResponse:
     def __init__(self, vector_stores: VectorStoresResource) -> None:
         self._vector_stores = vector_stores
 
-        self.create = to_streamed_response_wrapper(
-            vector_stores.create,
+        self.create = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                vector_stores.create,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.retrieve = to_streamed_response_wrapper(
-            vector_stores.retrieve,
+        self.retrieve = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                vector_stores.retrieve,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.update = to_streamed_response_wrapper(
-            vector_stores.update,
+        self.update = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                vector_stores.update,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.list = to_streamed_response_wrapper(
-            vector_stores.list,
+        self.list = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                vector_stores.list,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.delete = to_streamed_response_wrapper(
-            vector_stores.delete,
+        self.delete = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                vector_stores.delete,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.question_answering = to_streamed_response_wrapper(
-            vector_stores.question_answering,
+        self.question_answering = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                vector_stores.question_answering,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.search = to_streamed_response_wrapper(
-            vector_stores.search,
+        self.search = (  # pyright: ignore[reportDeprecated]
+            to_streamed_response_wrapper(
+                vector_stores.search,  # pyright: ignore[reportDeprecated],
+            )
         )
 
     @cached_property
@@ -1038,26 +1013,40 @@ class AsyncVectorStoresResourceWithStreamingResponse:
     def __init__(self, vector_stores: AsyncVectorStoresResource) -> None:
         self._vector_stores = vector_stores
 
-        self.create = async_to_streamed_response_wrapper(
-            vector_stores.create,
+        self.create = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                vector_stores.create,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.retrieve = async_to_streamed_response_wrapper(
-            vector_stores.retrieve,
+        self.retrieve = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                vector_stores.retrieve,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.update = async_to_streamed_response_wrapper(
-            vector_stores.update,
+        self.update = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                vector_stores.update,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.list = async_to_streamed_response_wrapper(
-            vector_stores.list,
+        self.list = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                vector_stores.list,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.delete = async_to_streamed_response_wrapper(
-            vector_stores.delete,
+        self.delete = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                vector_stores.delete,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.question_answering = async_to_streamed_response_wrapper(
-            vector_stores.question_answering,
+        self.question_answering = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                vector_stores.question_answering,  # pyright: ignore[reportDeprecated],
+            )
         )
-        self.search = async_to_streamed_response_wrapper(
-            vector_stores.search,
+        self.search = (  # pyright: ignore[reportDeprecated]
+            async_to_streamed_response_wrapper(
+                vector_stores.search,  # pyright: ignore[reportDeprecated],
+            )
         )
 
     @cached_property
diff --git a/src/mixedbread/types/__init__.py b/src/mixedbread/types/__init__.py
index 651a8004..87fe66f4 100644
--- a/src/mixedbread/types/__init__.py
+++ b/src/mixedbread/types/__init__.py
@@ -30,7 +30,6 @@
 from .api_key_delete_response import APIKeyDeleteResponse as APIKeyDeleteResponse
 from .data_source_list_params import DataSourceListParams as DataSourceListParams
 from .embedding_create_params import EmbeddingCreateParams as EmbeddingCreateParams
-from .scored_text_input_chunk import ScoredTextInputChunk as ScoredTextInputChunk
 from .linear_data_source_param import LinearDataSourceParam as LinearDataSourceParam
 from .multi_encoding_embedding import MultiEncodingEmbedding as MultiEncodingEmbedding
 from .notion_data_source_param import NotionDataSourceParam as NotionDataSourceParam
@@ -43,9 +42,6 @@
 from .vector_store_search_params import VectorStoreSearchParams as VectorStoreSearchParams
 from .vector_store_update_params import VectorStoreUpdateParams as VectorStoreUpdateParams
 from .data_source_delete_response import DataSourceDeleteResponse as DataSourceDeleteResponse
-from .scored_audio_url_input_chunk import ScoredAudioURLInputChunk as ScoredAudioURLInputChunk
-from .scored_image_url_input_chunk import ScoredImageURLInputChunk as ScoredImageURLInputChunk
-from .scored_video_url_input_chunk import ScoredVideoURLInputChunk as ScoredVideoURLInputChunk
 from .vector_store_delete_response import VectorStoreDeleteResponse as VectorStoreDeleteResponse
 from .vector_store_search_response import VectorStoreSearchResponse as VectorStoreSearchResponse
 from .vector_store_question_answering_params import (
diff --git a/src/mixedbread/types/data_sources/connector_create_params.py b/src/mixedbread/types/data_sources/connector_create_params.py
index 43c23c67..185c3894 100644
--- a/src/mixedbread/types/data_sources/connector_create_params.py
+++ b/src/mixedbread/types/data_sources/connector_create_params.py
@@ -9,8 +9,8 @@
 
 
 class ConnectorCreateParams(TypedDict, total=False):
-    vector_store_id: Required[str]
-    """The ID of the vector store"""
+    store_id: Required[str]
+    """The ID of the store"""
 
     name: str
     """The name of the connector"""
diff --git a/src/mixedbread/types/data_sources/data_source_connector.py b/src/mixedbread/types/data_sources/data_source_connector.py
index bda39237..7534233d 100644
--- a/src/mixedbread/types/data_sources/data_source_connector.py
+++ b/src/mixedbread/types/data_sources/data_source_connector.py
@@ -19,8 +19,8 @@ class DataSourceConnector(BaseModel):
     updated_at: datetime
     """The last update time of the connector"""
 
-    vector_store_id: str
-    """The ID of the vector store"""
+    store_id: str
+    """The ID of the store"""
 
     data_source_id: str
     """The ID of the data source"""
diff --git a/src/mixedbread/types/expires_after.py b/src/mixedbread/types/expires_after.py
index 8550ad0a..66126cb9 100644
--- a/src/mixedbread/types/expires_after.py
+++ b/src/mixedbread/types/expires_after.py
@@ -13,4 +13,4 @@ class ExpiresAfter(BaseModel):
     """Anchor date for the expiration policy"""
 
     days: Optional[int] = None
-    """Number of days after which the vector store expires"""
+    """Number of days after which the store expires"""
diff --git a/src/mixedbread/types/expires_after_param.py b/src/mixedbread/types/expires_after_param.py
index e7b4bee0..432f29d7 100644
--- a/src/mixedbread/types/expires_after_param.py
+++ b/src/mixedbread/types/expires_after_param.py
@@ -12,4 +12,4 @@ class ExpiresAfterParam(TypedDict, total=False):
     """Anchor date for the expiration policy"""
 
     days: int
-    """Number of days after which the vector store expires"""
+    """Number of days after which the store expires"""
diff --git a/src/mixedbread/types/scored_audio_url_input_chunk.py b/src/mixedbread/types/scored_audio_url_input_chunk.py
deleted file mode 100644
index 59d6423f..00000000
--- a/src/mixedbread/types/scored_audio_url_input_chunk.py
+++ /dev/null
@@ -1,57 +0,0 @@
-# File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
-
-from typing import Dict, Optional
-from typing_extensions import Literal
-
-from .._models import BaseModel
-
-__all__ = ["ScoredAudioURLInputChunk", "AudioURL"]
-
-
-class AudioURL(BaseModel):
-    url: str
-    """The audio URL. Can be either a URL or a Data URI."""
-
-
-class ScoredAudioURLInputChunk(BaseModel):
-    chunk_index: int
-    """position of the chunk in a file"""
-
-    mime_type: Optional[str] = None
-    """mime type of the chunk"""
-
-    generated_metadata: Optional[Dict[str, object]] = None
-    """metadata of the chunk"""
-
-    model: Optional[str] = None
-    """model used for this chunk"""
-
-    score: float
-    """score of the chunk"""
-
-    file_id: str
-    """file id"""
-
-    filename: str
-    """filename"""
-
-    vector_store_id: str
-    """vector store id"""
-
-    metadata: Optional[object] = None
-    """file metadata"""
-
-    type: Optional[Literal["audio_url"]] = None
-    """Input type identifier"""
-
-    transcription: Optional[str] = None
-    """speech recognition (sr) text of the audio"""
-
-    summary: Optional[str] = None
-    """summary of the audio"""
-
-    audio_url: AudioURL
-    """The audio input specification."""
-
-    sampling_rate: int
-    """The sampling rate of the audio."""
diff --git a/src/mixedbread/types/scored_image_url_input_chunk.py b/src/mixedbread/types/scored_image_url_input_chunk.py
deleted file mode 100644
index 9bd0deb2..00000000
--- a/src/mixedbread/types/scored_image_url_input_chunk.py
+++ /dev/null
@@ -1,57 +0,0 @@
-# File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
-
-from typing import Dict, Optional
-from typing_extensions import Literal
-
-from .._models import BaseModel
-
-__all__ = ["ScoredImageURLInputChunk", "ImageURL"]
-
-
-class ImageURL(BaseModel):
-    url: str
-    """The image URL. Can be either a URL or a Data URI."""
-
-    format: Optional[str] = None
-    """The image format/mimetype"""
-
-
-class ScoredImageURLInputChunk(BaseModel):
-    chunk_index: int
-    """position of the chunk in a file"""
-
-    mime_type: Optional[str] = None
-    """mime type of the chunk"""
-
-    generated_metadata: Optional[Dict[str, object]] = None
-    """metadata of the chunk"""
-
-    model: Optional[str] = None
-    """model used for this chunk"""
-
-    score: float
-    """score of the chunk"""
-
-    file_id: str
-    """file id"""
-
-    filename: str
-    """filename"""
-
-    vector_store_id: str
-    """vector store id"""
-
-    metadata: Optional[object] = None
-    """file metadata"""
-
-    type: Optional[Literal["image_url"]] = None
-    """Input type identifier"""
-
-    ocr_text: Optional[str] = None
-    """ocr text of the image"""
-
-    summary: Optional[str] = None
-    """summary of the image"""
-
-    image_url: ImageURL
-    """The image input specification."""
diff --git a/src/mixedbread/types/scored_text_input_chunk.py b/src/mixedbread/types/scored_text_input_chunk.py
deleted file mode 100644
index 35f20c06..00000000
--- a/src/mixedbread/types/scored_text_input_chunk.py
+++ /dev/null
@@ -1,46 +0,0 @@
-# File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
-
-from typing import Dict, Optional
-from typing_extensions import Literal
-
-from .._models import BaseModel
-
-__all__ = ["ScoredTextInputChunk"]
-
-
-class ScoredTextInputChunk(BaseModel):
-    chunk_index: int
-    """position of the chunk in a file"""
-
-    mime_type: Optional[str] = None
-    """mime type of the chunk"""
-
-    generated_metadata: Optional[Dict[str, object]] = None
-    """metadata of the chunk"""
-
-    model: Optional[str] = None
-    """model used for this chunk"""
-
-    score: float
-    """score of the chunk"""
-
-    file_id: str
-    """file id"""
-
-    filename: str
-    """filename"""
-
-    vector_store_id: str
-    """vector store id"""
-
-    metadata: Optional[object] = None
-    """file metadata"""
-
-    type: Optional[Literal["text"]] = None
-    """Input type identifier"""
-
-    offset: Optional[int] = None
-    """The offset of the text in the file relative to the start of the file."""
-
-    text: str
-    """Text content to process"""
diff --git a/src/mixedbread/types/scored_video_url_input_chunk.py b/src/mixedbread/types/scored_video_url_input_chunk.py
deleted file mode 100644
index 78d77359..00000000
--- a/src/mixedbread/types/scored_video_url_input_chunk.py
+++ /dev/null
@@ -1,54 +0,0 @@
-# File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
-
-from typing import Dict, Optional
-from typing_extensions import Literal
-
-from .._models import BaseModel
-
-__all__ = ["ScoredVideoURLInputChunk", "VideoURL"]
-
-
-class VideoURL(BaseModel):
-    url: str
-    """The video URL. Can be either a URL or a Data URI."""
-
-
-class ScoredVideoURLInputChunk(BaseModel):
-    chunk_index: int
-    """position of the chunk in a file"""
-
-    mime_type: Optional[str] = None
-    """mime type of the chunk"""
-
-    generated_metadata: Optional[Dict[str, object]] = None
-    """metadata of the chunk"""
-
-    model: Optional[str] = None
-    """model used for this chunk"""
-
-    score: float
-    """score of the chunk"""
-
-    file_id: str
-    """file id"""
-
-    filename: str
-    """filename"""
-
-    vector_store_id: str
-    """vector store id"""
-
-    metadata: Optional[object] = None
-    """file metadata"""
-
-    type: Optional[Literal["video_url"]] = None
-    """Input type identifier"""
-
-    transcription: Optional[str] = None
-    """speech recognition (sr) text of the video"""
-
-    summary: Optional[str] = None
-    """summary of the video"""
-
-    video_url: VideoURL
-    """The video input specification."""
diff --git a/src/mixedbread/types/vector_store.py b/src/mixedbread/types/vector_store.py
index 331c9913..cbdeeeb8 100644
--- a/src/mixedbread/types/vector_store.py
+++ b/src/mixedbread/types/vector_store.py
@@ -50,7 +50,7 @@ class VectorStore(BaseModel):
     """Counts of files in different states"""
 
     expires_after: Optional[ExpiresAfter] = None
-    """Represents an expiration policy for a vector store."""
+    """Represents an expiration policy for a store."""
 
