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Created December 6, 2023 22:50
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{-
MAMonad:
- A monadic structure, MAMonad, designed to abstract over various content types (e.g., Video, Audio, Text) and facilitate transformations between them using a Large Language Model (LLM).
- Type: MAMonad :: * -> *
Bifunctor-like Error Handling:
- MAMonadResult is a bifunctor-like structure encapsulating either a result (Success) or an error (Error).
- Type: MAMonadResult a b = Success a | Error b
MAMonadContent Type Class:
- A class representing content that can be processed by MAMonad. It includes a function to extract keys using an LLM.
- extractKeys :: LLM -> a -> IO (MAMonadResult [Key] ErrorType)
Functor, Applicative, and Monad Instances for MAMonad:
- Functor: fmap applies a function inside the MAMonad.
- Applicative: pure wraps a value in MAMonad; <*> applies a monadic function to a monadic value.
- Monad: >>= (bind) chains operations on MAMonads, handling both success and error paths.
Transformation Function:
- transformContent utilizes the LLM and extracted keys to transform one content type to another within the MAMonad structure.
- transformContent :: (MAMonadContent a, MAMonadContent b) => LLM -> a -> MAMonad b
Content Types (e.g., Video, Audio):
- Specific data types representing different content modalities, each implementing MAMonadContent to enable key extraction and transformation.
-}
data MAMonadResult a b = Success a | Error b
class MAMonadContent a where
-- Extracts keys from content using LLM. Returns either extracted keys or an error.
extractKeys :: LLM -> a -> IO (MAMonadResult [Key] ErrorType)
newtype MAMonad a = MAMonad { runMAMonad :: IO (MAMonadResult a ErrorType) }
instance Functor MAMonad where
fmap f (MAMonad a) = MAMonad $ fmap (fmap f) a
instance Applicative MAMonad where
pure = MAMonad . return . Success
(MAMonad f) <*> (MAMonad a) = MAMonad $ (<*>) <$> f <*> a
instance Monad MAMonad where
return = pure
(MAMonad a) >>= f = MAMonad $ a >>= \case
Success x -> runMAMonad (f x)
Error e -> return $ Error e
transformContent :: (MAMonadContent a, MAMonadContent b) => LLM -> a -> MAMonad b
transformContent llm content = MAMonad $ do
result <- extractKeys llm content
case result of
Success keys -> -- Logic to transform content using keys
Error err -> return $ Error err
data Video = Video { videoData :: ... }
data Audio = Audio { audioData :: ... }
instance MAMonadContent Video where
extractKeys = extractKeysWithLLM
instance MAMonadContent Audio where
extractKeys = extractKeysWithLLM
-- Example usage
example :: LLM -> Audio -> MAMonad Video
example llm audio = transformContent llm audio
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