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- import os
- try:
- from chromadb.utils import embedding_functions
- except RuntimeError:
- from embedchain.utils import use_pysqlite3
- use_pysqlite3()
- from chromadb.utils import embedding_functions
- from .BaseAppConfig import BaseAppConfig
- class AppConfig(BaseAppConfig):
- """
- Config to initialize an embedchain custom `App` instance, with extra config options.
- """
- def __init__(self, log_level=None, host=None, port=None, id=None):
- """
- :param log_level: Optional. (String) Debug level
- ['DEBUG', 'INFO', 'WARNING', 'ERROR', 'CRITICAL'].
- :param host: Optional. Hostname for the database server.
- :param port: Optional. Port for the database server.
- :param id: Optional. ID of the app. Document metadata will have this id.
- """
- super().__init__(
- log_level=log_level, embedding_fn=AppConfig.default_embedding_function(), host=host, port=port, id=id
- )
- @staticmethod
- def default_embedding_function():
- """
- Sets embedding function to default (`text-embedding-ada-002`).
- :raises ValueError: If the template is not valid as template should contain
- $context and $query
- :returns: The default embedding function for the app class.
- """
- if os.getenv("OPENAI_API_KEY") is None and os.getenv("OPENAI_ORGANIZATION") is None:
- raise ValueError("OPENAI_API_KEY or OPENAI_ORGANIZATION environment variables not provided") # noqa:E501
- return embedding_functions.OpenAIEmbeddingFunction(
- api_key=os.getenv("OPENAI_API_KEY"),
- organization_id=os.getenv("OPENAI_ORGANIZATION"),
- model_name="text-embedding-ada-002",
- )
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