feat(api): api update

Author: stainless-app[bot]

.stats.yml

@@ -1,4 +1,4 @@
 configured_endpoints: 55
-openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-a50dd33b11978f9e7019018b2d46e8675253f9182c05eb84e479f9f8069cedc2.yml
-openapi_spec_hash: 6271ae494811e15244bf58fd92e3000c
+openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-601847d316a99fdfc29e94be8fc9457ec27a62acfde61483113cce1419bf5bc7.yml
+openapi_spec_hash: 859cfae06d81dc9e20a199cd6ace78e7
 config_hash: c32ffa6858a02d7f23f6f3dda0b461ed

src/mixedbread/types/scored_text_input_chunk.py

@@ -303,3 +303,6 @@ class ScoredTextInputChunk(BaseModel):
 
     text: Optional[str] = None
     """Text content"""
+
+    context: Optional[str] = None
+    """LLM-generated context that situates this chunk within its source document"""

src/mixedbread/types/store.py

@@ -19,6 +19,13 @@ class ConfigContextualizationContextualizationConfig(BaseModel):
     included.
     """
 
+    with_file_context: Optional[bool] = None
+    """
+    Use an LLM to generate a short context for each text chunk that situates it
+    within the full document, improving retrieval accuracy. Only applies to text
+    content during non-sliced ingestion.
+    """
+
 
 ConfigContextualization: TypeAlias = Union[bool, ConfigContextualizationContextualizationConfig]
 

src/mixedbread/types/store_create_params.py

@@ -49,6 +49,13 @@ class ConfigContextualizationContextualizationConfig(TypedDict, total=False):
     included.
     """
 
+    with_file_context: bool
+    """
+    Use an LLM to generate a short context for each text chunk that situates it
+    within the full document, improving retrieval accuracy. Only applies to text
+    content during non-sliced ingestion.
+    """
+
 
 ConfigContextualization: TypeAlias = Union[bool, ConfigContextualizationContextualizationConfig]
 

src/mixedbread/types/stores/store_file.py

@@ -338,6 +338,9 @@ class ChunkTextInputChunk(BaseModel):
     text: Optional[str] = None
     """Text content"""
 
+    context: Optional[str] = None
+    """LLM-generated context that situates this chunk within its source document"""
+
 
 class ChunkImageURLInputChunkGeneratedMetadataMarkdownChunkGeneratedMetadataChunkHeading(BaseModel):
     level: int