from typing import Any, Dict, List, Optional

from pydantic_v1 import BaseModel, Extra, root_validator

from langchain.embeddings.base import Embeddings
from langchain.utils import get_from_dict_or_env


class CohereEmbeddings(BaseModel, Embeddings):
    """Cohere embedding models.

    To use, you should have the ``cohere`` python package installed, and the
    environment variable ``COHERE_API_KEY`` set with your API key or pass it
    as a named parameter to the constructor.

    Example:
        .. code-block:: python

            from langchain.embeddings import CohereEmbeddings
            cohere = CohereEmbeddings(
                model="embed-english-light-v2.0", cohere_api_key="my-api-key"
            )
    """

    client: Any  #: :meta private:
    """Cohere client."""
    async_client: Any  #: :meta private:
    """Cohere async client."""
    model: str = "embed-english-v2.0"
    """Model name to use."""

    truncate: Optional[str] = None
    """Truncate embeddings that are too long from start or end ("NONE"|"START"|"END")"""

    cohere_api_key: Optional[str] = None

    class Config:
        """Configuration for this pydantic object."""

        extra = Extra.forbid

    @root_validator()
    def validate_environment(cls, values: Dict) -> Dict:
        """Validate that api key and python package exists in environment."""
        cohere_api_key = get_from_dict_or_env(
            values, "cohere_api_key", "COHERE_API_KEY"
        )
        try:
            import cohere

            values["client"] = cohere.Client(cohere_api_key)
            values["async_client"] = cohere.AsyncClient(cohere_api_key)
        except ImportError:
            raise ValueError(
                "Could not import cohere python package. "
                "Please install it with `pip install cohere`."
            )
        return values

    def embed_documents(self, texts: List[str]) -> List[List[float]]:
        """Call out to Cohere's embedding endpoint.

        Args:
            texts: The list of texts to embed.

        Returns:
            List of embeddings, one for each text.
        """
        embeddings = self.client.embed(
            model=self.model, texts=texts, truncate=self.truncate
        ).embeddings
        return [list(map(float, e)) for e in embeddings]

    async def aembed_documents(self, texts: List[str]) -> List[List[float]]:
        """Async call out to Cohere's embedding endpoint.

        Args:
            texts: The list of texts to embed.

        Returns:
            List of embeddings, one for each text.
        """
        embeddings = await self.async_client.embed(
            model=self.model, texts=texts, truncate=self.truncate
        )
        return [list(map(float, e)) for e in embeddings.embeddings]

    def embed_query(self, text: str) -> List[float]:
        """Call out to Cohere's embedding endpoint.

        Args:
            text: The text to embed.

        Returns:
            Embeddings for the text.
        """
        return self.embed_documents([text])[0]

    async def aembed_query(self, text: str) -> List[float]:
        """Async call out to Cohere's embedding endpoint.

        Args:
            text: The text to embed.

        Returns:
            Embeddings for the text.
        """
        embeddings = await self.aembed_documents([text])
        return embeddings[0]