     status: Optional[Literal["expired", "in_progress", "completed"]] = None
     """Processing status of the vector store"""
diff --git a/src/mixedbread/types/vector_store_create_params.py b/src/mixedbread/types/vector_store_create_params.py
index f22e2673..713342a5 100644
--- a/src/mixedbread/types/vector_store_create_params.py
+++ b/src/mixedbread/types/vector_store_create_params.py
@@ -22,7 +22,7 @@ class VectorStoreCreateParams(TypedDict, total=False):
     """Whether the vector store can be accessed by anyone with valid login credentials"""
 
     expires_after: Optional[ExpiresAfterParam]
-    """Represents an expiration policy for a vector store."""
+    """Represents an expiration policy for a store."""
 
     metadata: object
     """Optional metadata key-value pairs"""
diff --git a/src/mixedbread/types/vector_store_question_answering_response.py b/src/mixedbread/types/vector_store_question_answering_response.py
index 2a477a87..7b2961f2 100644
--- a/src/mixedbread/types/vector_store_question_answering_response.py
+++ b/src/mixedbread/types/vector_store_question_answering_response.py
@@ -1,19 +1,213 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import List, Union, Optional
-from typing_extensions import Annotated, TypeAlias
+from typing import Dict, List, Union, Optional
+from typing_extensions import Literal, Annotated, TypeAlias
 
 from .._utils import PropertyInfo
 from .._models import BaseModel
-from .scored_text_input_chunk import ScoredTextInputChunk
-from .scored_audio_url_input_chunk import ScoredAudioURLInputChunk
-from .scored_image_url_input_chunk import ScoredImageURLInputChunk
-from .scored_video_url_input_chunk import ScoredVideoURLInputChunk
 
-__all__ = ["VectorStoreQuestionAnsweringResponse", "Source"]
+__all__ = [
+    "VectorStoreQuestionAnsweringResponse",
+    "Source",
+    "SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredTextInputChunk",
+    "SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunk",
+    "SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunkImageURL",
+    "SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunk",
+    "SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunkAudioURL",
+    "SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunk",
+    "SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunkVideoURL",
+]
+
+
+class SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredTextInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["text"]] = None
+    """Input type identifier"""
+
+    offset: Optional[int] = None
+    """The offset of the text in the file relative to the start of the file."""
+
+    text: str
+    """Text content to process"""
+
+
+class SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunkImageURL(BaseModel):
+    url: str
+    """The image URL. Can be either a URL or a Data URI."""
+
+    format: Optional[str] = None
+    """The image format/mimetype"""
+
+
+class SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["image_url"]] = None
+    """Input type identifier"""
+
+    ocr_text: Optional[str] = None
+    """ocr text of the image"""
+
+    summary: Optional[str] = None
+    """summary of the image"""
+
+    image_url: SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunkImageURL
+    """The image input specification."""
+
+
+class SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunkAudioURL(BaseModel):
+    url: str
+    """The audio URL. Can be either a URL or a Data URI."""
+
+
+class SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["audio_url"]] = None
+    """Input type identifier"""
+
+    transcription: Optional[str] = None
+    """speech recognition (sr) text of the audio"""
+
+    summary: Optional[str] = None
+    """summary of the audio"""
+
+    audio_url: SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunkAudioURL
+    """The audio input specification."""
+
+    sampling_rate: int
+    """The sampling rate of the audio."""
+
+
+class SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunkVideoURL(BaseModel):
+    url: str
+    """The video URL. Can be either a URL or a Data URI."""
+
+
+class SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["video_url"]] = None
+    """Input type identifier"""
+
+    transcription: Optional[str] = None
+    """speech recognition (sr) text of the video"""
+
+    summary: Optional[str] = None
+    """summary of the video"""
+
+    video_url: SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunkVideoURL
+    """The video input specification."""
+
 
 Source: TypeAlias = Annotated[
-    Union[ScoredTextInputChunk, ScoredImageURLInputChunk, ScoredAudioURLInputChunk, ScoredVideoURLInputChunk],
+    Union[
+        SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredTextInputChunk,
+        SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunk,
+        SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunk,
+        SourceMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunk,
+    ],
     PropertyInfo(discriminator="type"),
 ]
 
diff --git a/src/mixedbread/types/vector_store_search_response.py b/src/mixedbread/types/vector_store_search_response.py
index 50143c9f..3d49be57 100644
--- a/src/mixedbread/types/vector_store_search_response.py
+++ b/src/mixedbread/types/vector_store_search_response.py
@@ -1,19 +1,213 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import List, Union, Optional
+from typing import Dict, List, Union, Optional
 from typing_extensions import Literal, Annotated, TypeAlias
 
 from .._utils import PropertyInfo
 from .._models import BaseModel
-from .scored_text_input_chunk import ScoredTextInputChunk
-from .scored_audio_url_input_chunk import ScoredAudioURLInputChunk
-from .scored_image_url_input_chunk import ScoredImageURLInputChunk
-from .scored_video_url_input_chunk import ScoredVideoURLInputChunk
 
-__all__ = ["VectorStoreSearchResponse", "Data"]
+__all__ = [
+    "VectorStoreSearchResponse",
+    "Data",
+    "DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredTextInputChunk",
+    "DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunk",
+    "DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunkImageURL",
+    "DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunk",
+    "DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunkAudioURL",
+    "DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunk",
+    "DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunkVideoURL",
+]
+
+
+class DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredTextInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["text"]] = None
+    """Input type identifier"""
+
+    offset: Optional[int] = None
+    """The offset of the text in the file relative to the start of the file."""
+
+    text: str
+    """Text content to process"""
+
+
+class DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunkImageURL(BaseModel):
+    url: str
+    """The image URL. Can be either a URL or a Data URI."""
+
+    format: Optional[str] = None
+    """The image format/mimetype"""
+
+
+class DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["image_url"]] = None
+    """Input type identifier"""
+
+    ocr_text: Optional[str] = None
+    """ocr text of the image"""
+
+    summary: Optional[str] = None
+    """summary of the image"""
+
+    image_url: DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunkImageURL
+    """The image input specification."""
+
+
+class DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunkAudioURL(BaseModel):
+    url: str
+    """The audio URL. Can be either a URL or a Data URI."""
+
+
+class DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["audio_url"]] = None
+    """Input type identifier"""
+
+    transcription: Optional[str] = None
+    """speech recognition (sr) text of the audio"""
+
+    summary: Optional[str] = None
+    """summary of the audio"""
+
+    audio_url: DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunkAudioURL
+    """The audio input specification."""
+
+    sampling_rate: int
+    """The sampling rate of the audio."""
+
+
+class DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunkVideoURL(BaseModel):
+    url: str
+    """The video URL. Can be either a URL or a Data URI."""
+
+
+class DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["video_url"]] = None
+    """Input type identifier"""
+
+    transcription: Optional[str] = None
+    """speech recognition (sr) text of the video"""
+
+    summary: Optional[str] = None
+    """summary of the video"""
+
+    video_url: DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunkVideoURL
+    """The video input specification."""
+
 
 Data: TypeAlias = Annotated[
-    Union[ScoredTextInputChunk, ScoredImageURLInputChunk, ScoredAudioURLInputChunk, ScoredVideoURLInputChunk],
+    Union[
+        DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredTextInputChunk,
+        DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunk,
+        DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunk,
+        DataMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunk,
+    ],
     PropertyInfo(discriminator="type"),
 ]
 
diff --git a/src/mixedbread/types/vector_store_update_params.py b/src/mixedbread/types/vector_store_update_params.py
index 7bf9e2ed..22545d43 100644
--- a/src/mixedbread/types/vector_store_update_params.py
+++ b/src/mixedbread/types/vector_store_update_params.py
@@ -12,7 +12,7 @@
 
 class VectorStoreUpdateParams(TypedDict, total=False):
     name: Optional[str]
-    """New name for the vector store"""
+    """New name for the store"""
 
     description: Optional[str]
     """New description"""
@@ -21,7 +21,7 @@ class VectorStoreUpdateParams(TypedDict, total=False):
     """Whether the vector store can be accessed by anyone with valid login credentials"""
 
     expires_after: Optional[ExpiresAfterParam]
-    """Represents an expiration policy for a vector store."""
+    """Represents an expiration policy for a store."""
 
     metadata: object
     """Optional metadata key-value pairs"""
diff --git a/src/mixedbread/types/vector_stores/file_list_params.py b/src/mixedbread/types/vector_stores/file_list_params.py
index a4ac03c8..9f89685c 100644
--- a/src/mixedbread/types/vector_stores/file_list_params.py
+++ b/src/mixedbread/types/vector_stores/file_list_params.py
@@ -3,9 +3,8 @@
 from __future__ import annotations
 
 from typing import List, Union, Iterable, Optional
-from typing_extensions import TypeAlias, TypedDict
+from typing_extensions import Literal, TypeAlias, TypedDict
 
-from .vector_store_file_status import VectorStoreFileStatus
 from ..shared_params.search_filter_condition import SearchFilterCondition
 
 __all__ = ["FileListParams", "MetadataFilter", "MetadataFilterUnionMember2"]
@@ -30,7 +29,7 @@ class FileListParams(TypedDict, total=False):
     include_total: bool
     """Whether to include total count in response (expensive operation)"""
 
-    statuses: Optional[List[VectorStoreFileStatus]]
+    statuses: Optional[List[Literal["pending", "in_progress", "cancelled", "completed", "failed"]]]
     """Status to filter by"""
 
     metadata_filter: Optional[MetadataFilter]
diff --git a/src/mixedbread/types/vector_stores/scored_vector_store_file.py b/src/mixedbread/types/vector_stores/scored_vector_store_file.py
index 12d8ddd0..247d7d39 100644
--- a/src/mixedbread/types/vector_stores/scored_vector_store_file.py
+++ b/src/mixedbread/types/vector_stores/scored_vector_store_file.py
@@ -1,21 +1,214 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
-from typing import List, Union, Optional
+from typing import Dict, List, Union, Optional
 from datetime import datetime
 from typing_extensions import Literal, Annotated, TypeAlias
 
 from ..._utils import PropertyInfo
 from ..._models import BaseModel
-from ..scored_text_input_chunk import ScoredTextInputChunk
-from .vector_store_file_status import VectorStoreFileStatus
-from ..scored_audio_url_input_chunk import ScoredAudioURLInputChunk
-from ..scored_image_url_input_chunk import ScoredImageURLInputChunk
-from ..scored_video_url_input_chunk import ScoredVideoURLInputChunk
 
