Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
4 changes: 2 additions & 2 deletions .stats.yml
Original file line number Diff line number Diff line change
@@ -1,2 +1,2 @@
configured_endpoints: 23
openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-03f8216adf4a5853914d446302edf82ee4845d101e38b4201a054a55e05e61dd.yml
configured_endpoints: 20
openapi_spec_url: https://storage.googleapis.com/stainless-sdk-openapi-specs/mixedbread%2Fmixedbread-7f6cc2dab5bb9bf52cf47c84504b5e2cc998583c5cd1dbb7ab0d13d9611e8087.yml
65 changes: 65 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -76,6 +76,71 @@ Nested request parameters are [TypedDicts](https://docs.python.org/3/library/typ

Typed requests and responses provide autocomplete and documentation within your editor. If you would like to see type errors in VS Code to help catch bugs earlier, set `python.analysis.typeCheckingMode` to `basic`.

## Pagination

List methods in the Mixedbread API are paginated.

This library provides auto-paginating iterators with each list response, so you do not have to request successive pages manually:

```python
from mixedbread import Mixedbread

client = Mixedbread()

all_vector_stores = []
# Automatically fetches more pages as needed.
for vector_store in client.vector_stores.list():
# Do something with vector_store here
all_vector_stores.append(vector_store)
print(all_vector_stores)
```

Or, asynchronously:

```python
import asyncio
from mixedbread import AsyncMixedbread

client = AsyncMixedbread()


async def main() -> None:
all_vector_stores = []
# Iterate through items across all pages, issuing requests as needed.
async for vector_store in client.vector_stores.list():
all_vector_stores.append(vector_store)
print(all_vector_stores)


asyncio.run(main())
```

Alternatively, you can use the `.has_next_page()`, `.next_page_info()`, or `.get_next_page()` methods for more granular control working with pages:

```python
first_page = await client.vector_stores.list()
if first_page.has_next_page():
print(f"will fetch next page using these details: {first_page.next_page_info()}")
next_page = await first_page.get_next_page()
print(f"number of items we just fetched: {len(next_page.data)}")

# Remove `await` for non-async usage.
```

Or just work directly with the returned data:

```python
first_page = await client.vector_stores.list()

print(
f"the current start offset for this page: {first_page.pagination.count}"
) # => "the current start offset for this page: 1"
for vector_store in first_page.data:
print(vector_store.id)

# Remove `await` for non-async usage.
```

## Handling errors

When the library is unable to connect to the API (for example, due to network connection problems or a timeout), a subclass of `mixedbread.APIConnectionError` is raised.
Expand Down
33 changes: 7 additions & 26 deletions api.md
Original file line number Diff line number Diff line change
Expand Up @@ -3,14 +3,12 @@
Types:

```python
from mixedbread.types import EmbedResponse, InfoResponse, RerankResponse
from mixedbread.types import InfoResponse
```

Methods:

- <code title="post /v1/embeddings">client.<a href="./src/mixedbread/_client.py">embed</a>(\*\*<a href="src/mixedbread/types/client_embed_params.py">params</a>) -> <a href="./src/mixedbread/types/embed_response.py">EmbedResponse</a></code>
- <code title="get /">client.<a href="./src/mixedbread/_client.py">info</a>() -> <a href="./src/mixedbread/types/info_response.py">InfoResponse</a></code>
- <code title="post /v1/reranking">client.<a href="./src/mixedbread/_client.py">rerank</a>(\*\*<a href="src/mixedbread/types/client_rerank_params.py">params</a>) -> <a href="./src/mixedbread/types/rerank_response.py">RerankResponse</a></code>

# DocumentAI

Expand Down Expand Up @@ -41,7 +39,7 @@ Methods:

- <code title="post /v1/embeddings">client.embeddings.<a href="./src/mixedbread/resources/embeddings.py">create</a>(\*\*<a href="src/mixedbread/types/embedding_create_params.py">params</a>) -> <a href="./src/mixedbread/types/embedding_create_response.py">EmbeddingCreateResponse</a></code>

# Rerankings
# Reranking

Types:

