{-# LANGUAGE GADTs #-} module CHAD.Types.ToTan where import Data.Bifunctor (bimap) import Array import AST.Types import CHAD.Types import Data import ForwardAD import Interpreter.Rep toTanE :: SList STy env -> SList Value env -> SList Value (D2E env) -> SList Value (TanE env) toTanE SNil SNil SNil = SNil toTanE (t `SCons` env) (Value p `SCons` primal) (Value x `SCons` inp) = Value (toTan t p x) `SCons` toTanE env primal inp toTan :: STy t -> Rep t -> Rep (D2 t) -> Rep (Tan t) toTan typ primal der = case typ of STNil -> der STPair t1 t2 -> case der of Nothing -> bimap (zeroTan t1) (zeroTan t2) primal Just (d₁, d₂) -> bimap (\p1 -> toTan t1 p1 d₁) (\p2 -> toTan t2 p2 d₂) primal STEither t1 t2 -> case der of Nothing -> bimap (zeroTan t1) (zeroTan t2) primal Just d -> case (primal, d) of (Left p, Left d') -> Left (toTan t1 p d') (Right p, Right d') -> Right (toTan t2 p d') _ -> error "Primal and cotangent disagree on Either alternative" STMaybe t -> liftA2 (toTan t) primal der STArr _ t | shapeSize (arrayShape der) == 0 -> arrayMap (zeroTan t) primal | arrayShape primal == arrayShape der -> arrayGenerateLin (arrayShape primal) $ \i -> toTan t (arrayIndexLinear primal i) (arrayIndexLinear der i) | otherwise -> error "Primal and cotangent disagree on array shape" STScal sty -> case sty of STI32 -> der ; STI64 -> der ; STF32 -> der ; STF64 -> der ; STBool -> der STAccum{} -> error "Accumulators not allowed in input program"