-__all__ = ["ScoredVectorStoreFile", "Chunk"]
+__all__ = [
+    "ScoredVectorStoreFile",
+    "Chunk",
+    "ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredTextInputChunk",
+    "ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunk",
+    "ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunkImageURL",
+    "ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunk",
+    "ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunkAudioURL",
+    "ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunk",
+    "ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunkVideoURL",
+]
+
+
+class ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredTextInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["text"]] = None
+    """Input type identifier"""
+
+    offset: Optional[int] = None
+    """The offset of the text in the file relative to the start of the file."""
+
+    text: str
+    """Text content to process"""
+
+
+class ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunkImageURL(BaseModel):
+    url: str
+    """The image URL. Can be either a URL or a Data URI."""
+
+    format: Optional[str] = None
+    """The image format/mimetype"""
+
+
+class ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["image_url"]] = None
+    """Input type identifier"""
+
+    ocr_text: Optional[str] = None
+    """ocr text of the image"""
+
+    summary: Optional[str] = None
+    """summary of the image"""
+
+    image_url: ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunkImageURL
+    """The image input specification."""
+
+
+class ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunkAudioURL(BaseModel):
+    url: str
+    """The audio URL. Can be either a URL or a Data URI."""
+
+
+class ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["audio_url"]] = None
+    """Input type identifier"""
+
+    transcription: Optional[str] = None
+    """speech recognition (sr) text of the audio"""
+
+    summary: Optional[str] = None
+    """summary of the audio"""
+
+    audio_url: ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunkAudioURL
+    """The audio input specification."""
+
+    sampling_rate: int
+    """The sampling rate of the audio."""
+
+
+class ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunkVideoURL(BaseModel):
+    url: str
+    """The video URL. Can be either a URL or a Data URI."""
+
+
+class ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunk(BaseModel):
+    chunk_index: int
+    """position of the chunk in a file"""
+
+    mime_type: Optional[str] = None
+    """mime type of the chunk"""
+
+    generated_metadata: Optional[Dict[str, object]] = None
+    """metadata of the chunk"""
+
+    model: Optional[str] = None
+    """model used for this chunk"""
+
+    score: float
+    """score of the chunk"""
+
+    file_id: str
+    """file id"""
+
+    filename: str
+    """filename"""
+
+    vector_store_id: str
+    """store id"""
+
+    metadata: Optional[object] = None
+    """file metadata"""
+
+    type: Optional[Literal["video_url"]] = None
+    """Input type identifier"""
+
+    transcription: Optional[str] = None
+    """speech recognition (sr) text of the video"""
+
+    summary: Optional[str] = None
+    """summary of the video"""
+
+    video_url: ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunkVideoURL
+    """The video input specification."""
+
 
 Chunk: TypeAlias = Annotated[
-    Union[ScoredTextInputChunk, ScoredImageURLInputChunk, ScoredAudioURLInputChunk, ScoredVideoURLInputChunk],
+    Union[
+        ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredTextInputChunk,
+        ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredImageURLInputChunk,
+        ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredAudioURLInputChunk,
+        ChunkMxbaiOmniAPIRoutesV1DeprecatedVectorStoresModelsScoredVideoURLInputChunk,
+    ],
     PropertyInfo(discriminator="type"),
 ]
 
@@ -30,17 +223,17 @@ class ScoredVectorStoreFile(BaseModel):
     metadata: Optional[object] = None
     """Optional file metadata"""
 
-    status: Optional[VectorStoreFileStatus] = None
+    status: Optional[Literal["pending", "in_progress", "cancelled", "completed", "failed"]] = None
     """Processing status of the file"""
 
     last_error: Optional[object] = None
     """Last error message if processing failed"""
 
     vector_store_id: str
-    """ID of the containing vector store"""
+    """ID of the containing store"""
 
     created_at: datetime
-    """Timestamp of vector store file creation"""
+    """Timestamp of store file creation"""
 
     version: Optional[int] = None
     """Version number of the file"""
diff --git a/src/mixedbread/types/vector_stores/vector_store_file.py b/src/mixedbread/types/vector_stores/vector_store_file.py
index e9c535d4..89f64d8a 100644
--- a/src/mixedbread/types/vector_stores/vector_store_file.py
+++ b/src/mixedbread/types/vector_stores/vector_store_file.py
@@ -6,7 +6,6 @@
 
 from ..._utils import PropertyInfo
 from ..._models import BaseModel
-from .vector_store_file_status import VectorStoreFileStatus
 
 __all__ = [
     "VectorStoreFile",
@@ -159,17 +158,17 @@ class VectorStoreFile(BaseModel):
     metadata: Optional[object] = None
     """Optional file metadata"""
 
-    status: Optional[VectorStoreFileStatus] = None
+    status: Optional[Literal["pending", "in_progress", "cancelled", "completed", "failed"]] = None
     """Processing status of the file"""
 
     last_error: Optional[object] = None
     """Last error message if processing failed"""
 
     vector_store_id: str
-    """ID of the containing vector store"""
+    """ID of the containing store"""
 
     created_at: datetime
-    """Timestamp of vector store file creation"""
+    """Timestamp of store file creation"""
 
     version: Optional[int] = None
     """Version number of the file"""
diff --git a/tests/api_resources/data_sources/test_connectors.py b/tests/api_resources/data_sources/test_connectors.py
index 23c313d4..20d3847e 100644
--- a/tests/api_resources/data_sources/test_connectors.py
+++ b/tests/api_resources/data_sources/test_connectors.py
@@ -25,7 +25,7 @@ class TestConnectors:
     def test_method_create(self, client: Mixedbread) -> None:
         connector = client.data_sources.connectors.create(
             data_source_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_id="vector_store_id",
+            store_id="store_id",
         )
         assert_matches_type(DataSourceConnector, connector, path=["response"])
 
@@ -33,7 +33,7 @@ def test_method_create(self, client: Mixedbread) -> None:
     def test_method_create_with_all_params(self, client: Mixedbread) -> None:
         connector = client.data_sources.connectors.create(
             data_source_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_id="vector_store_id",
+            store_id="store_id",
             name="name",
             trigger_sync=True,
             metadata={},
@@ -45,7 +45,7 @@ def test_method_create_with_all_params(self, client: Mixedbread) -> None:
     def test_raw_response_create(self, client: Mixedbread) -> None:
         response = client.data_sources.connectors.with_raw_response.create(
             data_source_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_id="vector_store_id",
+            store_id="store_id",
         )
 
         assert response.is_closed is True
@@ -57,7 +57,7 @@ def test_raw_response_create(self, client: Mixedbread) -> None:
     def test_streaming_response_create(self, client: Mixedbread) -> None:
         with client.data_sources.connectors.with_streaming_response.create(
             data_source_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_id="vector_store_id",
+            store_id="store_id",
         ) as response:
             assert not response.is_closed
             assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -72,7 +72,7 @@ def test_path_params_create(self, client: Mixedbread) -> None:
         with pytest.raises(ValueError, match=r"Expected a non-empty value for `data_source_id` but received ''"):
             client.data_sources.connectors.with_raw_response.create(
                 data_source_id="",
-                vector_store_id="vector_store_id",
+                store_id="store_id",
             )
 
     @parametrize
@@ -290,7 +290,7 @@ class TestAsyncConnectors:
     async def test_method_create(self, async_client: AsyncMixedbread) -> None:
         connector = await async_client.data_sources.connectors.create(
             data_source_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_id="vector_store_id",
+            store_id="store_id",
         )
         assert_matches_type(DataSourceConnector, connector, path=["response"])
 
@@ -298,7 +298,7 @@ async def test_method_create(self, async_client: AsyncMixedbread) -> None:
     async def test_method_create_with_all_params(self, async_client: AsyncMixedbread) -> None:
         connector = await async_client.data_sources.connectors.create(
             data_source_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_id="vector_store_id",
+            store_id="store_id",
             name="name",
             trigger_sync=True,
             metadata={},
@@ -310,7 +310,7 @@ async def test_method_create_with_all_params(self, async_client: AsyncMixedbread
     async def test_raw_response_create(self, async_client: AsyncMixedbread) -> None:
         response = await async_client.data_sources.connectors.with_raw_response.create(
             data_source_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_id="vector_store_id",
+            store_id="store_id",
         )
 
         assert response.is_closed is True
@@ -322,7 +322,7 @@ async def test_raw_response_create(self, async_client: AsyncMixedbread) -> None:
     async def test_streaming_response_create(self, async_client: AsyncMixedbread) -> None:
         async with async_client.data_sources.connectors.with_streaming_response.create(
             data_source_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_id="vector_store_id",
+            store_id="store_id",
         ) as response:
             assert not response.is_closed
             assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -337,7 +337,7 @@ async def test_path_params_create(self, async_client: AsyncMixedbread) -> None:
         with pytest.raises(ValueError, match=r"Expected a non-empty value for `data_source_id` but received ''"):
             await async_client.data_sources.connectors.with_raw_response.create(
                 data_source_id="",
-                vector_store_id="vector_store_id",
+                store_id="store_id",
             )
 
     @parametrize
diff --git a/tests/api_resources/test_vector_stores.py b/tests/api_resources/test_vector_stores.py
index 61cbf6c2..5b0c443a 100644
--- a/tests/api_resources/test_vector_stores.py
+++ b/tests/api_resources/test_vector_stores.py
@@ -17,6 +17,8 @@
 )
 from mixedbread.pagination import SyncCursor, AsyncCursor
 
+# pyright: reportDeprecated=false
+
 base_url = os.environ.get("TEST_API_BASE_URL", "http://127.0.0.1:4010")
 
 
@@ -25,27 +27,32 @@ class TestVectorStores:
 
     @parametrize
     def test_method_create(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.create()
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.create()
+
         assert_matches_type(VectorStore, vector_store, path=["response"])
 
     @parametrize
     def test_method_create_with_all_params(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.create(
-            name="Technical Documentation",
-            description="Contains technical specifications and guides",
-            is_public=False,
-            expires_after={
-                "anchor": "last_active_at",
-                "days": 0,
-            },
-            metadata={},
-            file_ids=["182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e"],
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.create(
+                name="Technical Documentation",
+                description="Contains technical specifications and guides",
+                is_public=False,
+                expires_after={
+                    "anchor": "last_active_at",
+                    "days": 0,
+                },
+                metadata={},
+                file_ids=["182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e"],
+            )
+
         assert_matches_type(VectorStore, vector_store, path=["response"])
 
     @parametrize
     def test_raw_response_create(self, client: Mixedbread) -> None:
-        response = client.vector_stores.with_raw_response.create()
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.with_raw_response.create()
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -54,27 +61,31 @@ def test_raw_response_create(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_create(self, client: Mixedbread) -> None:
-        with client.vector_stores.with_streaming_response.create() as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.with_streaming_response.create() as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = response.parse()
-            assert_matches_type(VectorStore, vector_store, path=["response"])
+                vector_store = response.parse()
+                assert_matches_type(VectorStore, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     def test_method_retrieve(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.retrieve(
-            "vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.retrieve(
+                "vector_store_identifier",
+            )
+
         assert_matches_type(VectorStore, vector_store, path=["response"])
 
     @parametrize
     def test_raw_response_retrieve(self, client: Mixedbread) -> None:
-        response = client.vector_stores.with_raw_response.retrieve(
-            "vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.with_raw_response.retrieve(
+                "vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -83,53 +94,60 @@ def test_raw_response_retrieve(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_retrieve(self, client: Mixedbread) -> None:
-        with client.vector_stores.with_streaming_response.retrieve(
-            "vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.with_streaming_response.retrieve(
+                "vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = response.parse()
-            assert_matches_type(VectorStore, vector_store, path=["response"])
+                vector_store = response.parse()
+                assert_matches_type(VectorStore, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     def test_path_params_retrieve(self, client: Mixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            client.vector_stores.with_raw_response.retrieve(
-                "",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                client.vector_stores.with_raw_response.retrieve(
+                    "",
+                )
 
