-- Hoogle documentation, generated by Haddock -- See Hoogle, http://www.haskell.org/hoogle/ -- | Dependently typed tensorflow modeler -- -- Dependently typed tensorflow modeler @package mathflow @version 0.1.0.0 module MathFlow.Core -- | IsSubSamp // Subsampling constraint -- -- -- | IsMatMul // A constraint for matrix multiplication -- -- -- | IsConcat // A constraint for concatination of tensor -- -- -- | IsSameProduct // A constraint for reshaping tensor -- -- -- | Dependently typed tensor model -- -- This model includes basic arithmetic operators and tensorflow -- functions. data Tensor (n :: [Nat]) t a -- | Scalar value TScalar :: t -> Tensor t a -- | Transform a value to dependently typed value Tensor :: a -> Tensor t a -- | + of Num TAdd :: (Tensor n t a) -> (Tensor n t a) -> Tensor t a -- | TSub :: (Tensor n t a) -> (Tensor n t a) -> Tensor t a -- | TMul :: (Tensor n t a) -> (Tensor n t a) -> Tensor t a -- | abs of Num TAbs :: (Tensor n t a) -> Tensor t a -- | signum of Num TSign :: (Tensor n t a) -> Tensor t a -- | vector wise operator TRep :: (Tensor (Tail n) t a) -> Tensor t a -- | tensor tansporse operator TTr :: (Tensor (Reverse n) t a) -> Tensor t a -- | matrix multiply TMatMul :: (Tensor m t a) -> (Tensor o t a) -> Tensor t a -- | concat operator TConcat :: (Tensor m t a) -> (Tensor o t a) -> Tensor t a -- | reshape function TReshape :: (Tensor m t a) -> Tensor t a -- | conv2d function TConv2d :: (Tensor m t a) -> (Tensor o t a) -> Tensor t a -- | max pool TMaxPool :: (Sing f) -> (Tensor m t a) -> Tensor t a TSoftMax :: (Tensor n t a) -> Tensor t a TReLu :: (Tensor n t a) -> Tensor t a TNorm :: (Tensor n t a) -> Tensor t a -- | subsampling function TSubSamp :: (Sing f) -> (Tensor m t a) -> Tensor t a TApp :: (Tensor n t a) -> (Tensor m t2 a) -> Tensor t a TFunc :: String -> (Tensor n t a) -> Tensor t a TSym :: String -> Tensor t a TArgT :: String -> (Tensor n t a) -> Tensor t a TArgS :: String -> String -> Tensor t a TArgI :: String -> Integer -> Tensor t a TArgF :: String -> Float -> Tensor t a TArgD :: String -> Double -> Tensor t a TArgSing :: String -> (Sing (f :: [Nat])) -> Tensor t a -- | When generating code, this label is used. TLabel :: String -> (Tensor n t a) -> Tensor t a (<+>) :: forall n t a m t2. (Tensor n t a) -> (Tensor m t2 a) -> (Tensor n t a) infixr 4 <+> -- | get dimension from tensor -- --
--   >>> dim (Tensor 1 :: Tensor '[192,10] Float Int)
--   [192,10]
--   
class Dimension a dim :: Dimension a => a -> [Integer] toValue :: forall n t a. Sing (n :: [Nat]) -> a -> Tensor n t a (%*) :: forall o m n t a. (SingI o, SingI m, SingI n, IsMatMul m o n ~ True) => Tensor m t a -> Tensor o t a -> Tensor n t a (<--) :: SingI n => String -> Tensor n t a -> Tensor n t a class FromTensor a fromTensor :: FromTensor a => Tensor n t a -> a toString :: FromTensor a => Tensor n t a -> String run :: FromTensor a => Tensor n t a -> IO (Int, String, String) instance GHC.Num.Num t => GHC.Num.Num (MathFlow.Core.Tensor n t a) instance Data.Singletons.SingI n => MathFlow.Core.Dimension (MathFlow.Core.Tensor n t a) instance MathFlow.Core.Dimension (Data.Singletons.Sing n) module MathFlow.PyString data PyString PyString :: [String] -> String -> PyString [variables] :: PyString -> [String] [expression] :: PyString -> String toRunnableString :: PyString -> String -- | Get dimensions of list -- --
--   >>> listDim [1]
--   [1]
--   
--   >>> listDim [[1]]
--   [1,1]
--   
--   >>> listDim [[1,2]]
--   [1,2]
--   
--   >>> listDim [[1,2],[1,2]]
--   [2,2]
--   
class ListDimension a listDim :: ListDimension a => a -> [Integer] genPyType :: [Integer] -> Type genPyExp :: Show a => a -> Exp -- | Gen tensorflow constant expression -- -- $(pyConst1 [3]) means (Tensor "tf.constant([3])" :: Tensor '[1] -- PyString) $(pyConst1 [3,3]) means (Tensor "tf.constant([3,3])" :: -- Tensor '[2] PyString) $(pyConst2 [[3,3],[3,3]]) means (Tensor -- "tf.constant([[3,3],[3,3]])" :: Tensor '[2,2] PyString) pyConst1 :: [Integer] -> ExpQ pyConst2 :: [[Integer]] -> ExpQ pyConst3 :: [[[Integer]]] -> ExpQ pyConst4 :: [[[[Integer]]]] -> ExpQ pyConst :: (Show a, ListDimension a) => a -> ExpQ instance GHC.Read.Read MathFlow.PyString.PyString instance GHC.Classes.Eq MathFlow.PyString.PyString instance GHC.Show.Show MathFlow.PyString.PyString instance GHC.Base.Monoid MathFlow.PyString.PyString instance Data.String.IsString MathFlow.PyString.PyString instance MathFlow.Core.FromTensor MathFlow.PyString.PyString instance MathFlow.PyString.ListDimension GHC.Integer.Type.Integer instance MathFlow.PyString.ListDimension a => MathFlow.PyString.ListDimension [a] module MathFlow.TF assert :: Tensor n t a noGradient :: String -> Tensor n t a notDifferentiable :: String -> Tensor n t a tfPrint' :: String -> String -> String -> String -> String -> String -> Tensor n t a tfPrint :: String -> String -> Tensor n t a abs' :: Tensor n t a -> String -> Tensor n t a accumulateN' :: SingI n => String -> Sing n -> String -> String -> Tensor n t a accumulateN :: String -> Tensor n t a acos' :: Tensor n t a -> String -> Tensor n t a add' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a add :: Tensor n t a -> Tensor n t a -> Tensor n t a addCheckNumericsOps :: Tensor n t a addN' :: String -> String -> Tensor n t a addN :: String -> Tensor n t a addToCollection :: String -> String -> Tensor n t a allVariables :: Tensor n t a argMax' :: String -> String -> String -> Tensor n t a argMax :: String -> String -> Tensor n t a argMin' :: String -> String -> String -> Tensor n t a argMin :: String -> String -> Tensor n t a argmax' :: String -> String -> String -> String -> Tensor n t a argmax :: String -> Tensor n t a argmin' :: String -> String -> String -> String -> Tensor n t a argmin :: String -> Tensor n t a asDtype :: String -> Tensor n t a asString' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a asString :: String -> Tensor n t a asin' :: Tensor n t a -> String -> Tensor n t a assertEqual' :: Tensor n t a -> Tensor n t a -> String -> String -> String -> String -> Tensor n t a assertEqual :: Tensor n t a -> Tensor n t a -> Tensor n t a assertGreater' :: Tensor n t a -> Tensor n t a -> String -> String -> String -> String -> Tensor n t a assertGreater :: Tensor n t a -> Tensor n t a -> Tensor n t a assertGreaterEqual' :: Tensor n t a -> Tensor n t a -> String -> String -> String -> String -> Tensor n t a assertGreaterEqual :: Tensor n t a -> Tensor n t a -> Tensor n t a assertInteger' :: Tensor n t a -> String -> String -> Tensor n t a assertInteger :: Tensor n t a -> Tensor n t a assertLess' :: Tensor n t a -> Tensor n t a -> String -> String -> String -> String -> Tensor n t a assertLess :: Tensor n t a -> Tensor n t a -> Tensor n t a assertLessEqual' :: Tensor n t a -> Tensor n t a -> String -> String -> String -> String -> Tensor n t a assertLessEqual :: Tensor n t a -> Tensor n t a -> Tensor n t a assertNegative' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a assertNegative :: Tensor n t a -> Tensor n t a assertNonNegative' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a assertNonNegative :: Tensor n t a -> Tensor n t a assertNonPositive' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a assertNonPositive :: Tensor n t a -> Tensor n t a assertNoneEqual' :: Tensor n t a -> Tensor n t a -> String -> String -> String -> String -> Tensor n t a assertNoneEqual :: Tensor n t a -> Tensor n t a -> Tensor n t a assertPositive' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a assertPositive :: Tensor n t a -> Tensor n t a assertProperIterable :: String -> Tensor n t a assertRank' :: Tensor n t a -> String -> String -> String -> String -> String -> Tensor n t a assertRank :: Tensor n t a -> String -> Tensor n t a assertRankAtLeast' :: Tensor n t a -> String -> String -> String -> String -> String -> Tensor n t a assertRankAtLeast :: Tensor n t a -> String -> Tensor n t a assertSameFloatDtype :: Tensor n t a assertScalar' :: Tensor n t a -> String -> Tensor n t a assertScalar :: Tensor n t a -> Tensor n t a assertType' :: Tensor n t a -> String -> String -> String -> Tensor n t a assertType :: Tensor n t a -> String -> Tensor n t a assertVariablesInitialized :: Tensor n t a assign' :: String -> String -> String -> String -> String -> Tensor n t a assign :: String -> String -> Tensor n t a assignAdd' :: String -> String -> String -> String -> Tensor n t a assignAdd :: String -> String -> Tensor n t a assignSub' :: String -> String -> String -> String -> Tensor n t a assignSub :: String -> String -> Tensor n t a atan' :: Tensor n t a -> String -> Tensor n t a atan2' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a atan2 :: Tensor n t a -> Tensor n t a -> Tensor n t a batchToSpace' :: String -> String -> String -> String -> Tensor n t a batchToSpace :: String -> String -> String -> Tensor n t a batchToSpaceNd' :: String -> String -> String -> String -> Tensor n t a batchToSpaceNd :: String -> String -> String -> Tensor n t a betainc' :: Tensor n t a -> Tensor n t a -> Tensor n t a -> String -> Tensor n t a betainc :: Tensor n t a -> Tensor n t a -> Tensor n t a -> Tensor n t a bincount' :: String -> String -> String -> String -> String -> Tensor n t a bincount :: String -> Tensor n t a bitcast' :: String -> String -> String -> Tensor n t a bitcast :: String -> String -> Tensor n t a booleanMask' :: Tensor n t a -> String -> String -> Tensor n t a booleanMask :: Tensor n t a -> String -> Tensor n t a broadcastDynamicShape :: String -> String -> Tensor n t a broadcastStaticShape :: String -> String -> Tensor n t a tfcase' :: String -> String -> String -> String -> String -> Tensor n t a tfcase :: String -> String -> Tensor n t a cast' :: Tensor n t a -> String -> String -> Tensor n t a cast :: Tensor n t a -> String -> Tensor n t a ceil' :: Tensor n t a -> String -> Tensor n t a ceil :: Tensor n t a -> Tensor n t a checkNumerics' :: Tensor n t a -> String -> String -> Tensor n t a checkNumerics :: Tensor n t a -> String -> Tensor n t a cholesky' :: String -> String -> Tensor n t a cholesky :: String -> Tensor n t a choleskySolve' :: String -> String -> String -> Tensor n t a choleskySolve :: String -> String -> Tensor n t a clipByAverageNorm' :: String -> String -> String -> Tensor n t a clipByAverageNorm :: String -> String -> Tensor n t a clipByGlobalNorm' :: String -> String -> String -> String -> Tensor n t a clipByGlobalNorm :: String -> String -> Tensor n t a clipByNorm' :: String -> String -> String -> String -> Tensor n t a clipByNorm :: String -> String -> Tensor n t a clipByValue' :: String -> String -> String -> String -> Tensor n t a clipByValue :: String -> String -> String -> Tensor n t a complex' :: String -> String -> String -> Tensor n t a complex :: String -> String -> Tensor n t a concat' :: String -> String -> String -> Tensor n t a concat :: String -> String -> Tensor n t a cond :: Tensor n t a confusionMatrix' :: String -> String -> String -> String -> String -> String -> Tensor n t a confusionMatrix :: String -> String -> Tensor n t a conj' :: Tensor n t a -> String -> Tensor n t a conj :: Tensor n t a -> Tensor n t a constant' :: SingI n => String -> String -> Sing n -> String -> String -> Tensor n t a constant :: String -> Tensor n t a container :: String -> Tensor n t a controlDependencies :: String -> Tensor n t a convertToTensor' :: String -> String -> String -> String -> Tensor n t a convertToTensor :: String -> Tensor n t a convertToTensorOrIndexedSlices' :: String -> String -> String -> Tensor n t a convertToTensorOrIndexedSlices :: String -> Tensor n t a convertToTensorOrSparseTensor' :: String -> String -> String -> Tensor n t a convertToTensorOrSparseTensor :: String -> Tensor n t a cos' :: Tensor n t a -> String -> Tensor n t a countNonzero' :: String -> String -> String -> String -> String -> String -> Tensor n t a countNonzero :: String -> Tensor n t a countUpTo' :: String -> String -> String -> Tensor n t a countUpTo :: String -> String -> Tensor n t a createPartitionedVariables' :: SingI n => Sing n -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a createPartitionedVariables :: SingI n => Sing n -> String -> String -> Tensor n t a cross' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a cross :: Tensor n t a -> Tensor n t a -> Tensor n t a cumprod' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a cumprod :: Tensor n t a -> Tensor n t a cumsum' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a cumsum :: Tensor n t a -> Tensor n t a decodeBase64' :: String -> String -> Tensor n t a decodeBase64 :: String -> Tensor n t a decodeCsv' :: String -> String -> String -> String -> Tensor n t a decodeCsv :: String -> String -> Tensor n t a decodeJsonExample' :: String -> String -> Tensor n t a decodeJsonExample :: String -> Tensor n t a decodeRaw' :: String -> String -> String -> String -> Tensor n t a decodeRaw :: String -> String -> Tensor n t a deleteSessionTensor' :: String -> String -> Tensor n t a deleteSessionTensor :: String -> Tensor n t a depthToSpace' :: String -> String -> String -> Tensor n t a depthToSpace :: String -> String -> Tensor n t a dequantize' :: String -> String -> String -> String -> String -> Tensor n t a dequantize :: String -> String -> String -> Tensor n t a deserializeManySparse' :: String -> String -> String -> String -> Tensor n t a deserializeManySparse :: String -> String -> Tensor n t a device :: String -> Tensor n t a diag' :: String -> String -> Tensor n t a diag :: String -> Tensor n t a diagPart' :: String -> String -> Tensor n t a diagPart :: String -> Tensor n t a digamma' :: Tensor n t a -> String -> Tensor n t a digamma :: Tensor n t a -> Tensor n t a div' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a div :: Tensor n t a -> Tensor n t a -> Tensor n t a divide' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a divide :: Tensor n t a -> Tensor n t a -> Tensor n t a dynamicPartition' :: String -> String -> String -> String -> Tensor n t a dynamicPartition :: String -> String -> String -> Tensor n t a dynamicStitch' :: String -> String -> String -> Tensor n t a dynamicStitch :: String -> String -> Tensor n t a editDistance' :: String -> String -> String -> String -> Tensor n t a editDistance :: String -> String -> Tensor n t a einsum :: String -> Tensor n t a encodeBase64' :: String -> String -> String -> Tensor n t a encodeBase64 :: String -> Tensor n t a equal' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a equal :: Tensor n t a -> Tensor n t a -> Tensor n t a erf' :: Tensor n t a -> String -> Tensor n t a erf :: Tensor n t a -> Tensor n t a erfc' :: Tensor n t a -> String -> Tensor n t a erfc :: Tensor n t a -> Tensor n t a exp' :: Tensor n t a -> String -> Tensor n t a exp :: Tensor n t a -> Tensor n t a expandDims' :: String -> String -> String -> String -> Tensor n t a expandDims :: String -> Tensor n t a expm1' :: Tensor n t a -> String -> Tensor n t a expm1 :: Tensor n t a -> Tensor n t a extractImagePatches' :: SingI n => String -> String -> Sing n -> String -> String -> String -> Tensor n t a extractImagePatches :: SingI n => String -> String -> Sing n -> String -> String -> Tensor n t a eye' :: String -> String -> String -> String -> String -> Tensor n t a eye :: String -> Tensor n t a fakeQuantWithMinMaxArgs' :: String -> String -> String -> String -> String -> Tensor n t a fakeQuantWithMinMaxArgs :: String -> Tensor n t a fakeQuantWithMinMaxArgsGradient' :: String -> String -> String -> String -> String -> String -> Tensor n t a fakeQuantWithMinMaxArgsGradient :: String -> String -> Tensor n t a fakeQuantWithMinMaxVars' :: String -> String -> String -> String -> String -> Tensor n t a fakeQuantWithMinMaxVars :: String -> String -> String -> Tensor n t a fakeQuantWithMinMaxVarsGradient' :: String -> String -> String -> String -> String -> String -> Tensor n t a fakeQuantWithMinMaxVarsGradient :: String -> String -> String -> String -> Tensor n t a fakeQuantWithMinMaxVarsPerChannel' :: String -> String -> String -> String -> String -> Tensor n t a fakeQuantWithMinMaxVarsPerChannel :: String -> String -> String -> Tensor n t a fakeQuantWithMinMaxVarsPerChannelGradient' :: String -> String -> String -> String -> String -> String -> Tensor n t a fakeQuantWithMinMaxVarsPerChannelGradient :: String -> String -> String -> String -> Tensor n t a fft' :: String -> String -> Tensor n t a fft :: String -> Tensor n t a fft2d' :: String -> String -> Tensor n t a fft2d :: String -> Tensor n t a fft3d' :: String -> String -> Tensor n t a fft3d :: String -> Tensor n t a fill' :: String -> String -> String -> Tensor n t a fill :: String -> String -> Tensor n t a fixedSizePartitioner' :: String -> String -> Tensor n t a fixedSizePartitioner :: String -> Tensor n t a floor' :: Tensor n t a -> String -> Tensor n t a floor :: Tensor n t a -> Tensor n t a floorDiv' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a floorDiv :: Tensor n t a -> Tensor n t a -> Tensor n t a floordiv' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a floordiv :: Tensor n t a -> Tensor n t a -> Tensor n t a floormod' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a floormod :: Tensor n t a -> Tensor n t a -> Tensor n t a foldl' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a foldl :: String -> String -> Tensor n t a foldr' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a foldr :: String -> String -> Tensor n t a gather' :: String -> String -> String -> String -> Tensor n t a gather :: String -> String -> Tensor n t a gatherNd' :: String -> String -> String -> Tensor n t a gatherNd :: String -> String -> Tensor n t a getCollection' :: String -> String -> Tensor n t a getCollection :: String -> Tensor n t a getCollectionRef :: String -> Tensor n t a getDefaultGraph :: Tensor n t a getDefaultSession :: Tensor n t a getLocalVariable :: Tensor n t a getSeed :: String -> Tensor n t a getSessionHandle' :: String -> String -> Tensor n t a getSessionHandle :: String -> Tensor n t a getSessionTensor' :: String -> String -> String -> Tensor n t a getSessionTensor :: String -> String -> Tensor n t a getVariable' :: SingI n => String -> Sing n -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a getVariable :: String -> Tensor n t a getVariableScope :: Tensor n t a globalNorm' :: String -> String -> Tensor n t a globalNorm :: String -> Tensor n t a globalVariables :: Tensor n t a globalVariablesInitializer :: Tensor n t a gradients' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a gradients :: String -> String -> Tensor n t a greater' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a greater :: Tensor n t a -> Tensor n t a -> Tensor n t a greaterEqual' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a greaterEqual :: Tensor n t a -> Tensor n t a -> Tensor n t a group :: Tensor n t a hessians' :: String -> String -> String -> String -> String -> String -> Tensor n t a hessians :: String -> String -> Tensor n t a histogramFixedWidth' :: String -> String -> String -> String -> String -> Tensor n t a histogramFixedWidth :: String -> String -> Tensor n t a identity' :: String -> String -> Tensor n t a identity :: String -> Tensor n t a ifft' :: String -> String -> Tensor n t a ifft :: String -> Tensor n t a ifft2d' :: String -> String -> Tensor n t a ifft2d :: String -> Tensor n t a ifft3d' :: String -> String -> Tensor n t a ifft3d :: String -> Tensor n t a igamma' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a igamma :: Tensor n t a -> Tensor n t a -> Tensor n t a igammac' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a