Expand All @@ -51,7 +49,7 @@ from mixedbread.types import RerankingCreateResponse

Methods:

- <code title="post /v1/reranking">client.rerankings.<a href="./src/mixedbread/resources/rerankings.py">create</a>(\*\*<a href="src/mixedbread/types/reranking_create_params.py">params</a>) -> <a href="./src/mixedbread/types/reranking_create_response.py">RerankingCreateResponse</a></code>
- <code title="post /v1/reranking">client.reranking.<a href="./src/mixedbread/resources/reranking.py">create</a>(\*\*<a href="src/mixedbread/types/reranking_create_params.py">params</a>) -> <a href="./src/mixedbread/types/reranking_create_response.py">RerankingCreateResponse</a></code>

# Files

Expand All @@ -72,7 +70,7 @@ Methods:
- <code title="post /v1/files">client.files.<a href="./src/mixedbread/resources/files.py">create</a>(\*\*<a href="src/mixedbread/types/file_create_params.py">params</a>) -> <a href="./src/mixedbread/types/file_create_response.py">FileCreateResponse</a></code>
- <code title="get /v1/files/{file_id}">client.files.<a href="./src/mixedbread/resources/files.py">retrieve</a>(file_id) -> <a href="./src/mixedbread/types/file_retrieve_response.py">FileRetrieveResponse</a></code>
- <code title="post /v1/files/{file_id}">client.files.<a href="./src/mixedbread/resources/files.py">update</a>(file_id, \*\*<a href="src/mixedbread/types/file_update_params.py">params</a>) -> <a href="./src/mixedbread/types/file_update_response.py">FileUpdateResponse</a></code>
- <code title="get /v1/files">client.files.<a href="./src/mixedbread/resources/files.py">list</a>(\*\*<a href="src/mixedbread/types/file_list_params.py">params</a>) -> <a href="./src/mixedbread/types/file_list_response.py">FileListResponse</a></code>
- <code title="get /v1/files">client.files.<a href="./src/mixedbread/resources/files.py">list</a>(\*\*<a href="src/mixedbread/types/file_list_params.py">params</a>) -> <a href="./src/mixedbread/types/file_list_response.py">SyncPage[FileListResponse]</a></code>
- <code title="delete /v1/files/{file_id}">client.files.<a href="./src/mixedbread/resources/files.py">delete</a>(file_id) -> <a href="./src/mixedbread/types/file_delete_response.py">FileDeleteResponse</a></code>
- <code title="get /v1/files/{file_id}/content">client.files.<a href="./src/mixedbread/resources/files.py">content</a>(file_id) -> BinaryAPIResponse</code>

Expand All @@ -82,13 +80,12 @@ Types:

```python
from mixedbread.types import (
SearchFilter,
VectorStoreCreateResponse,
VectorStoreRetrieveResponse,
VectorStoreUpdateResponse,
VectorStoreListResponse,
VectorStoreDeleteResponse,
VectorStoreQaResponse,
VectorStoreSearchResponse,
)
```

