aiflows.backends package

Submodules

aiflows.backends.api_info module

class aiflows.backends.api_info.ApiInfo(backend_used: str = None, api_version: str | None = None, api_key: str = None, api_base: str | None = None)

Bases: object

This class contains the information about an API key.

Parameters:

  • backend_used (str, optional) – The backend used

  • api_version (str, optional) – The version of the API

  • api_key (str, optional) – The API key

  • api_base (str, optional) – The base URL of the API

api_base: str | None = None
api_key: str = None
api_version: str | None = None
backend_used: str = None
validate()

aiflows.backends.llm_lite module

class aiflows.backends.llm_lite.LiteLLMBackend(api_infos, model_name, **kwargs)

Bases: object

This class is a wrapper around the litellm library. It allows to use multiple API keys and to switch between them automatically when one is exhausted.

Parameters:

  • api_infos (List[ApiInfo]) – A list of ApiInfo objects, each containing the information about one API key

  • model_name (Union[str, Dict[str, str]]) – The name of the model to use. Can be a string or a dictionary from API to model name

  • wait_time_per_key (int) – The minimum time to wait between two calls on the same API key

  • embeddings_call (bool) – Whether to use the embedding API or the completion API

  • kwargs (Any) – Additional parameters to pass to the litellm library

get_key()

Gets the next API key to use

Returns:

The next API key to use

Return type:

ApiInfo

static make_unique_api_info_key(api_info: ApiInfo)

Makes a unique key for the api_info object

Parameters:

api_info (ApiInfo) – The api_info object

Returns:

The unique key for the api_info object

Return type:

str

aiflows.backends.llm_lite.merge_delta_to_stream(merged_stream, delta)

Merges a delta to a stream. It is used to merge the deltas from the streamed response of the litellm library.

Parameters:

  • merged_stream (Dict[str, Any]) – The already merged stream

  • delta (Dict[str, Any]) – The delta to merge with the merge_stream

Returns:

The merged stream

Return type:

Dict[str, Any]

aiflows.backends.llm_lite.merge_streams(streamed_response, n_chat_completion_choices)

Merges the streamed response returned from the litellm library. It is used when the stream parameter is set to True.

Parameters:

  • streamed_response (List[Dict[str, Any]]) – The streamed response returned from the litellm library

  • n_chat_completion_choices (int) – The number of chat completion choices (n parameter in the completion function)

Returns:

The merged streams

Return type:

List[Dict[str, Any]]

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