     @parametrize
     def test_method_update(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.update(
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.update(
+                vector_store_identifier="vector_store_identifier",
+            )
+
         assert_matches_type(VectorStore, vector_store, path=["response"])
 
     @parametrize
     def test_method_update_with_all_params(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.update(
-            vector_store_identifier="vector_store_identifier",
-            name="x",
-            description="description",
-            is_public=True,
-            expires_after={
-                "anchor": "last_active_at",
-                "days": 0,
-            },
-            metadata={},
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.update(
+                vector_store_identifier="vector_store_identifier",
+                name="x",
+                description="description",
+                is_public=True,
+                expires_after={
+                    "anchor": "last_active_at",
+                    "days": 0,
+                },
+                metadata={},
+            )
+
         assert_matches_type(VectorStore, vector_store, path=["response"])
 
     @parametrize
     def test_raw_response_update(self, client: Mixedbread) -> None:
-        response = client.vector_stores.with_raw_response.update(
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.with_raw_response.update(
+                vector_store_identifier="vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -138,45 +156,52 @@ def test_raw_response_update(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_update(self, client: Mixedbread) -> None:
-        with client.vector_stores.with_streaming_response.update(
-            vector_store_identifier="vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.with_streaming_response.update(
+                vector_store_identifier="vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = response.parse()
-            assert_matches_type(VectorStore, vector_store, path=["response"])
+                vector_store = response.parse()
+                assert_matches_type(VectorStore, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     def test_path_params_update(self, client: Mixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            client.vector_stores.with_raw_response.update(
-                vector_store_identifier="",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                client.vector_stores.with_raw_response.update(
+                    vector_store_identifier="",
+                )
 
     @parametrize
     def test_method_list(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.list()
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.list()
+
         assert_matches_type(SyncCursor[VectorStore], vector_store, path=["response"])
 
     @parametrize
     def test_method_list_with_all_params(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.list(
-            limit=10,
-            after="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
-            before="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
-            include_total=False,
-            q="x",
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.list(
+                limit=10,
+                after="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
+                before="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
+                include_total=False,
+                q="x",
+            )
+
         assert_matches_type(SyncCursor[VectorStore], vector_store, path=["response"])
 
     @parametrize
     def test_raw_response_list(self, client: Mixedbread) -> None:
-        response = client.vector_stores.with_raw_response.list()
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.with_raw_response.list()
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -185,27 +210,31 @@ def test_raw_response_list(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_list(self, client: Mixedbread) -> None:
-        with client.vector_stores.with_streaming_response.list() as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.with_streaming_response.list() as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = response.parse()
-            assert_matches_type(SyncCursor[VectorStore], vector_store, path=["response"])
+                vector_store = response.parse()
+                assert_matches_type(SyncCursor[VectorStore], vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     def test_method_delete(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.delete(
-            "vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.delete(
+                "vector_store_identifier",
+            )
+
         assert_matches_type(VectorStoreDeleteResponse, vector_store, path=["response"])
 
     @parametrize
     def test_raw_response_delete(self, client: Mixedbread) -> None:
-        response = client.vector_stores.with_raw_response.delete(
-            "vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.with_raw_response.delete(
+                "vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -214,98 +243,105 @@ def test_raw_response_delete(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_delete(self, client: Mixedbread) -> None:
-        with client.vector_stores.with_streaming_response.delete(
-            "vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.with_streaming_response.delete(
+                "vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = response.parse()
-            assert_matches_type(VectorStoreDeleteResponse, vector_store, path=["response"])
+                vector_store = response.parse()
+                assert_matches_type(VectorStoreDeleteResponse, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     def test_path_params_delete(self, client: Mixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            client.vector_stores.with_raw_response.delete(
-                "",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                client.vector_stores.with_raw_response.delete(
+                    "",
+                )
 
     @parametrize
     def test_method_question_answering(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.question_answering(
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.question_answering(
+                vector_store_identifiers=["string"],
+            )
+
         assert_matches_type(VectorStoreQuestionAnsweringResponse, vector_store, path=["response"])
 
     @parametrize
     def test_method_question_answering_with_all_params(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.question_answering(
-            query="x",
-            vector_store_identifiers=["string"],
-            top_k=1,
-            filters={
-                "all": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "any": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "none": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-            },
-            file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
-            search_options={
-                "score_threshold": 0,
-                "rewrite_query": True,
-                "rerank": True,
-                "return_metadata": True,
-                "apply_search_rules": True,
-            },
-            stream=True,
-            qa_options={
-                "cite": True,
-                "multimodal": True,
-            },
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.question_answering(
+                query="x",
+                vector_store_identifiers=["string"],
+                top_k=1,
+                filters={
+                    "all": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "any": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "none": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                },
+                file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
+                search_options={
+                    "score_threshold": 0,
+                    "rewrite_query": True,
+                    "rerank": True,
+                    "return_metadata": True,
+                    "apply_search_rules": True,
+                },
+                stream=True,
+                qa_options={
+                    "cite": True,
+                    "multimodal": True,
+                },
+            )
+
         assert_matches_type(VectorStoreQuestionAnsweringResponse, vector_store, path=["response"])
 
     @parametrize
     def test_raw_response_question_answering(self, client: Mixedbread) -> None:
-        response = client.vector_stores.with_raw_response.question_answering(
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.with_raw_response.question_answering(
+                vector_store_identifiers=["string"],
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -314,86 +350,92 @@ def test_raw_response_question_answering(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_question_answering(self, client: Mixedbread) -> None:
-        with client.vector_stores.with_streaming_response.question_answering(
-            vector_store_identifiers=["string"],
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.with_streaming_response.question_answering(
+                vector_store_identifiers=["string"],
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = response.parse()
-            assert_matches_type(VectorStoreQuestionAnsweringResponse, vector_store, path=["response"])
+                vector_store = response.parse()
+                assert_matches_type(VectorStoreQuestionAnsweringResponse, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     def test_method_search(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            )
+
         assert_matches_type(VectorStoreSearchResponse, vector_store, path=["response"])
 
     @parametrize
     def test_method_search_with_all_params(self, client: Mixedbread) -> None:
-        vector_store = client.vector_stores.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-            top_k=1,
-            filters={
-                "all": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "any": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "none": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-            },
-            file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
-            search_options={
-                "score_threshold": 0,
-                "rewrite_query": True,
-                "rerank": True,
-                "return_metadata": True,
-                "apply_search_rules": True,
-            },
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = client.vector_stores.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+                top_k=1,
+                filters={
+                    "all": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "any": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "none": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                },
+                file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
+                search_options={
+                    "score_threshold": 0,
+                    "rewrite_query": True,
+                    "rerank": True,
+                    "return_metadata": True,
+                    "apply_search_rules": True,
+                },
+            )
+
         assert_matches_type(VectorStoreSearchResponse, vector_store, path=["response"])
 
     @parametrize
     def test_raw_response_search(self, client: Mixedbread) -> None:
-        response = client.vector_stores.with_raw_response.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.with_raw_response.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -402,15 +444,16 @@ def test_raw_response_search(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_search(self, client: Mixedbread) -> None:
-        with client.vector_stores.with_streaming_response.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.with_streaming_response.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = response.parse()
-            assert_matches_type(VectorStoreSearchResponse, vector_store, path=["response"])
+                vector_store = response.parse()
+                assert_matches_type(VectorStoreSearchResponse, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
@@ -422,27 +465,32 @@ class TestAsyncVectorStores:
 
     @parametrize
     async def test_method_create(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.create()
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.create()
+
         assert_matches_type(VectorStore, vector_store, path=["response"])
 
     @parametrize
     async def test_method_create_with_all_params(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.create(
-            name="Technical Documentation",
-            description="Contains technical specifications and guides",
-            is_public=False,
-            expires_after={
-                "anchor": "last_active_at",
-                "days": 0,
-            },
-            metadata={},
-            file_ids=["182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e"],
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.create(
+                name="Technical Documentation",
+                description="Contains technical specifications and guides",
+                is_public=False,
+                expires_after={
+                    "anchor": "last_active_at",
+                    "days": 0,
+                },
+                metadata={},
+                file_ids=["182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e"],
+            )
+
         assert_matches_type(VectorStore, vector_store, path=["response"])
 
     @parametrize
     async def test_raw_response_create(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.with_raw_response.create()
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.with_raw_response.create()
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -451,27 +499,31 @@ async def test_raw_response_create(self, async_client: AsyncMixedbread) -> None:
 
     @parametrize
     async def test_streaming_response_create(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.with_streaming_response.create() as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.with_streaming_response.create() as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = await response.parse()
-            assert_matches_type(VectorStore, vector_store, path=["response"])
+                vector_store = await response.parse()
+                assert_matches_type(VectorStore, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     async def test_method_retrieve(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.retrieve(
-            "vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.retrieve(
+                "vector_store_identifier",
+            )
+
         assert_matches_type(VectorStore, vector_store, path=["response"])
 
     @parametrize
     async def test_raw_response_retrieve(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.with_raw_response.retrieve(
-            "vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.with_raw_response.retrieve(
+                "vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -480,53 +532,60 @@ async def test_raw_response_retrieve(self, async_client: AsyncMixedbread) -> Non
 
     @parametrize
     async def test_streaming_response_retrieve(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.with_streaming_response.retrieve(
-            "vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.with_streaming_response.retrieve(
+                "vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = await response.parse()
-            assert_matches_type(VectorStore, vector_store, path=["response"])
+                vector_store = await response.parse()
+                assert_matches_type(VectorStore, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     async def test_path_params_retrieve(self, async_client: AsyncMixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            await async_client.vector_stores.with_raw_response.retrieve(
-                "",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                await async_client.vector_stores.with_raw_response.retrieve(
+                    "",
+                )
 
     @parametrize
     async def test_method_update(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.update(
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.update(
+                vector_store_identifier="vector_store_identifier",
+            )
+
         assert_matches_type(VectorStore, vector_store, path=["response"])
 
     @parametrize
     async def test_method_update_with_all_params(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.update(
-            vector_store_identifier="vector_store_identifier",
-            name="x",
-            description="description",
-            is_public=True,
-            expires_after={
-                "anchor": "last_active_at",
-                "days": 0,
-            },
-            metadata={},
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.update(
+                vector_store_identifier="vector_store_identifier",
+                name="x",
+                description="description",
+                is_public=True,
+                expires_after={
+                    "anchor": "last_active_at",
+                    "days": 0,
+                },
+                metadata={},
+            )
+
         assert_matches_type(VectorStore, vector_store, path=["response"])
 
     @parametrize
     async def test_raw_response_update(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.with_raw_response.update(
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.with_raw_response.update(
+                vector_store_identifier="vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -535,45 +594,52 @@ async def test_raw_response_update(self, async_client: AsyncMixedbread) -> None:
 
     @parametrize
     async def test_streaming_response_update(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.with_streaming_response.update(
-            vector_store_identifier="vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.with_streaming_response.update(
+                vector_store_identifier="vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = await response.parse()
-            assert_matches_type(VectorStore, vector_store, path=["response"])
+                vector_store = await response.parse()
+                assert_matches_type(VectorStore, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     async def test_path_params_update(self, async_client: AsyncMixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            await async_client.vector_stores.with_raw_response.update(
-                vector_store_identifier="",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                await async_client.vector_stores.with_raw_response.update(
+                    vector_store_identifier="",
+                )
 
     @parametrize
     async def test_method_list(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.list()
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.list()
+
         assert_matches_type(AsyncCursor[VectorStore], vector_store, path=["response"])
 
     @parametrize
     async def test_method_list_with_all_params(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.list(
-            limit=10,
-            after="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
-            before="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
-            include_total=False,
-            q="x",
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.list(
+                limit=10,
+                after="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
+                before="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
+                include_total=False,
+                q="x",
+            )
+
         assert_matches_type(AsyncCursor[VectorStore], vector_store, path=["response"])
 
