chore: initial snapshot for gitea/github upload

llm-gateway-competitors/litellm-wheel-src/litellm/llms/base_llm/batches/transformation.py

@@ -0,0 +1,218 @@
+import types
+from abc import ABC, abstractmethod
+from typing import TYPE_CHECKING, Any, Dict, List, Optional, Union
+
+import httpx
+from httpx import Headers
+
+from litellm.types.llms.openai import (
+    AllMessageValues,
+    CreateBatchRequest,
+)
+from litellm.types.utils import LiteLLMBatch, LlmProviders
+
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj
+
+    from ..chat.transformation import BaseLLMException as _BaseLLMException
+
+    LiteLLMLoggingObj = _LiteLLMLoggingObj
+    BaseLLMException = _BaseLLMException
+else:
+    LiteLLMLoggingObj = Any
+    BaseLLMException = Any
+
+
+class BaseBatchesConfig(ABC):
+    """
+    Abstract base class for batch processing configurations across different LLM providers.
+
+    This class defines the interface that all provider-specific batch configurations
+    must implement to work with LiteLLM's unified batch processing system.
+    """
+
+    def __init__(self):
+        pass
+
+    @property
+    @abstractmethod
+    def custom_llm_provider(self) -> LlmProviders:
+        """Return the LLM provider type for this configuration."""
+        pass
+
+    @classmethod
+    def get_config(cls):
+        """Get configuration dictionary for this class."""
+        return {
+            k: v
+            for k, v in cls.__dict__.items()
+            if not k.startswith("__")
+            and not k.startswith("_abc")
+            and not isinstance(
+                v,
+                (
+                    types.FunctionType,
+                    types.BuiltinFunctionType,
+                    classmethod,
+                    staticmethod,
+                ),
+            )
+            and v is not None
+        }
+
+    @abstractmethod
+    def validate_environment(
+        self,
+        headers: dict,
+        model: str,
+        messages: List[AllMessageValues],
+        optional_params: dict,
+        litellm_params: dict,
+        api_key: Optional[str] = None,
+        api_base: Optional[str] = None,
+    ) -> dict:
+        """
+        Validate and prepare environment-specific headers and parameters.
+
+        Args:
+            headers: HTTP headers dictionary
+            model: Model name
+            messages: List of messages
+            optional_params: Optional parameters
+            litellm_params: LiteLLM parameters
+            api_key: API key
+            api_base: API base URL
+
+        Returns:
+            Updated headers dictionary
+        """
+        pass
+
+    @abstractmethod
+    def get_complete_batch_url(
+        self,
+        api_base: Optional[str],
+        api_key: Optional[str],
+        model: str,
+        optional_params: Dict,
+        litellm_params: Dict,
+        data: CreateBatchRequest,
+    ) -> str:
+        """
+        Get the complete URL for batch creation request.
+
+        Args:
+            api_base: Base API URL
+            api_key: API key
+            model: Model name
+            optional_params: Optional parameters
+            litellm_params: LiteLLM parameters
+            data: Batch creation request data
+
+        Returns:
+            Complete URL for the batch request
+        """
+        pass
+
+    @abstractmethod
+    def transform_create_batch_request(
+        self,
+        model: str,
+        create_batch_data: CreateBatchRequest,
+        optional_params: dict,
+        litellm_params: dict,
+    ) -> Union[bytes, str, Dict[str, Any]]:
+        """
+        Transform the batch creation request to provider-specific format.
+
+        Args:
+            model: Model name
+            create_batch_data: Batch creation request data
+            optional_params: Optional parameters
+            litellm_params: LiteLLM parameters
+
+        Returns:
+            Transformed request data
+        """
+        pass
+
+    @abstractmethod
+    def transform_create_batch_response(
+        self,
+        model: Optional[str],
+        raw_response: httpx.Response,
+        logging_obj: LiteLLMLoggingObj,
+        litellm_params: dict,
+    ) -> LiteLLMBatch:
+        """
+        Transform provider-specific batch response to LiteLLM format.
+
+        Args:
+            model: Model name
+            raw_response: Raw HTTP response
+            logging_obj: Logging object
+            litellm_params: LiteLLM parameters
+
+        Returns:
+            LiteLLM batch object
+        """
+        pass
+
+    @abstractmethod
+    def transform_retrieve_batch_request(
+        self,
+        batch_id: str,
+        optional_params: dict,
+        litellm_params: dict,
+    ) -> Union[bytes, str, Dict[str, Any]]:
+        """
+        Transform the batch retrieval request to provider-specific format.
+
+        Args:
+            batch_id: Batch ID to retrieve
+            optional_params: Optional parameters
+            litellm_params: LiteLLM parameters
+
+        Returns:
+            Transformed request data
+        """
+        pass
+
+    @abstractmethod
+    def transform_retrieve_batch_response(
+        self,
+        model: Optional[str],
+        raw_response: httpx.Response,
+        logging_obj: LiteLLMLoggingObj,
+        litellm_params: dict,
+    ) -> LiteLLMBatch:
+        """
+        Transform provider-specific batch retrieval response to LiteLLM format.
+
+        Args:
+            model: Model name
+            raw_response: Raw HTTP response
+            logging_obj: Logging object
+            litellm_params: LiteLLM parameters
+
+        Returns:
+            LiteLLM batch object
+        """
+        pass
+
+    @abstractmethod
+    def get_error_class(
+        self, error_message: str, status_code: int, headers: Union[Dict, Headers]
+    ) -> "BaseLLMException":
+        """
+        Get the appropriate error class for this provider.
+
+        Args:
+            error_message: Error message
+            status_code: HTTP status code
+            headers: Response headers
+
+        Returns:
+            Provider-specific exception class
+        """
+        pass