Expand All @@ -97,10 +94,8 @@ Methods:
- <code title="post /v1/vector_stores">client.vector_stores.<a href="./src/mixedbread/resources/vector_stores/vector_stores.py">create</a>(\*\*<a href="src/mixedbread/types/vector_store_create_params.py">params</a>) -> <a href="./src/mixedbread/types/vector_store_create_response.py">VectorStoreCreateResponse</a></code>
- <code title="get /v1/vector_stores/{vector_store_id}">client.vector_stores.<a href="./src/mixedbread/resources/vector_stores/vector_stores.py">retrieve</a>(vector_store_id) -> <a href="./src/mixedbread/types/vector_store_retrieve_response.py">VectorStoreRetrieveResponse</a></code>
- <code title="put /v1/vector_stores/{vector_store_id}">client.vector_stores.<a href="./src/mixedbread/resources/vector_stores/vector_stores.py">update</a>(vector_store_id, \*\*<a href="src/mixedbread/types/vector_store_update_params.py">params</a>) -> <a href="./src/mixedbread/types/vector_store_update_response.py">VectorStoreUpdateResponse</a></code>
- <code title="get /v1/vector_stores">client.vector_stores.<a href="./src/mixedbread/resources/vector_stores/vector_stores.py">list</a>(\*\*<a href="src/mixedbread/types/vector_store_list_params.py">params</a>) -> <a href="./src/mixedbread/types/vector_store_list_response.py">VectorStoreListResponse</a></code>
- <code title="get /v1/vector_stores">client.vector_stores.<a href="./src/mixedbread/resources/vector_stores/vector_stores.py">list</a>(\*\*<a href="src/mixedbread/types/vector_store_list_params.py">params</a>) -> <a href="./src/mixedbread/types/vector_store_list_response.py">SyncPage[VectorStoreListResponse]</a></code>
- <code title="delete /v1/vector_stores/{vector_store_id}">client.vector_stores.<a href="./src/mixedbread/resources/vector_stores/vector_stores.py">delete</a>(vector_store_id) -> <a href="./src/mixedbread/types/vector_store_delete_response.py">VectorStoreDeleteResponse</a></code>
- <code title="post /v1/vector_stores/question-answering">client.vector_stores.<a href="./src/mixedbread/resources/vector_stores/vector_stores.py">qa</a>(\*\*<a href="src/mixedbread/types/vector_store_qa_params.py">params</a>) -> <a href="./src/mixedbread/types/vector_store_qa_response.py">object</a></code>
- <code title="post /v1/vector_stores/search">client.vector_stores.<a href="./src/mixedbread/resources/vector_stores/vector_stores.py">search</a>(\*\*<a href="src/mixedbread/types/vector_store_search_params.py">params</a>) -> <a href="./src/mixedbread/types/vector_store_search_response.py">VectorStoreSearchResponse</a></code>

## Files

Expand All @@ -119,19 +114,5 @@ Methods:

- <code title="post /v1/vector_stores/{vector_store_id}/files">client.vector_stores.files.<a href="./src/mixedbread/resources/vector_stores/files.py">create</a>(vector_store_id, \*\*<a href="src/mixedbread/types/vector_stores/file_create_params.py">params</a>) -> <a href="./src/mixedbread/types/vector_stores/file_create_response.py">FileCreateResponse</a></code>
- <code title="get /v1/vector_stores/{vector_store_id}/files/{file_id}">client.vector_stores.files.<a href="./src/mixedbread/resources/vector_stores/files.py">retrieve</a>(file_id, \*, vector_store_id) -> <a href="./src/mixedbread/types/vector_stores/file_retrieve_response.py">FileRetrieveResponse</a></code>
- <code title="get /v1/vector_stores/{vector_store_id}/files">client.vector_stores.files.<a href="./src/mixedbread/resources/vector_stores/files.py">list</a>(vector_store_id, \*\*<a href="src/mixedbread/types/vector_stores/file_list_params.py">params</a>) -> <a href="./src/mixedbread/types/vector_stores/file_list_response.py">FileListResponse</a></code>
- <code title="get /v1/vector_stores/{vector_store_id}/files">client.vector_stores.files.<a href="./src/mixedbread/resources/vector_stores/files.py">list</a>(vector_store_id, \*\*<a href="src/mixedbread/types/vector_stores/file_list_params.py">params</a>) -> <a href="./src/mixedbread/types/vector_stores/file_list_response.py">SyncPage[FileListResponse]</a></code>
- <code title="delete /v1/vector_stores/{vector_store_id}/files/{file_id}">client.vector_stores.files.<a href="./src/mixedbread/resources/vector_stores/files.py">delete</a>(file_id, \*, vector_store_id) -> <a href="./src/mixedbread/types/vector_stores/file_delete_response.py">FileDeleteResponse</a></code>

# Chat

## Completions

Types:

```python
from mixedbread.types.chat import CompletionCreateResponse
```

Methods:

- <code title="post /v1/chat/completions">client.chat.completions.<a href="./src/mixedbread/resources/chat/completions.py">create</a>() -> <a href="./src/mixedbread/types/chat/completion_create_response.py">object</a></code>
Loading