     @parametrize
     async def test_raw_response_list(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.with_raw_response.list()
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.with_raw_response.list()
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -582,27 +648,31 @@ async def test_raw_response_list(self, async_client: AsyncMixedbread) -> None:
 
     @parametrize
     async def test_streaming_response_list(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.with_streaming_response.list() as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.with_streaming_response.list() as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = await response.parse()
-            assert_matches_type(AsyncCursor[VectorStore], vector_store, path=["response"])
+                vector_store = await response.parse()
+                assert_matches_type(AsyncCursor[VectorStore], vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     async def test_method_delete(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.delete(
-            "vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.delete(
+                "vector_store_identifier",
+            )
+
         assert_matches_type(VectorStoreDeleteResponse, vector_store, path=["response"])
 
     @parametrize
     async def test_raw_response_delete(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.with_raw_response.delete(
-            "vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.with_raw_response.delete(
+                "vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -611,98 +681,105 @@ async def test_raw_response_delete(self, async_client: AsyncMixedbread) -> None:
 
     @parametrize
     async def test_streaming_response_delete(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.with_streaming_response.delete(
-            "vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.with_streaming_response.delete(
+                "vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = await response.parse()
-            assert_matches_type(VectorStoreDeleteResponse, vector_store, path=["response"])
+                vector_store = await response.parse()
+                assert_matches_type(VectorStoreDeleteResponse, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     async def test_path_params_delete(self, async_client: AsyncMixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            await async_client.vector_stores.with_raw_response.delete(
-                "",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                await async_client.vector_stores.with_raw_response.delete(
+                    "",
+                )
 
     @parametrize
     async def test_method_question_answering(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.question_answering(
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.question_answering(
+                vector_store_identifiers=["string"],
+            )
+
         assert_matches_type(VectorStoreQuestionAnsweringResponse, vector_store, path=["response"])
 
     @parametrize
     async def test_method_question_answering_with_all_params(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.question_answering(
-            query="x",
-            vector_store_identifiers=["string"],
-            top_k=1,
-            filters={
-                "all": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "any": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "none": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-            },
-            file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
-            search_options={
-                "score_threshold": 0,
-                "rewrite_query": True,
-                "rerank": True,
-                "return_metadata": True,
-                "apply_search_rules": True,
-            },
-            stream=True,
-            qa_options={
-                "cite": True,
-                "multimodal": True,
-            },
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.question_answering(
+                query="x",
+                vector_store_identifiers=["string"],
+                top_k=1,
+                filters={
+                    "all": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "any": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "none": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                },
+                file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
+                search_options={
+                    "score_threshold": 0,
+                    "rewrite_query": True,
+                    "rerank": True,
+                    "return_metadata": True,
+                    "apply_search_rules": True,
+                },
+                stream=True,
+                qa_options={
+                    "cite": True,
+                    "multimodal": True,
+                },
+            )
+
         assert_matches_type(VectorStoreQuestionAnsweringResponse, vector_store, path=["response"])
 
     @parametrize
     async def test_raw_response_question_answering(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.with_raw_response.question_answering(
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.with_raw_response.question_answering(
+                vector_store_identifiers=["string"],
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -711,86 +788,92 @@ async def test_raw_response_question_answering(self, async_client: AsyncMixedbre
 
     @parametrize
     async def test_streaming_response_question_answering(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.with_streaming_response.question_answering(
-            vector_store_identifiers=["string"],
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.with_streaming_response.question_answering(
+                vector_store_identifiers=["string"],
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            vector_store = await response.parse()
-            assert_matches_type(VectorStoreQuestionAnsweringResponse, vector_store, path=["response"])
+                vector_store = await response.parse()
+                assert_matches_type(VectorStoreQuestionAnsweringResponse, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     async def test_method_search(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            )
+
         assert_matches_type(VectorStoreSearchResponse, vector_store, path=["response"])
 
     @parametrize
     async def test_method_search_with_all_params(self, async_client: AsyncMixedbread) -> None:
-        vector_store = await async_client.vector_stores.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-            top_k=1,
-            filters={
-                "all": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "any": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "none": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-            },
-            file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
-            search_options={
-                "score_threshold": 0,
-                "rewrite_query": True,
-                "rerank": True,
-                "return_metadata": True,
-                "apply_search_rules": True,
-            },
-        )
+        with pytest.warns(DeprecationWarning):
+            vector_store = await async_client.vector_stores.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+                top_k=1,
+                filters={
+                    "all": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "any": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "none": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                },
+                file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
+                search_options={
+                    "score_threshold": 0,
+                    "rewrite_query": True,
+                    "rerank": True,
+                    "return_metadata": True,
+                    "apply_search_rules": True,
+                },
+            )
+
         assert_matches_type(VectorStoreSearchResponse, vector_store, path=["response"])
 
     @parametrize
     async def test_raw_response_search(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.with_raw_response.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.with_raw_response.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -799,14 +882,15 @@ async def test_raw_response_search(self, async_client: AsyncMixedbread) -> None:
 
     @parametrize
     async def test_streaming_response_search(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.with_streaming_response.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
-
-            vector_store = await response.parse()
-            assert_matches_type(VectorStoreSearchResponse, vector_store, path=["response"])
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.with_streaming_response.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+
+                vector_store = await response.parse()
+                assert_matches_type(VectorStoreSearchResponse, vector_store, path=["response"])
 
         assert cast(Any, response.is_closed) is True
diff --git a/tests/api_resources/vector_stores/test_files.py b/tests/api_resources/vector_stores/test_files.py
index eb15c4b6..21e79500 100644
--- a/tests/api_resources/vector_stores/test_files.py
+++ b/tests/api_resources/vector_stores/test_files.py
@@ -16,6 +16,8 @@
     FileSearchResponse,
 )
 
+# pyright: reportDeprecated=false
+
 base_url = os.environ.get("TEST_API_BASE_URL", "http://127.0.0.1:4010")
 
 
@@ -24,31 +26,36 @@ class TestFiles:
 
     @parametrize
     def test_method_create(self, client: Mixedbread) -> None:
-        file = client.vector_stores.files.create(
-            vector_store_identifier="vector_store_identifier",
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-        )
+        with pytest.warns(DeprecationWarning):
+            file = client.vector_stores.files.create(
+                vector_store_identifier="vector_store_identifier",
+                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
+            )
+
         assert_matches_type(VectorStoreFile, file, path=["response"])
 
     @parametrize
     def test_method_create_with_all_params(self, client: Mixedbread) -> None:
-        file = client.vector_stores.files.create(
-            vector_store_identifier="vector_store_identifier",
-            metadata={},
-            experimental={
-                "parsing_strategy": "fast",
-                "contextualization": True,
-            },
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-        )
+        with pytest.warns(DeprecationWarning):
+            file = client.vector_stores.files.create(
+                vector_store_identifier="vector_store_identifier",
+                metadata={},
+                experimental={
+                    "parsing_strategy": "fast",
+                    "contextualization": True,
+                },
+                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
+            )
+
         assert_matches_type(VectorStoreFile, file, path=["response"])
 
     @parametrize
     def test_raw_response_create(self, client: Mixedbread) -> None:
-        response = client.vector_stores.files.with_raw_response.create(
-            vector_store_identifier="vector_store_identifier",
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.files.with_raw_response.create(
+                vector_store_identifier="vector_store_identifier",
+                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -57,51 +64,58 @@ def test_raw_response_create(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_create(self, client: Mixedbread) -> None:
-        with client.vector_stores.files.with_streaming_response.create(
-            vector_store_identifier="vector_store_identifier",
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.files.with_streaming_response.create(
+                vector_store_identifier="vector_store_identifier",
+                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            file = response.parse()
-            assert_matches_type(VectorStoreFile, file, path=["response"])
+                file = response.parse()
+                assert_matches_type(VectorStoreFile, file, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     def test_path_params_create(self, client: Mixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            client.vector_stores.files.with_raw_response.create(
-                vector_store_identifier="",
-                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                client.vector_stores.files.with_raw_response.create(
+                    vector_store_identifier="",
+                    file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
+                )
 
     @parametrize
     def test_method_retrieve(self, client: Mixedbread) -> None:
-        file = client.vector_stores.files.retrieve(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            file = client.vector_stores.files.retrieve(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            )
+
         assert_matches_type(VectorStoreFile, file, path=["response"])
 
     @parametrize
     def test_method_retrieve_with_all_params(self, client: Mixedbread) -> None:
-        file = client.vector_stores.files.retrieve(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-            return_chunks=True,
-        )
+        with pytest.warns(DeprecationWarning):
+            file = client.vector_stores.files.retrieve(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+                return_chunks=True,
+            )
+
         assert_matches_type(VectorStoreFile, file, path=["response"])
 
     @parametrize
     def test_raw_response_retrieve(self, client: Mixedbread) -> None:
-        response = client.vector_stores.files.with_raw_response.retrieve(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.files.with_raw_response.retrieve(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -110,96 +124,103 @@ def test_raw_response_retrieve(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_retrieve(self, client: Mixedbread) -> None:
-        with client.vector_stores.files.with_streaming_response.retrieve(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.files.with_streaming_response.retrieve(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            file = response.parse()
-            assert_matches_type(VectorStoreFile, file, path=["response"])
+                file = response.parse()
+                assert_matches_type(VectorStoreFile, file, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     def test_path_params_retrieve(self, client: Mixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            client.vector_stores.files.with_raw_response.retrieve(
-                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-                vector_store_identifier="",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                client.vector_stores.files.with_raw_response.retrieve(
+                    file_id="file_id",
+                    vector_store_identifier="",
+                )
+
+            with pytest.raises(ValueError, match=r"Expected a non-empty value for `file_id` but received ''"):
+                client.vector_stores.files.with_raw_response.retrieve(
+                    file_id="",
+                    vector_store_identifier="vector_store_identifier",
+                )
 
-        with pytest.raises(ValueError, match=r"Expected a non-empty value for `file_id` but received ''"):
-            client.vector_stores.files.with_raw_response.retrieve(
-                file_id="",
+    @parametrize
+    def test_method_list(self, client: Mixedbread) -> None:
+        with pytest.warns(DeprecationWarning):
+            file = client.vector_stores.files.list(
                 vector_store_identifier="vector_store_identifier",
             )
 
-    @parametrize
-    def test_method_list(self, client: Mixedbread) -> None:
-        file = client.vector_stores.files.list(
-            vector_store_identifier="vector_store_identifier",
-        )
         assert_matches_type(FileListResponse, file, path=["response"])
 
     @parametrize
     def test_method_list_with_all_params(self, client: Mixedbread) -> None:
-        file = client.vector_stores.files.list(
-            vector_store_identifier="vector_store_identifier",
-            limit=10,
-            after="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
-            before="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
-            include_total=False,
-            statuses=["pending"],
-            metadata_filter={
-                "all": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "any": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "none": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-            },
-        )
+        with pytest.warns(DeprecationWarning):
+            file = client.vector_stores.files.list(
+                vector_store_identifier="vector_store_identifier",
+                limit=10,
+                after="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
+                before="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
+                include_total=False,
+                statuses=["pending"],
+                metadata_filter={
+                    "all": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "any": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "none": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                },
+            )
+
         assert_matches_type(FileListResponse, file, path=["response"])
 
     @parametrize
     def test_raw_response_list(self, client: Mixedbread) -> None:
-        response = client.vector_stores.files.with_raw_response.list(
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.files.with_raw_response.list(
+                vector_store_identifier="vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -208,40 +229,45 @@ def test_raw_response_list(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_list(self, client: Mixedbread) -> None:
-        with client.vector_stores.files.with_streaming_response.list(
-            vector_store_identifier="vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.files.with_streaming_response.list(
+                vector_store_identifier="vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            file = response.parse()
-            assert_matches_type(FileListResponse, file, path=["response"])
+                file = response.parse()
+                assert_matches_type(FileListResponse, file, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     def test_path_params_list(self, client: Mixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            client.vector_stores.files.with_raw_response.list(
-                vector_store_identifier="",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                client.vector_stores.files.with_raw_response.list(
+                    vector_store_identifier="",
+                )
 
