structure saas with tools

.venv/lib/python3.10/site-packages/litellm/llms/jina_ai/embedding/transformation.py

@@ -0,0 +1,78 @@
+"""
+Transformation logic from OpenAI /v1/embeddings format to Jina AI's  `/v1/embeddings` format. 
+
+Why separate file? Make it easy to see how transformation works
+
+Docs - https://jina.ai/embeddings/
+"""
+
+import types
+from typing import List, Optional, Tuple
+
+from litellm import LlmProviders
+from litellm.secret_managers.main import get_secret_str
+
+
+class JinaAIEmbeddingConfig:
+    """
+    Reference: https://jina.ai/embeddings/
+    """
+
+    def __init__(
+        self,
+    ) -> None:
+        locals_ = locals().copy()
+        for key, value in locals_.items():
+            if key != "self" and value is not None:
+                setattr(self.__class__, key, value)
+
+    @classmethod
+    def get_config(cls):
+        return {
+            k: v
+            for k, v in cls.__dict__.items()
+            if not k.startswith("__")
+            and not isinstance(
+                v,
+                (
+                    types.FunctionType,
+                    types.BuiltinFunctionType,
+                    classmethod,
+                    staticmethod,
+                ),
+            )
+            and v is not None
+        }
+
+    def get_supported_openai_params(self) -> List[str]:
+        return ["dimensions"]
+
+    def map_openai_params(
+        self, non_default_params: dict, optional_params: dict
+    ) -> dict:
+        if "dimensions" in non_default_params:
+            optional_params["dimensions"] = non_default_params["dimensions"]
+        return optional_params
+
+    def _get_openai_compatible_provider_info(
+        self,
+        api_base: Optional[str],
+        api_key: Optional[str],
+    ) -> Tuple[str, Optional[str], Optional[str]]:
+        """
+        Returns:
+            Tuple[str, Optional[str], Optional[str]]:
+                - custom_llm_provider: str
+                - api_base: str
+                - dynamic_api_key: str
+        """
+        api_base = (
+            api_base or get_secret_str("JINA_AI_API_BASE") or "https://api.jina.ai/v1"
+        )  # type: ignore
+        dynamic_api_key = api_key or (
+            get_secret_str("JINA_AI_API_KEY")
+            or get_secret_str("JINA_AI_API_KEY")
+            or get_secret_str("JINA_AI_API_KEY")
+            or get_secret_str("JINA_AI_TOKEN")
+        )
+        return LlmProviders.JINA_AI.value, api_base, dynamic_api_key