igammac :: Tensor n t a -> Tensor n t a -> Tensor n t a imag' :: String -> String -> Tensor n t a imag :: String -> Tensor n t a importGraphDef' :: String -> String -> String -> String -> String -> String -> Tensor n t a importGraphDef :: String -> Tensor n t a initializeAllTables :: Tensor n t a initializeAllVariables :: Tensor n t a initializeLocalVariables :: Tensor n t a initializeVariables :: Tensor n t a invertPermutation' :: Tensor n t a -> String -> Tensor n t a invertPermutation :: Tensor n t a -> Tensor n t a isFinite' :: Tensor n t a -> String -> Tensor n t a isFinite :: Tensor n t a -> Tensor n t a isInf' :: Tensor n t a -> String -> Tensor n t a isInf :: Tensor n t a -> Tensor n t a isNan' :: Tensor n t a -> String -> Tensor n t a isNan :: Tensor n t a -> Tensor n t a isNonDecreasing' :: Tensor n t a -> String -> Tensor n t a isNonDecreasing :: Tensor n t a -> Tensor n t a isNumericTensor :: Tensor n t a -> Tensor n t a isStrictlyIncreasing' :: Tensor n t a -> String -> Tensor n t a isStrictlyIncreasing :: Tensor n t a -> Tensor n t a isVariableInitialized :: Tensor n t a lbeta' :: Tensor n t a -> String -> Tensor n t a lbeta :: Tensor n t a -> Tensor n t a less' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a less :: Tensor n t a -> Tensor n t a -> Tensor n t a lessEqual' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a lessEqual :: Tensor n t a -> Tensor n t a -> Tensor n t a lgamma' :: Tensor n t a -> String -> Tensor n t a lgamma :: Tensor n t a -> Tensor n t a linSpace' :: String -> String -> String -> String -> Tensor n t a linSpace :: String -> String -> String -> Tensor n t a linspace' :: String -> String -> String -> String -> Tensor n t a linspace :: String -> String -> String -> Tensor n t a loadFileSystemLibrary :: String -> Tensor n t a loadOpLibrary :: String -> Tensor n t a localVariables :: Tensor n t a localVariablesInitializer :: Tensor n t a log' :: Tensor n t a -> String -> Tensor n t a log :: Tensor n t a -> Tensor n t a log1p' :: Tensor n t a -> String -> Tensor n t a log1p :: Tensor n t a -> Tensor n t a logSigmoid' :: Tensor n t a -> String -> Tensor n t a logSigmoid :: Tensor n t a -> Tensor n t a logicalAnd' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a logicalAnd :: Tensor n t a -> Tensor n t a -> Tensor n t a logicalNot' :: Tensor n t a -> String -> Tensor n t a logicalNot :: Tensor n t a -> Tensor n t a logicalOr' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a logicalOr :: Tensor n t a -> Tensor n t a -> Tensor n t a logicalXor' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a logicalXor :: Tensor n t a -> Tensor n t a -> Tensor n t a makeNdarray :: Tensor n t a -> Tensor n t a makeTemplate' :: String -> String -> String -> String -> String -> Tensor n t a makeTemplate :: String -> String -> Tensor n t a makeTensorProto' :: SingI n => String -> String -> Sing n -> String -> Tensor n t a makeTensorProto :: String -> Tensor n t a mapFn' :: String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a mapFn :: String -> String -> Tensor n t a matchingFiles' :: String -> String -> Tensor n t a matchingFiles :: String -> Tensor n t a matmul' :: Tensor n t a -> Tensor n t a -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a matmul :: Tensor n t a -> Tensor n t a -> Tensor n t a matrixBandPart' :: String -> String -> String -> String -> Tensor n t a matrixBandPart :: String -> String -> String -> Tensor n t a matrixDeterminant' :: String -> String -> Tensor n t a matrixDeterminant :: String -> Tensor n t a matrixDiag' :: String -> String -> Tensor n t a matrixDiag :: String -> Tensor n t a matrixDiagPart' :: String -> String -> Tensor n t a matrixDiagPart :: String -> Tensor n t a matrixInverse' :: String -> String -> String -> Tensor n t a matrixInverse :: String -> Tensor n t a matrixSetDiag' :: String -> String -> String -> Tensor n t a matrixSetDiag :: String -> String -> Tensor n t a matrixSolve' :: String -> String -> String -> String -> Tensor n t a matrixSolve :: String -> String -> Tensor n t a matrixSolveLs' :: String -> String -> String -> String -> String -> Tensor n t a matrixSolveLs :: String -> String -> Tensor n t a matrixTranspose' :: Tensor n t a -> String -> Tensor n t a matrixTranspose :: Tensor n t a -> Tensor n t a matrixTriangularSolve' :: String -> String -> String -> String -> String -> Tensor n t a matrixTriangularSolve :: String -> String -> Tensor n t a maximum' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a maximum :: Tensor n t a -> Tensor n t a -> Tensor n t a meshgrid :: Tensor n t a minMaxVariablePartitioner :: Tensor n t a minimum' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a minimum :: Tensor n t a -> Tensor n t a -> Tensor n t a mod' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a mod :: Tensor n t a -> Tensor n t a -> Tensor n t a modelVariables :: Tensor n t a movingAverageVariables :: Tensor n t a multinomial' :: String -> String -> String -> String -> Tensor n t a multinomial :: String -> String -> Tensor n t a multiply' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a multiply :: Tensor n t a -> Tensor n t a -> Tensor n t a nameScope :: Tensor n t a negative' :: Tensor n t a -> String -> Tensor n t a negative :: Tensor n t a -> Tensor n t a noOp :: Tensor n t a noRegularizer :: String -> Tensor n t a norm' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a norm :: Tensor n t a -> Tensor n t a notEqual' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a notEqual :: Tensor n t a -> Tensor n t a -> Tensor n t a oneHot' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a oneHot :: String -> String -> Tensor n t a ones' :: SingI n => Sing n -> String -> String -> Tensor n t a ones :: SingI n => Sing n -> Tensor n t a onesLike' :: Tensor n t a -> String -> String -> String -> Tensor n t a onesLike :: Tensor n t a -> Tensor n t a opScope :: Tensor n t a pad' :: Tensor n t a -> String -> String -> String -> Tensor n t a pad :: Tensor n t a -> String -> Tensor n t a parallelStack' :: String -> String -> Tensor n t a parallelStack :: String -> Tensor n t a parseExample' :: String -> String -> String -> String -> Tensor n t a parseExample :: String -> String -> Tensor n t a parseSingleExample' :: String -> String -> String -> String -> Tensor n t a parseSingleExample :: String -> String -> Tensor n t a parseSingleSequenceExample' :: String -> String -> String -> String -> String -> Tensor n t a parseSingleSequenceExample :: String -> Tensor n t a parseTensor' :: String -> String -> String -> Tensor n t a parseTensor :: String -> String -> Tensor n t a placeholder' :: SingI n => String -> Sing n -> String -> Tensor n t a placeholder :: String -> Tensor n t a placeholderWithDefault' :: SingI n => String -> Sing n -> String -> Tensor n t a placeholderWithDefault :: SingI n => String -> Sing n -> Tensor n t a polygamma' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a polygamma :: Tensor n t a -> Tensor n t a -> Tensor n t a pow' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a pow :: Tensor n t a -> Tensor n t a -> Tensor n t a pyFunc' :: String -> String -> String -> String -> String -> Tensor n t a pyFunc :: String -> String -> String -> Tensor n t a qr' :: String -> String -> String -> Tensor n t a qr :: String -> Tensor n t a quantizeV2' :: String -> String -> String -> String -> String -> String -> Tensor n t a quantizeV2 :: String -> String -> String -> String -> Tensor n t a quantizedConcat' :: String -> String -> String -> String -> String -> Tensor n t a quantizedConcat :: String -> String -> String -> String -> Tensor n t a randomCrop' :: String -> String -> String -> String -> Tensor n t a randomCrop :: String -> String -> Tensor n t a randomGamma' :: SingI n => Sing n -> String -> String -> String -> String -> String -> Tensor n t a randomGamma :: SingI n => Sing n -> String -> Tensor n t a randomNormal' :: SingI n => Sing n -> String -> String -> String -> String -> String -> Tensor n t a randomNormal :: SingI n => Sing n -> Tensor n t a randomPoisson' :: SingI n => String -> Sing n -> String -> String -> String -> Tensor n t a randomPoisson :: SingI n => String -> Sing n -> Tensor n t a randomShuffle' :: String -> String -> String -> Tensor n t a randomShuffle :: String -> Tensor n t a randomUniform' :: SingI n => Sing n -> String -> String -> String -> String -> String -> Tensor n t a randomUniform :: SingI n => Sing n -> Tensor n t a range' :: String -> String -> String -> String -> String -> Tensor n t a range :: String -> Tensor n t a rank' :: String -> String -> Tensor n t a rank :: String -> Tensor n t a readFile' :: String -> String -> Tensor n t a readFile :: String -> Tensor n t a real' :: String -> String -> Tensor n t a real :: String -> Tensor n t a realdiv' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a realdiv :: Tensor n t a -> Tensor n t a -> Tensor n t a reciprocal' :: Tensor n t a -> String -> Tensor n t a reciprocal :: Tensor n t a -> Tensor n t a reduceAll' :: String -> String -> String -> String -> String -> Tensor n t a reduceAll :: String -> Tensor n t a reduceAny' :: String -> String -> String -> String -> String -> Tensor n t a reduceAny :: String -> Tensor n t a reduceJoin' :: String -> String -> String -> String -> String -> String -> Tensor n t a reduceJoin :: String -> Tensor n t a reduceLogsumexp' :: String -> String -> String -> String -> String -> Tensor n t a reduceLogsumexp :: String -> Tensor n t a reduceMax' :: String -> String -> String -> String -> String -> Tensor n t a reduceMax :: String -> Tensor n t a reduceMean' :: String -> String -> String -> String -> String -> Tensor n t a reduceMean :: String -> Tensor n t a reduceMin' :: String -> String -> String -> String -> String -> Tensor n t a reduceMin :: String -> Tensor n t a reduceProd' :: String -> String -> String -> String -> String -> Tensor n t a reduceProd :: String -> Tensor n t a reduceSum' :: String -> String -> String -> String -> String -> Tensor n t a reduceSum :: String -> Tensor n t a registerTensorConversionFunction' :: String -> String -> String -> Tensor n t a registerTensorConversionFunction :: String -> String -> Tensor n t a reportUninitializedVariables :: Tensor n t a requiredSpaceToBatchPaddings' :: String -> String -> String -> String -> Tensor n t a requiredSpaceToBatchPaddings :: String -> String -> Tensor n t a resetDefaultGraph :: Tensor n t a reshape' :: SingI n => Tensor n t a -> Sing n -> String -> Tensor n t a reshape :: SingI n => Tensor n t a -> Sing n -> Tensor n t a reverse' :: Tensor n t a -> String -> String -> Tensor n t a reverse :: Tensor n t a -> String -> Tensor n t a reverseSequence' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a reverseSequence :: String -> String -> Tensor n t a reverseV2' :: Tensor n t a -> String -> String -> Tensor n t a reverseV2 :: Tensor n t a -> String -> Tensor n t a rint' :: Tensor n t a -> String -> Tensor n t a rint :: Tensor n t a -> Tensor n t a round' :: Tensor n t a -> String -> Tensor n t a round :: Tensor n t a -> Tensor n t a rsqrt' :: Tensor n t a -> String -> Tensor n t a rsqrt :: Tensor n t a -> Tensor n t a saturateCast' :: String -> String -> String -> Tensor n t a saturateCast :: String -> String -> Tensor n t a scalarMul :: String -> Tensor n t a -> Tensor n t a scan' :: String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a scan :: String -> String -> Tensor n t a scatterAdd' :: String -> String -> String -> String -> String -> Tensor n t a scatterAdd :: String -> String -> String -> Tensor n t a scatterDiv' :: String -> String -> String -> String -> String -> Tensor n t a scatterDiv :: String -> String -> String -> Tensor n t a scatterMul' :: String -> String -> String -> String -> String -> Tensor n t a scatterMul :: String -> String -> String -> Tensor n t a scatterNd' :: SingI n => String -> String -> Sing n -> String -> Tensor n t a scatterNd :: SingI n => String -> String -> Sing n -> Tensor n t a scatterNdAdd' :: String -> String -> String -> String -> String -> Tensor n t a scatterNdAdd :: String -> String -> String -> Tensor n t a scatterNdSub' :: String -> String -> String -> String -> String -> Tensor n t a scatterNdSub :: String -> String -> String -> Tensor n t a scatterNdUpdate' :: String -> String -> String -> String -> String -> Tensor n t a scatterNdUpdate :: String -> String -> String -> Tensor n t a scatterSub' :: String -> String -> String -> String -> String -> Tensor n t a scatterSub :: String -> String -> String -> Tensor n t a scatterUpdate' :: String -> String -> String -> String -> String -> Tensor n t a scatterUpdate :: String -> String -> String -> Tensor n t a segmentMax' :: String -> String -> String -> Tensor n t a segmentMax :: String -> String -> Tensor n t a segmentMean' :: String -> String -> String -> Tensor n t a segmentMean :: String -> String -> Tensor n t a segmentMin' :: String -> String -> String -> Tensor n t a segmentMin :: String -> String -> Tensor n t a segmentProd' :: String -> String -> String -> Tensor