     @parametrize
     def test_method_delete(self, client: Mixedbread) -> None:
-        file = client.vector_stores.files.delete(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            file = client.vector_stores.files.delete(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            )
+
         assert_matches_type(FileDeleteResponse, file, path=["response"])
 
     @parametrize
     def test_raw_response_delete(self, client: Mixedbread) -> None:
-        response = client.vector_stores.files.with_raw_response.delete(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.files.with_raw_response.delete(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -250,105 +276,112 @@ def test_raw_response_delete(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_delete(self, client: Mixedbread) -> None:
-        with client.vector_stores.files.with_streaming_response.delete(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.files.with_streaming_response.delete(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            file = response.parse()
-            assert_matches_type(FileDeleteResponse, file, path=["response"])
+                file = response.parse()
+                assert_matches_type(FileDeleteResponse, file, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     def test_path_params_delete(self, client: Mixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            client.vector_stores.files.with_raw_response.delete(
-                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-                vector_store_identifier="",
-            )
-
-        with pytest.raises(ValueError, match=r"Expected a non-empty value for `file_id` but received ''"):
-            client.vector_stores.files.with_raw_response.delete(
-                file_id="",
-                vector_store_identifier="vector_store_identifier",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                client.vector_stores.files.with_raw_response.delete(
+                    file_id="file_id",
+                    vector_store_identifier="",
+                )
+
+            with pytest.raises(ValueError, match=r"Expected a non-empty value for `file_id` but received ''"):
+                client.vector_stores.files.with_raw_response.delete(
+                    file_id="",
+                    vector_store_identifier="vector_store_identifier",
+                )
 
     @parametrize
     def test_method_search(self, client: Mixedbread) -> None:
-        file = client.vector_stores.files.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            file = client.vector_stores.files.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            )
+
         assert_matches_type(FileSearchResponse, file, path=["response"])
 
     @parametrize
     def test_method_search_with_all_params(self, client: Mixedbread) -> None:
-        file = client.vector_stores.files.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-            top_k=1,
-            filters={
-                "all": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "any": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "none": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-            },
-            file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
-            search_options={
-                "score_threshold": 0,
-                "rewrite_query": True,
-                "rerank": True,
-                "return_metadata": True,
-                "return_chunks": True,
-                "chunks_per_file": 0,
-                "apply_search_rules": True,
-            },
-        )
+        with pytest.warns(DeprecationWarning):
+            file = client.vector_stores.files.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+                top_k=1,
+                filters={
+                    "all": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "any": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "none": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                },
+                file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
+                search_options={
+                    "score_threshold": 0,
+                    "rewrite_query": True,
+                    "rerank": True,
+                    "return_metadata": True,
+                    "return_chunks": True,
+                    "chunks_per_file": 0,
+                    "apply_search_rules": True,
+                },
+            )
+
         assert_matches_type(FileSearchResponse, file, path=["response"])
 
     @parametrize
     def test_raw_response_search(self, client: Mixedbread) -> None:
-        response = client.vector_stores.files.with_raw_response.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            response = client.vector_stores.files.with_raw_response.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -357,15 +390,16 @@ def test_raw_response_search(self, client: Mixedbread) -> None:
 
     @parametrize
     def test_streaming_response_search(self, client: Mixedbread) -> None:
-        with client.vector_stores.files.with_streaming_response.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            with client.vector_stores.files.with_streaming_response.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            file = response.parse()
-            assert_matches_type(FileSearchResponse, file, path=["response"])
+                file = response.parse()
+                assert_matches_type(FileSearchResponse, file, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
@@ -377,31 +411,36 @@ class TestAsyncFiles:
 
     @parametrize
     async def test_method_create(self, async_client: AsyncMixedbread) -> None:
-        file = await async_client.vector_stores.files.create(
-            vector_store_identifier="vector_store_identifier",
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-        )
+        with pytest.warns(DeprecationWarning):
+            file = await async_client.vector_stores.files.create(
+                vector_store_identifier="vector_store_identifier",
+                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
+            )
+
         assert_matches_type(VectorStoreFile, file, path=["response"])
 
     @parametrize
     async def test_method_create_with_all_params(self, async_client: AsyncMixedbread) -> None:
-        file = await async_client.vector_stores.files.create(
-            vector_store_identifier="vector_store_identifier",
-            metadata={},
-            experimental={
-                "parsing_strategy": "fast",
-                "contextualization": True,
-            },
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-        )
+        with pytest.warns(DeprecationWarning):
+            file = await async_client.vector_stores.files.create(
+                vector_store_identifier="vector_store_identifier",
+                metadata={},
+                experimental={
+                    "parsing_strategy": "fast",
+                    "contextualization": True,
+                },
+                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
+            )
+
         assert_matches_type(VectorStoreFile, file, path=["response"])
 
     @parametrize
     async def test_raw_response_create(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.files.with_raw_response.create(
-            vector_store_identifier="vector_store_identifier",
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.files.with_raw_response.create(
+                vector_store_identifier="vector_store_identifier",
+                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -410,51 +449,58 @@ async def test_raw_response_create(self, async_client: AsyncMixedbread) -> None:
 
     @parametrize
     async def test_streaming_response_create(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.files.with_streaming_response.create(
-            vector_store_identifier="vector_store_identifier",
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.files.with_streaming_response.create(
+                vector_store_identifier="vector_store_identifier",
+                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            file = await response.parse()
-            assert_matches_type(VectorStoreFile, file, path=["response"])
+                file = await response.parse()
+                assert_matches_type(VectorStoreFile, file, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     async def test_path_params_create(self, async_client: AsyncMixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            await async_client.vector_stores.files.with_raw_response.create(
-                vector_store_identifier="",
-                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                await async_client.vector_stores.files.with_raw_response.create(
+                    vector_store_identifier="",
+                    file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
+                )
 
     @parametrize
     async def test_method_retrieve(self, async_client: AsyncMixedbread) -> None:
-        file = await async_client.vector_stores.files.retrieve(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            file = await async_client.vector_stores.files.retrieve(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            )
+
         assert_matches_type(VectorStoreFile, file, path=["response"])
 
     @parametrize
     async def test_method_retrieve_with_all_params(self, async_client: AsyncMixedbread) -> None:
-        file = await async_client.vector_stores.files.retrieve(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-            return_chunks=True,
-        )
+        with pytest.warns(DeprecationWarning):
+            file = await async_client.vector_stores.files.retrieve(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+                return_chunks=True,
+            )
+
         assert_matches_type(VectorStoreFile, file, path=["response"])
 
     @parametrize
     async def test_raw_response_retrieve(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.files.with_raw_response.retrieve(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.files.with_raw_response.retrieve(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -463,96 +509,103 @@ async def test_raw_response_retrieve(self, async_client: AsyncMixedbread) -> Non
 
     @parametrize
     async def test_streaming_response_retrieve(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.files.with_streaming_response.retrieve(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.files.with_streaming_response.retrieve(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            file = await response.parse()
-            assert_matches_type(VectorStoreFile, file, path=["response"])
+                file = await response.parse()
+                assert_matches_type(VectorStoreFile, file, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     async def test_path_params_retrieve(self, async_client: AsyncMixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            await async_client.vector_stores.files.with_raw_response.retrieve(
-                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-                vector_store_identifier="",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                await async_client.vector_stores.files.with_raw_response.retrieve(
+                    file_id="file_id",
+                    vector_store_identifier="",
+                )
+
+            with pytest.raises(ValueError, match=r"Expected a non-empty value for `file_id` but received ''"):
+                await async_client.vector_stores.files.with_raw_response.retrieve(
+                    file_id="",
+                    vector_store_identifier="vector_store_identifier",
+                )
 
-        with pytest.raises(ValueError, match=r"Expected a non-empty value for `file_id` but received ''"):
-            await async_client.vector_stores.files.with_raw_response.retrieve(
-                file_id="",
+    @parametrize
+    async def test_method_list(self, async_client: AsyncMixedbread) -> None:
+        with pytest.warns(DeprecationWarning):
+            file = await async_client.vector_stores.files.list(
                 vector_store_identifier="vector_store_identifier",
             )
 
-    @parametrize
-    async def test_method_list(self, async_client: AsyncMixedbread) -> None:
-        file = await async_client.vector_stores.files.list(
-            vector_store_identifier="vector_store_identifier",
-        )
         assert_matches_type(FileListResponse, file, path=["response"])
 
     @parametrize
     async def test_method_list_with_all_params(self, async_client: AsyncMixedbread) -> None:
-        file = await async_client.vector_stores.files.list(
-            vector_store_identifier="vector_store_identifier",
-            limit=10,
-            after="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
-            before="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
-            include_total=False,
-            statuses=["pending"],
-            metadata_filter={
-                "all": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "any": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "none": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-            },
-        )
+        with pytest.warns(DeprecationWarning):
+            file = await async_client.vector_stores.files.list(
+                vector_store_identifier="vector_store_identifier",
+                limit=10,
+                after="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
+                before="eyJjcmVhdGVkX2F0IjoiMjAyNC0xMi0zMVQyMzo1OTo1OS4wMDBaIiwiaWQiOiJhYmMxMjMifQ==",
+                include_total=False,
+                statuses=["pending"],
+                metadata_filter={
+                    "all": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "any": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "none": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                },
+            )
+
         assert_matches_type(FileListResponse, file, path=["response"])
 
     @parametrize
     async def test_raw_response_list(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.files.with_raw_response.list(
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.files.with_raw_response.list(
+                vector_store_identifier="vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -561,40 +614,45 @@ async def test_raw_response_list(self, async_client: AsyncMixedbread) -> None:
 
     @parametrize
     async def test_streaming_response_list(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.files.with_streaming_response.list(
-            vector_store_identifier="vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.files.with_streaming_response.list(
+                vector_store_identifier="vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            file = await response.parse()
-            assert_matches_type(FileListResponse, file, path=["response"])
+                file = await response.parse()
+                assert_matches_type(FileListResponse, file, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     async def test_path_params_list(self, async_client: AsyncMixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            await async_client.vector_stores.files.with_raw_response.list(
-                vector_store_identifier="",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                await async_client.vector_stores.files.with_raw_response.list(
+                    vector_store_identifier="",
+                )
 
     @parametrize
     async def test_method_delete(self, async_client: AsyncMixedbread) -> None:
-        file = await async_client.vector_stores.files.delete(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            file = await async_client.vector_stores.files.delete(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            )
+
         assert_matches_type(FileDeleteResponse, file, path=["response"])
 
     @parametrize
     async def test_raw_response_delete(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.files.with_raw_response.delete(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        )
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.files.with_raw_response.delete(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -603,105 +661,112 @@ async def test_raw_response_delete(self, async_client: AsyncMixedbread) -> None:
 
     @parametrize
     async def test_streaming_response_delete(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.files.with_streaming_response.delete(
-            file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-            vector_store_identifier="vector_store_identifier",
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.files.with_streaming_response.delete(
+                file_id="file_id",
+                vector_store_identifier="vector_store_identifier",
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
 
-            file = await response.parse()
-            assert_matches_type(FileDeleteResponse, file, path=["response"])
+                file = await response.parse()
+                assert_matches_type(FileDeleteResponse, file, path=["response"])
 
         assert cast(Any, response.is_closed) is True
 
     @parametrize
     async def test_path_params_delete(self, async_client: AsyncMixedbread) -> None:
-        with pytest.raises(
-            ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
-        ):
-            await async_client.vector_stores.files.with_raw_response.delete(
-                file_id="182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e",
-                vector_store_identifier="",
-            )
-
-        with pytest.raises(ValueError, match=r"Expected a non-empty value for `file_id` but received ''"):
-            await async_client.vector_stores.files.with_raw_response.delete(
-                file_id="",
-                vector_store_identifier="vector_store_identifier",
-            )
+        with pytest.warns(DeprecationWarning):
+            with pytest.raises(
+                ValueError, match=r"Expected a non-empty value for `vector_store_identifier` but received ''"
+            ):
+                await async_client.vector_stores.files.with_raw_response.delete(
+                    file_id="file_id",
+                    vector_store_identifier="",
+                )
+
+            with pytest.raises(ValueError, match=r"Expected a non-empty value for `file_id` but received ''"):
+                await async_client.vector_stores.files.with_raw_response.delete(
+                    file_id="",
+                    vector_store_identifier="vector_store_identifier",
+                )
 
