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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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