n t a segmentProd :: String -> String -> Tensor n t a segmentSum' :: String -> String -> String -> Tensor n t a segmentSum :: String -> String -> Tensor n t a selfAdjointEig' :: Tensor n t a -> String -> Tensor n t a selfAdjointEig :: Tensor n t a -> Tensor n t a selfAdjointEigvals' :: Tensor n t a -> String -> Tensor n t a selfAdjointEigvals :: Tensor n t a -> Tensor n t a sequenceMask' :: String -> String -> String -> String -> Tensor n t a sequenceMask :: String -> Tensor n t a serializeManySparse' :: String -> String -> Tensor n t a serializeManySparse :: String -> Tensor n t a serializeSparse' :: String -> String -> Tensor n t a serializeSparse :: String -> Tensor n t a setRandomSeed :: String -> Tensor n t a setdiff1d' :: Tensor n t a -> Tensor n t a -> String -> String -> Tensor n t a setdiff1d :: Tensor n t a -> Tensor n t a -> Tensor n t a shape' :: String -> String -> String -> Tensor n t a shape :: String -> Tensor n t a shapeN' :: String -> String -> String -> Tensor n t a shapeN :: String -> Tensor n t a sigmoid' :: Tensor n t a -> String -> Tensor n t a sigmoid :: Tensor n t a -> Tensor n t a sign' :: Tensor n t a -> String -> Tensor n t a sign :: Tensor n t a -> Tensor n t a sin' :: Tensor n t a -> String -> Tensor n t a size' :: String -> String -> String -> Tensor n t a size :: String -> Tensor n t a slice' :: String -> String -> String -> String -> Tensor n t a slice :: String -> String -> String -> Tensor n t a spaceToBatch' :: String -> String -> String -> String -> Tensor n t a spaceToBatch :: String -> String -> String -> Tensor n t a spaceToBatchNd' :: String -> String -> String -> String -> Tensor n t a spaceToBatchNd :: String -> String -> String -> Tensor n t a spaceToDepth' :: String -> String -> String -> Tensor n t a spaceToDepth :: String -> String -> Tensor n t a sparseAdd' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a sparseAdd :: Tensor n t a -> Tensor n t a -> Tensor n t a sparseConcat' :: String -> String -> String -> String -> String -> Tensor n t a sparseConcat :: String -> String -> Tensor n t a sparseFillEmptyRows' :: String -> String -> String -> Tensor n t a sparseFillEmptyRows :: String -> String -> Tensor n t a sparseMask' :: Tensor n t a -> String -> String -> Tensor n t a sparseMask :: Tensor n t a -> String -> Tensor n t a sparseMatmul' :: Tensor n t a -> Tensor n t a -> String -> String -> String -> String -> String -> Tensor n t a sparseMatmul :: Tensor n t a -> Tensor n t a -> Tensor n t a sparseMaximum' :: String -> String -> String -> Tensor n t a sparseMaximum :: String -> String -> Tensor n t a sparseMerge' :: String -> String -> String -> String -> String -> Tensor n t a sparseMerge :: String -> String -> String -> Tensor n t a sparseMinimum' :: String -> String -> String -> Tensor n t a sparseMinimum :: String -> String -> Tensor n t a sparsePlaceholder' :: SingI n => String -> Sing n -> String -> Tensor n t a sparsePlaceholder :: String -> Tensor n t a sparseReduceSum' :: String -> String -> String -> String -> Tensor n t a sparseReduceSum :: String -> Tensor n t a sparseReduceSumSparse' :: String -> String -> String -> String -> Tensor n t a sparseReduceSumSparse :: String -> Tensor n t a sparseReorder' :: String -> String -> Tensor n t a sparseReorder :: String -> Tensor n t a sparseResetShape' :: String -> String -> Tensor n t a sparseResetShape :: String -> Tensor n t a sparseReshape' :: SingI n => String -> Sing n -> String -> Tensor n t a sparseReshape :: SingI n => String -> Sing n -> Tensor n t a sparseRetain :: String -> String -> Tensor n t a sparseSegmentMean' :: String -> String -> String -> String -> Tensor n t a sparseSegmentMean :: String -> String -> String -> Tensor n t a sparseSegmentSqrtN' :: String -> String -> String -> String -> Tensor n t a sparseSegmentSqrtN :: String -> String -> String -> Tensor n t a sparseSegmentSum' :: String -> String -> String -> String -> Tensor n t a sparseSegmentSum :: String -> String -> String -> Tensor n t a sparseSoftmax' :: String -> String -> Tensor n t a sparseSoftmax :: String -> Tensor n t a sparseSplit :: Tensor n t a sparseTensorDenseMatmul' :: String -> Tensor n t a -> String -> String -> String -> Tensor n t a sparseTensorDenseMatmul :: String -> Tensor n t a -> Tensor n t a sparseTensorToDense' :: String -> String -> String -> String -> Tensor n t a sparseTensorToDense :: String -> Tensor n t a sparseToDense' :: String -> String -> String -> String -> String -> String -> Tensor n t a sparseToDense :: String -> String -> String -> Tensor n t a sparseToIndicator' :: String -> String -> String -> Tensor n t a sparseToIndicator :: String -> String -> Tensor n t a sparseTranspose' :: String -> String -> String -> Tensor n t a sparseTranspose :: String -> Tensor n t a split' :: String -> String -> String -> String -> String -> Tensor n t a split :: String -> String -> Tensor n t a sqrt' :: Tensor n t a -> String -> Tensor n t a sqrt :: Tensor n t a -> Tensor n t a square' :: Tensor n t a -> String -> Tensor n t a square :: Tensor n t a -> Tensor n t a squaredDifference' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a squaredDifference :: Tensor n t a -> Tensor n t a -> Tensor n t a squeeze' :: String -> String -> String -> String -> Tensor n t a squeeze :: String -> Tensor n t a stack' :: String -> String -> String -> Tensor n t a stack :: String -> Tensor n t a stopGradient' :: String -> String -> Tensor n t a stopGradient :: String -> Tensor n t a stridedSlice' :: SingI n => String -> String -> String -> Sing n -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a stridedSlice :: String -> String -> String -> Tensor n t a stringJoin' :: String -> String -> String -> Tensor n t a stringJoin :: String -> Tensor n t a stringSplit' :: String -> String -> Tensor n t a stringSplit :: String -> Tensor n t a stringToHashBucket' :: String -> String -> String -> Tensor n t a stringToHashBucket :: String -> String -> Tensor n t a stringToHashBucketFast' :: String -> String -> String -> Tensor n t a stringToHashBucketFast :: String -> String -> Tensor n t a stringToHashBucketStrong' :: String -> String -> String -> String -> Tensor n t a stringToHashBucketStrong :: String -> String -> String -> Tensor n t a stringToNumber' :: String -> String -> String -> Tensor n t a stringToNumber :: String -> Tensor n t a substr' :: String -> String -> String -> String -> Tensor n t a substr :: String -> String -> String -> Tensor n t a subtract' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a