     @parametrize
     async def test_method_search(self, async_client: AsyncMixedbread) -> None:
-        file = await async_client.vector_stores.files.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            file = await async_client.vector_stores.files.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            )
+
         assert_matches_type(FileSearchResponse, file, path=["response"])
 
     @parametrize
     async def test_method_search_with_all_params(self, async_client: AsyncMixedbread) -> None:
-        file = await async_client.vector_stores.files.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-            top_k=1,
-            filters={
-                "all": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "any": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-                "none": [
-                    {
-                        "key": "price",
-                        "value": "100",
-                        "operator": "gt",
-                    },
-                    {
-                        "key": "color",
-                        "value": "red",
-                        "operator": "eq",
-                    },
-                ],
-            },
-            file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
-            search_options={
-                "score_threshold": 0,
-                "rewrite_query": True,
-                "rerank": True,
-                "return_metadata": True,
-                "return_chunks": True,
-                "chunks_per_file": 0,
-                "apply_search_rules": True,
-            },
-        )
+        with pytest.warns(DeprecationWarning):
+            file = await async_client.vector_stores.files.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+                top_k=1,
+                filters={
+                    "all": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "any": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                    "none": [
+                        {
+                            "key": "price",
+                            "value": "100",
+                            "operator": "gt",
+                        },
+                        {
+                            "key": "color",
+                            "value": "red",
+                            "operator": "eq",
+                        },
+                    ],
+                },
+                file_ids=["123e4567-e89b-12d3-a456-426614174000", "123e4567-e89b-12d3-a456-426614174001"],
+                search_options={
+                    "score_threshold": 0,
+                    "rewrite_query": True,
+                    "rerank": True,
+                    "return_metadata": True,
+                    "return_chunks": True,
+                    "chunks_per_file": 0,
+                    "apply_search_rules": True,
+                },
+            )
+
         assert_matches_type(FileSearchResponse, file, path=["response"])
 
     @parametrize
     async def test_raw_response_search(self, async_client: AsyncMixedbread) -> None:
-        response = await async_client.vector_stores.files.with_raw_response.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        )
+        with pytest.warns(DeprecationWarning):
+            response = await async_client.vector_stores.files.with_raw_response.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            )
 
         assert response.is_closed is True
         assert response.http_request.headers.get("X-Stainless-Lang") == "python"
@@ -710,14 +775,15 @@ async def test_raw_response_search(self, async_client: AsyncMixedbread) -> None:
 
     @parametrize
     async def test_streaming_response_search(self, async_client: AsyncMixedbread) -> None:
-        async with async_client.vector_stores.files.with_streaming_response.search(
-            query="how to configure SSL",
-            vector_store_identifiers=["string"],
-        ) as response:
-            assert not response.is_closed
-            assert response.http_request.headers.get("X-Stainless-Lang") == "python"
-
-            file = await response.parse()
-            assert_matches_type(FileSearchResponse, file, path=["response"])
+        with pytest.warns(DeprecationWarning):
+            async with async_client.vector_stores.files.with_streaming_response.search(
+                query="how to configure SSL",
+                vector_store_identifiers=["string"],
+            ) as response:
+                assert not response.is_closed
+                assert response.http_request.headers.get("X-Stainless-Lang") == "python"
+
+                file = await response.parse()
+                assert_matches_type(FileSearchResponse, file, path=["response"])
 
         assert cast(Any, response.is_closed) is True

From a811cebccaf116db7e4ed1fc81fb9e383b7b2c9c Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Wed, 1 Oct 2025 09:28:12 +0000
Subject: [PATCH 10/15] codegen metadata

---
 .stats.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.stats.yml b/.stats.yml
index bc469a36..add3762c 100644
--- a/.stats.yml
+++ b/.stats.yml
@@ -1,4 +1,4 @@
 configured_endpoints: 49
-openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-badb544207d1a5cbf542ecf662d4d4f085dd7d402c367620eeda31c2949c2f79.yml
-openapi_spec_hash: 27c151b834d6c5a5dc72e8f10c861840
+openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-34b8fc657696023cc3a74eee6febe0d2fc0decda668f874bfa42abe6222d8566.yml
+openapi_spec_hash: dcd015b362c3fcb4ef449606a8027873
 config_hash: fef0ea78daf11093ff503919baae5ec0

From 7424da1c397012d5ceee609660272ccd95df20ec Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Wed, 1 Oct 2025 10:20:04 +0000
Subject: [PATCH 11/15] codegen metadata

---
 .stats.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.stats.yml b/.stats.yml
index add3762c..4d54820a 100644
--- a/.stats.yml
+++ b/.stats.yml
@@ -1,4 +1,4 @@
 configured_endpoints: 49
 openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-34b8fc657696023cc3a74eee6febe0d2fc0decda668f874bfa42abe6222d8566.yml
 openapi_spec_hash: dcd015b362c3fcb4ef449606a8027873
-config_hash: fef0ea78daf11093ff503919baae5ec0
+config_hash: 5947672ad343483af4cc320558877dd1

From 0031d74491330b7ecbd7965ff88837e1da71fb22 Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Wed, 1 Oct 2025 10:22:24 +0000
Subject: [PATCH 12/15] feat(api): update via SDK Studio

---
 .stats.yml | 2 +-
 api.md     | 4 ++++
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/.stats.yml b/.stats.yml
index 4d54820a..193855ae 100644
--- a/.stats.yml
+++ b/.stats.yml
@@ -1,4 +1,4 @@
 configured_endpoints: 49
 openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-34b8fc657696023cc3a74eee6febe0d2fc0decda668f874bfa42abe6222d8566.yml
 openapi_spec_hash: dcd015b362c3fcb4ef449606a8027873
-config_hash: 5947672ad343483af4cc320558877dd1
+config_hash: a2549e1f1923904c8cee4ea4f5ff58e1
diff --git a/api.md b/api.md
index 1f6ce1dd..2a054ea2 100644
--- a/api.md
+++ b/api.md
@@ -31,6 +31,10 @@ Types:
 ```python
 from mixedbread.types import (
     ExpiresAfter,
+    ScoredAudioURLInputChunk,
+    ScoredImageURLInputChunk,
+    ScoredTextInputChunk,
+    ScoredVideoURLInputChunk,
     VectorStore,
     VectorStoreChunkSearchOptions,
     VectorStoreDeleteResponse,

From 6c2f07274a337318070c3fb7b09d66677962d0ea Mon Sep 17 00:00:00 2001
From: "stainless-app[bot]"
 <142633134+stainless-app[bot]@users.noreply.github.com>
Date: Wed, 1 Oct 2025 10:22:45 +0000
Subject: [PATCH 13/15] release: 0.31.0

---
 .release-please-manifest.json |  2 +-
 CHANGELOG.md                  | 20 ++++++++++++++++++++
 pyproject.toml                |  2 +-
 src/mixedbread/_version.py    |  2 +-
 4 files changed, 23 insertions(+), 3 deletions(-)

diff --git a/.release-please-manifest.json b/.release-please-manifest.json
index 554e34bb..f81bf992 100644
--- a/.release-please-manifest.json
+++ b/.release-please-manifest.json
@@ -1,3 +1,3 @@
 {
-  ".": "0.30.0"
+  ".": "0.31.0"
 }
\ No newline at end of file
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 75606cdb..d0f35722 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,25 @@
 # Changelog
 
+## 0.31.0 (2025-10-01)
+
+Full Changelog: [v0.30.0...v0.31.0](https://github.com/mixedbread-ai/mixedbread-python/compare/v0.30.0...v0.31.0)
+
+### Features
+
+* **api:** api update ([26ce1c1](https://github.com/mixedbread-ai/mixedbread-python/commit/26ce1c1583f2eef287cdf5383398326d755428c4))
+* **api:** api update ([91f4c77](https://github.com/mixedbread-ai/mixedbread-python/commit/91f4c77e0679065d375bb70b6f4618683aa7d77d))
+* **api:** api update ([cea8399](https://github.com/mixedbread-ai/mixedbread-python/commit/cea83993a41231f4351dba325e798122660dabc3))
+* **api:** update via SDK Studio ([0031d74](https://github.com/mixedbread-ai/mixedbread-python/commit/0031d74491330b7ecbd7965ff88837e1da71fb22))
+
+
+### Chores
+
+* do not install brew dependencies in ./scripts/bootstrap by default ([3dab10e](https://github.com/mixedbread-ai/mixedbread-python/commit/3dab10eca037653e15743682f304859d491202aa))
+* **internal:** improve examples ([3edbd38](https://github.com/mixedbread-ai/mixedbread-python/commit/3edbd387ef7fa62afc255a80b9ac0a385f2cef29))
+* **internal:** update pydantic dependency ([90fe5a9](https://github.com/mixedbread-ai/mixedbread-python/commit/90fe5a9b7626b6fefeb720058ce08eee191687eb))
+* **internal:** use some smaller example values ([7566937](https://github.com/mixedbread-ai/mixedbread-python/commit/7566937f6cc6e0d777294adb70963f06023d4358))
+* **types:** change optional parameter type from NotGiven to Omit ([402891b](https://github.com/mixedbread-ai/mixedbread-python/commit/402891b4bc2a09b774827338509bd730747d210c))
+
 ## 0.30.0 (2025-09-08)
 
 Full Changelog: [v0.29.0...v0.30.0](https://github.com/mixedbread-ai/mixedbread-python/compare/v0.29.0...v0.30.0)
diff --git a/pyproject.toml b/pyproject.toml
index 897de283..e3bc88a2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "mixedbread"
-version = "0.30.0"
+version = "0.31.0"
 description = "The official Python library for the Mixedbread API"
 dynamic = ["readme"]
 license = "Apache-2.0"
diff --git a/src/mixedbread/_version.py b/src/mixedbread/_version.py
index 341d4e2a..fae94c2c 100644
--- a/src/mixedbread/_version.py
+++ b/src/mixedbread/_version.py
@@ -1,4 +1,4 @@
 # File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
 
 __title__ = "mixedbread"
-__version__ = "0.30.0"  # x-release-please-version
+__version__ = "0.31.0"  # x-release-please-version

From e178baadfaeffec3a2dbe61b5cbede74d4ecc887 Mon Sep 17 00:00:00 2001
From: Joel Dierkes <joel@mixedbread.com>
Date: Wed, 1 Oct 2025 12:27:17 +0200
Subject: [PATCH 14/15] chore: update

---
 src/mixedbread/resources/parsing/jobs.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/mixedbread/resources/parsing/jobs.py b/src/mixedbread/resources/parsing/jobs.py
index d1d7b51f..aab7986d 100644
--- a/src/mixedbread/resources/parsing/jobs.py
+++ b/src/mixedbread/resources/parsing/jobs.py
@@ -9,7 +9,7 @@
 import httpx
 
 from ...lib import polling
-from ..._types import Body, Omit, Query, Headers, NotGiven, FileTypes, omit, not_given
+from ..._types import Body, Omit, Query, Headers, NotGiven, FileTypes, omit, not_given, NOT_GIVEN
 from ..._utils import maybe_transform, async_maybe_transform
 from ..._compat import cached_property
 from ..._resource import SyncAPIResource, AsyncAPIResource

From 11ca612666462525976fe5669df563fb36733067 Mon Sep 17 00:00:00 2001
From: Joel Dierkes <joel@mixedbread.com>
Date: Wed, 1 Oct 2025 12:29:19 +0200
Subject: [PATCH 15/15] chore: update

---
 src/mixedbread/resources/parsing/jobs.py      | 58 +++++++++----------
 .../resources/vector_stores/files.py          | 48 +++++++--------
 2 files changed, 53 insertions(+), 53 deletions(-)

diff --git a/src/mixedbread/resources/parsing/jobs.py b/src/mixedbread/resources/parsing/jobs.py
index aab7986d..01715572 100644
--- a/src/mixedbread/resources/parsing/jobs.py
+++ b/src/mixedbread/resources/parsing/jobs.py
@@ -9,7 +9,7 @@
 import httpx
 
 from ...lib import polling
-from ..._types import Body, Omit, Query, Headers, NotGiven, FileTypes, omit, not_given, NOT_GIVEN
+from ..._types import Body, Omit, Query, Headers, NotGiven, FileTypes, omit, not_given
 from ..._utils import maybe_transform, async_maybe_transform
 from ..._compat import cached_property
 from ..._resource import SyncAPIResource, AsyncAPIResource
@@ -303,8 +303,8 @@ def poll(
         self,
         job_id: str,
         *,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
-        poll_timeout_ms: float | NotGiven = NOT_GIVEN,
+        poll_interval_ms: int | NotGiven = not_given,
+        poll_timeout_ms: float | NotGiven = not_given,
         **kwargs: Any,
     ) -> ParsingJob:
         """
@@ -329,7 +329,7 @@ def create_and_poll(
         self,
         *,
         file_id: str,
-        chunking_strategy: Literal["page"] | NotGiven = NOT_GIVEN,
+        chunking_strategy: Literal["page"] | NotGiven = not_given,
         element_types: Optional[
             List[
                 Literal[
@@ -347,10 +347,10 @@ def create_and_poll(
                 ]
             ]
         ]
-        | NotGiven = NOT_GIVEN,
-        return_format: Literal["html", "markdown", "plain"] | NotGiven = NOT_GIVEN,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
-        poll_timeout_ms: float | NotGiven = NOT_GIVEN,
+        | NotGiven = not_given,
+        return_format: Literal["html", "markdown", "plain"] | NotGiven = not_given,
+        poll_interval_ms: int | NotGiven = not_given,
+        poll_timeout_ms: float | NotGiven = not_given,
         **kwargs: Any,
     ) -> ParsingJob:
         """
@@ -383,7 +383,7 @@ def upload(
         self,
         *,
         file: FileTypes,
-        chunking_strategy: Literal["page"] | NotGiven = NOT_GIVEN,
+        chunking_strategy: Literal["page"] | NotGiven = not_given,
         element_types: Optional[
             List[
                 Literal[
@@ -401,8 +401,8 @@ def upload(
                 ]
             ]
         ]
-        | NotGiven = NOT_GIVEN,
-        return_format: Literal["html", "markdown", "plain"] | NotGiven = NOT_GIVEN,
+        | NotGiven = not_given,
+        return_format: Literal["html", "markdown", "plain"] | NotGiven = not_given,
         **kwargs: Any,
     ) -> ParsingJob:
         """Upload a file to the `files` API and then create a parsing job for it.
@@ -422,7 +422,7 @@ def upload_and_poll(
         self,
         *,
         file: FileTypes,
-        chunking_strategy: Literal["page"] | NotGiven = NOT_GIVEN,
+        chunking_strategy: Literal["page"] | NotGiven = not_given,
         element_types: Optional[
             List[
                 Literal[
@@ -440,9 +440,9 @@ def upload_and_poll(
                 ]
             ]
         ]
-        | NotGiven = NOT_GIVEN,
-        return_format: Literal["html", "markdown", "plain"] | NotGiven = NOT_GIVEN,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
+        | NotGiven = not_given,
+        return_format: Literal["html", "markdown", "plain"] | NotGiven = not_given,
+        poll_interval_ms: int | NotGiven = not_given,
         **kwargs: Any,
     ) -> ParsingJob:
         """Upload a file and create a parsing job, then poll until processing is complete."""
@@ -727,8 +727,8 @@ async def poll(
         self,
         job_id: str,
         *,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
-        poll_timeout_ms: float | NotGiven = NOT_GIVEN,
+        poll_interval_ms: int | NotGiven = not_given,
+        poll_timeout_ms: float | NotGiven = not_given,
         **kwargs: Any,
     ) -> ParsingJob:
         """
@@ -753,7 +753,7 @@ async def create_and_poll(
         self,
         *,
         file_id: str,
-        chunking_strategy: Literal["page"] | NotGiven = NOT_GIVEN,
+        chunking_strategy: Literal["page"] | NotGiven = not_given,
         element_types: Optional[
             List[
                 Literal[
@@ -771,10 +771,10 @@ async def create_and_poll(
                 ]
             ]
         ]
-        | NotGiven = NOT_GIVEN,
-        return_format: Literal["html", "markdown", "plain"] | NotGiven = NOT_GIVEN,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
-        poll_timeout_ms: float | NotGiven = NOT_GIVEN,
+        | NotGiven = not_given,
+        return_format: Literal["html", "markdown", "plain"] | NotGiven = not_given,
+        poll_interval_ms: int | NotGiven = not_given,
+        poll_timeout_ms: float | NotGiven = not_given,
         **kwargs: Any,
     ) -> ParsingJob:
         """
@@ -807,7 +807,7 @@ async def upload(
         self,
         *,
         file: FileTypes,
-        chunking_strategy: Literal["page"] | NotGiven = NOT_GIVEN,
+        chunking_strategy: Literal["page"] | NotGiven = not_given,
         element_types: Optional[
             List[
                 Literal[
@@ -825,8 +825,8 @@ async def upload(
                 ]
             ]
         ]
-        | NotGiven = NOT_GIVEN,
-        return_format: Literal["html", "markdown", "plain"] | NotGiven = NOT_GIVEN,
+        | NotGiven = not_given,
+        return_format: Literal["html", "markdown", "plain"] | NotGiven = not_given,
         **kwargs: Any,
     ) -> ParsingJob:
         """Upload a file to the `files` API and then create a parsing job for it.
@@ -846,7 +846,7 @@ async def upload_and_poll(
         self,
         *,
         file: FileTypes,
-        chunking_strategy: Literal["page"] | NotGiven = NOT_GIVEN,
+        chunking_strategy: Literal["page"] | NotGiven = not_given,
         element_types: Optional[
             List[
                 Literal[
@@ -864,9 +864,9 @@ async def upload_and_poll(
                 ]
             ]
         ]
-        | NotGiven = NOT_GIVEN,
-        return_format: Literal["html", "markdown", "plain"] | NotGiven = NOT_GIVEN,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
+        | NotGiven = not_given,
+        return_format: Literal["html", "markdown", "plain"] | NotGiven = not_given,
+        poll_interval_ms: int | NotGiven = not_given,
         **kwargs: Any,
     ) -> ParsingJob:
         """Upload a file and create a parsing job, then poll until processing is complete."""
diff --git a/src/mixedbread/resources/vector_stores/files.py b/src/mixedbread/resources/vector_stores/files.py
index fc2cd73f..e3d1776e 100644
--- a/src/mixedbread/resources/vector_stores/files.py
+++ b/src/mixedbread/resources/vector_stores/files.py
@@ -332,8 +332,8 @@ def poll(
         file_id: str,
         *,
         vector_store_identifier: str,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
-        poll_timeout_ms: float | NotGiven = NOT_GIVEN,
+        poll_interval_ms: int | NotGiven = not_given,
+        poll_timeout_ms: float | NotGiven = not_given,
         **kwargs: Any,
     ) -> VectorStoreFile:
         """
@@ -360,10 +360,10 @@ def create_and_poll(
         file_id: str,
         *,
         vector_store_identifier: str,
-        metadata: Optional[object] | NotGiven = NOT_GIVEN,
-        experimental: file_create_params.Experimental | NotGiven = NOT_GIVEN,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
-        poll_timeout_ms: float | NotGiven = NOT_GIVEN,
+        metadata: Optional[object] | NotGiven = not_given,
+        experimental: file_create_params.Experimental | NotGiven = not_given,
+        poll_interval_ms: int | NotGiven = not_given,
+        poll_timeout_ms: float | NotGiven = not_given,
         **kwargs: Any,
     ) -> VectorStoreFile:
         """
@@ -393,8 +393,8 @@ def upload(
         *,
         vector_store_identifier: str,
         file: FileTypes,
-        metadata: Optional[object] | NotGiven = NOT_GIVEN,
-        experimental: file_create_params.Experimental | NotGiven = NOT_GIVEN,
+        metadata: Optional[object] | NotGiven = not_given,
+        experimental: file_create_params.Experimental | NotGiven = not_given,
         **kwargs: Any,
     ) -> VectorStoreFile:
         """Upload a file to the `files` API and then attach it to the given vector store.
@@ -415,10 +415,10 @@ def upload_and_poll(
         *,
         vector_store_identifier: str,
         file: FileTypes,
-        metadata: Optional[object] | NotGiven = NOT_GIVEN,
-        experimental: file_create_params.Experimental | NotGiven = NOT_GIVEN,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
-        poll_timeout_ms: float | NotGiven = NOT_GIVEN,
+        metadata: Optional[object] | NotGiven = not_given,
+        experimental: file_create_params.Experimental | NotGiven = not_given,
+        poll_interval_ms: int | NotGiven = not_given,
+        poll_timeout_ms: float | NotGiven = not_given,
         **kwargs: Any,
     ) -> VectorStoreFile:
         """Add a file to a vector store and poll until processing is complete."""
@@ -738,8 +738,8 @@ async def poll(
         file_id: str,
         *,
         vector_store_identifier: str,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
-        poll_timeout_ms: float | NotGiven = NOT_GIVEN,
+        poll_interval_ms: int | NotGiven = not_given,
+        poll_timeout_ms: float | NotGiven = not_given,
         **kwargs: Any,
     ) -> VectorStoreFile:
         """
@@ -766,10 +766,10 @@ async def create_and_poll(
         file_id: str,
         *,
         vector_store_identifier: str,
-        metadata: Optional[object] | NotGiven = NOT_GIVEN,
-        experimental: file_create_params.Experimental | NotGiven = NOT_GIVEN,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
-        poll_timeout_ms: float | NotGiven = NOT_GIVEN,
+        metadata: Optional[object] | NotGiven = not_given,
+        experimental: file_create_params.Experimental | NotGiven = not_given,
+        poll_interval_ms: int | NotGiven = not_given,
+        poll_timeout_ms: float | NotGiven = not_given,
         **kwargs: Any,
     ) -> VectorStoreFile:
         """
@@ -803,8 +803,8 @@ async def upload(
         *,
         vector_store_identifier: str,
         file: FileTypes,
-        metadata: Optional[object] | NotGiven = NOT_GIVEN,
-        experimental: file_create_params.Experimental | NotGiven = NOT_GIVEN,
+        metadata: Optional[object] | NotGiven = not_given,
+        experimental: file_create_params.Experimental | NotGiven = not_given,
         **kwargs: Any,
     ) -> VectorStoreFile:
         """Upload a file to the `files` API and then attach it to the given vector store.
@@ -825,10 +825,10 @@ async def upload_and_poll(
         *,
         vector_store_identifier: str,
         file: FileTypes,
-        metadata: Optional[object] | NotGiven = NOT_GIVEN,
-        experimental: file_create_params.Experimental | NotGiven = NOT_GIVEN,
-        poll_interval_ms: int | NotGiven = NOT_GIVEN,
-        poll_timeout_ms: float | NotGiven = NOT_GIVEN,
+        metadata: Optional[object] | NotGiven = not_given,
+        experimental: file_create_params.Experimental | NotGiven = not_given,
+        poll_interval_ms: int | NotGiven = not_given,
+        poll_timeout_ms: float | NotGiven = not_given,
         **kwargs: Any,
     ) -> VectorStoreFile:
         """Add a file to a vector store and poll until processing is complete."""