subtract :: Tensor n t a -> Tensor n t a -> Tensor n t a svd' :: Tensor n t a -> String -> String -> String -> Tensor n t a svd :: Tensor n t a -> Tensor n t a tablesInitializer :: Tensor n t a tan' :: Tensor n t a -> String -> Tensor n t a tanh' :: Tensor n t a -> String -> Tensor n t a tanh :: Tensor n t a -> Tensor n t a tensordot' :: Tensor n t a -> Tensor n t a -> String -> String -> Tensor n t a tensordot :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a tile' :: String -> String -> String -> Tensor n t a tile :: String -> String -> Tensor n t a toBfloat16' :: Tensor n t a -> String -> Tensor n t a toBfloat16 :: Tensor n t a -> Tensor n t a toDouble' :: Tensor n t a -> String -> Tensor n t a toDouble :: Tensor n t a -> Tensor n t a toFloat' :: Tensor n t a -> String -> Tensor n t a toFloat :: Tensor n t a -> Tensor n t a toInt32' :: Tensor n t a -> String -> Tensor n t a toInt32 :: Tensor n t a -> Tensor n t a toInt64' :: Tensor n t a -> String -> Tensor n t a toInt64 :: Tensor n t a -> Tensor n t a trace' :: Tensor n t a -> String -> Tensor n t a trace :: Tensor n t a -> Tensor n t a trainableVariables :: Tensor n t a transpose' :: Tensor n t a -> String -> String -> Tensor n t a transpose :: Tensor n t a -> Tensor n t a truediv' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a truediv :: Tensor n t a -> Tensor n t a -> Tensor n t a truncatedNormal' :: SingI n => Sing n -> String -> String -> String -> String -> String -> Tensor n t a truncatedNormal :: SingI n => Sing n -> Tensor n t a truncatediv' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a truncatediv :: Tensor n t a -> Tensor n t a -> Tensor n t a truncatemod' :: Tensor n t a -> Tensor n t a -> String -> Tensor n t a truncatemod :: Tensor n t a -> Tensor n t a -> Tensor n t a tuple' :: String -> String -> String -> Tensor n t a tuple :: String -> Tensor n t a unique' :: Tensor n t a -> String -> String -> Tensor n t a unique :: Tensor n t a -> Tensor n t a uniqueWithCounts' :: Tensor n t a -> String -> String -> Tensor n t a uniqueWithCounts :: Tensor n t a -> Tensor n t a unsortedSegmentMax' :: String -> String -> String -> String -> Tensor n t a unsortedSegmentMax :: String -> String -> String -> Tensor n t a unsortedSegmentSum' :: String -> String -> String -> String -> Tensor n t a unsortedSegmentSum :: String -> String -> String -> Tensor n t a unstack' :: String -> String -> String -> String -> Tensor n t a unstack :: String -> Tensor n t a variableAxisSizePartitioner' :: String -> String -> String -> String -> Tensor n t a variableAxisSizePartitioner :: String -> Tensor n t a variableOpScope :: Tensor n t a variableScope :: Tensor n t a variablesInitializer' :: String -> String -> Tensor n t a variablesInitializer :: String -> Tensor n t a verifyTensorAllFinite' :: String -> String -> String -> Tensor n t a verifyTensorAllFinite :: String -> String -> Tensor n t a tfwhere' :: String -> Tensor n t a -> Tensor n t a -> String -> Tensor n t a tfwhere :: String -> Tensor n t a whileLoop' :: String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a whileLoop :: String -> String -> String -> Tensor n t a writeFile' :: String -> String -> String -> Tensor n t a writeFile :: String -> String -> Tensor n t a zeros' :: SingI n => Sing n -> String -> String -> Tensor n t a zeros :: SingI n => Sing n -> Tensor n t a zerosLike' :: Tensor n t a -> String -> String -> String -> Tensor n t a zerosLike :: Tensor n t a -> Tensor n t a zeta' :: Tensor n t a -> String -> String -> Tensor n t a zeta :: Tensor n t a -> String -> Tensor n t a module MathFlow.TF.NN allCandidateSampler' :: String -> String -> String -> String -> String -> String -> Tensor n t a allCandidateSampler :: String -> String -> String -> String -> Tensor n t a atrousConv2d' :: String -> String -> String -> String -> String -> Tensor n t a atrousConv2d :: String -> String -> String -> String -> Tensor n t a atrousConv2dTranspose' :: String -> String -> String -> String -> String -> String -> Tensor n t a atrousConv2dTranspose :: String -> String -> String -> String -> String -> Tensor n t a avgPool' :: SingI n => String -> String -> Sing n -> String -> String -> String -> Tensor n t a avgPool :: SingI n => String -> String -> Sing n -> String -> Tensor n t a avgPool3d' :: SingI n => String -> String -> Sing n -> String -> String -> String -> Tensor n t a avgPool3d :: SingI n => String -> String -> Sing n -> String -> Tensor n t a batchNormWithGlobalNormalization' :: String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a batchNormWithGlobalNormalization :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a batchNormalization' :: Tensor n t a -> String -> String -> String -> String -> String -> String -> Tensor n t a batchNormalization :: Tensor n t a -> String -> String -> String -> String -> String -> Tensor n t a biasAdd' :: String -> String -> String -> String -> Tensor n t a biasAdd :: String -> String -> Tensor n t a bidirectionalDynamicRnn' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a bidirectionalDynamicRnn :: String -> String -> String -> Tensor n t a computeAccidentalHits' :: String -> String -> String -> String -> String -> Tensor n t a computeAccidentalHits :: String -> String -> String -> Tensor n t a conv1d' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a conv1d :: String -> String -> String -> String -> Tensor n t a conv2d' :: SingI n => String -> Tensor n t a -> Sing n -> String -> String -> String -> String -> Tensor n t a conv2d :: SingI n => String -> Tensor n t a -> Sing n -> String -> Tensor n t a conv2dBackpropFilter' :: SingI n => String -> String -> String -> Sing n -> String -> String -> String -> String -> Tensor n t a conv2dBackpropFilter :: SingI n => String -> String -> String -> Sing n -> String -> Tensor n t a conv2dBackpropInput' :: SingI n => String -> Tensor n t a -> String -> Sing n -> String -> String -> String -> String -> Tensor n t a conv2dBackpropInput :: SingI n => String -> Tensor n t a -> String -> Sing n -> String -> Tensor n t a conv2dTranspose' :: SingI n => String -> Tensor n t a -> String -> Sing n -> String -> String -> String -> Tensor n t a conv2dTranspose :: SingI n => String -> Tensor n t a -> String -> Sing n -> Tensor n t a conv3d' :: SingI n => String -> Tensor n t a -> Sing n -> String -> String -> String -> Tensor n t a conv3d :: SingI n => String -> Tensor n t a -> Sing n -> String -> Tensor n t a conv3dBackpropFilterV2' :: SingI n => String -> String -> String -> Sing n -> String -> String -> String -> Tensor n t a conv3dBackpropFilterV2 :: SingI n => String -> String -> String -> Sing n -> String -> Tensor n t a conv3dTranspose' :: SingI n => String -> Tensor n t a -> String -> Sing n -> String -> String -> String -> Tensor n t a conv3dTranspose :: SingI n => String -> Tensor n t a -> String -> Sing n -> Tensor n t a convolution' :: SingI n => String -> Tensor n t a -> String -> Sing n -> String -> String -> String -> Tensor n t a convolution :: String -> Tensor n t a -> String -> Tensor n t a crelu' :: String -> String -> Tensor n t a crelu :: String -> Tensor n t a ctcBeamSearchDecoder' :: String -> String -> String -> String -> String -> Tensor n t a ctcBeamSearchDecoder :: String -> String -> Tensor n t a ctcGreedyDecoder' :: String -> String -> String -> Tensor n t a ctcGreedyDecoder :: String -> String -> Tensor n t a ctcLoss' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a ctcLoss :: String -> String -> String -> Tensor n t a depthwiseConv2d' :: SingI n => String -> Tensor n t a -> Sing n -> String -> String -> String -> String -> Tensor n t a depthwiseConv2d :: SingI n => String -> Tensor n t a -> Sing n -> String -> Tensor n t a depthwiseConv2dNative' :: SingI n => String -> Tensor n t a -> Sing n -> String -> String -> String -> Tensor n t a depthwiseConv2dNative :: SingI n => String -> Tensor n t a -> Sing n -> String -> Tensor n t a depthwiseConv2dNativeBackpropFilter' :: SingI n => String -> String -> String -> Sing n -> String -> String -> String -> Tensor n t a depthwiseConv2dNativeBackpropFilter :: SingI n => String -> String -> String -> Sing n -> String -> Tensor n t a depthwiseConv2dNativeBackpropInput' :: SingI n => String -> Tensor n t a -> String -> Sing n -> String -> String -> String -> Tensor n t a depthwiseConv2dNativeBackpropInput :: SingI n => String -> Tensor n t a -> String -> Sing n -> String -> Tensor n t a dilation2d' :: SingI n => String -> Tensor n t a -> Sing n -> String -> String -> String -> Tensor n t a dilation2d :: SingI n => String -> Tensor n t a -> Sing n -> String -> String -> Tensor n t a dropout' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a dropout :: Tensor n t a -> String -> Tensor n t a dynamicRnn' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a dynamicRnn :: String -> String -> Tensor n t a elu' :: String -> String -> Tensor n t a elu :: String -> Tensor n t a embeddingLookup' :: String -> String -> String -> String -> String -> String -> Tensor n t a embeddingLookup :: String -> String -> Tensor n t a embeddingLookupSparse' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a embeddingLookupSparse :: String -> String -> String -> Tensor n t a erosion2d' :: SingI n => String -> String -> Sing n -> String -> String -> String -> Tensor n t a erosion2d :: SingI n => String -> String -> Sing n -> String -> String -> Tensor n t a fixedUnigramCandidateSampler' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a fixedUnigramCandidateSampler :: String -> String -> String -> String -> String -> Tensor n t a fractionalAvgPool' :: String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a fractionalAvgPool :: String -> String -> Tensor n t a fractionalMaxPool' :: String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a fractionalMaxPool :: String -> String -> Tensor n t a fusedBatchNorm' :: Tensor n t a -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a fusedBatchNorm :: Tensor n t a -> String -> String -> Tensor n t a inTopK' :: String -> String -> String -> String -> Tensor n t a inTopK :: String -> String -> String -> Tensor n t a l2Loss' :: String -> String -> Tensor n t a l2Loss :: String -> Tensor n t a l2Normalize' :: Tensor n t a -> String -> String -> String -> Tensor n t a l2Normalize :: Tensor n t a -> String -> Tensor n t a learnedUnigramCandidateSampler' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a learnedUnigramCandidateSampler :: String -> String -> String -> String -> String -> Tensor n t a localResponseNormalization' :: String -> String -> String -> String -> String -> String -> Tensor n t a localResponseNormalization :: String -> Tensor n t a logPoissonLoss' :: String -> String -> String -> String -> Tensor n t a logPoissonLoss :: String -> String -> Tensor n t a logSoftmax' :: String -> String -> String -> Tensor n t a logSoftmax :: String -> Tensor n t a logUniformCandidateSampler' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a logUniformCandidateSampler :: String -> String -> String -> String -> String -> Tensor n t a lrn' :: String -> String -> String -> String -> String -> String -> Tensor n t a lrn :: String -> Tensor n t a maxPool' :: SingI n => String -> String -> Sing n -> String -> String -> String -> Tensor n t a maxPool :: SingI n => String -> String -> Sing n -> String -> Tensor n t a maxPool3d' :: SingI n => String -> String -> Sing n -> String -> String -> String -> Tensor n t a maxPool3d :: SingI n => String -> String -> Sing n -> String -> Tensor n t a maxPoolWithArgmax' :: SingI n => String -> String -> Sing n -> String -> String -> String -> Tensor n t a maxPoolWithArgmax :: SingI n => String -> String -> Sing n -> String -> Tensor n t a moments' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a moments :: Tensor n t a -> String -> Tensor n t a nceLoss' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a nceLoss :: String -> String -> String -> String -> String -> String -> Tensor n t a normalizeMoments' :: String -> String -> String -> String -> String -> Tensor n t a normalizeMoments :: String -> String -> String -> String -> Tensor n t a pool' :: SingI n => String -> String -> String -> String -> String -> Sing n -> String -> String -> Tensor n t a pool :: String -> String -> String -> String -> Tensor n t a quantizedAvgPool' :: SingI n => String -> String -> String -> String -> Sing n -> String -> String -> Tensor n t a quantizedAvgPool :: SingI n => String -> String -> String -> String -> Sing n -> String -> Tensor n t a quantizedConv2d' :: SingI n => String -> Tensor n t a -> String -> String -> String -> String -> Sing n -> String -> String -> String -> Tensor n t a quantizedConv2d :: SingI n => String -> Tensor n t a -> String -> String -> String -> String -> Sing n -> String -> Tensor n t a quantizedMaxPool' :: SingI n => String -> String -> String -> String -> Sing n -> String -> String -> Tensor n t a quantizedMaxPool :: SingI n => String -> String -> String -> String -> Sing n -> String -> Tensor n t a quantizedReluX' :: String -> String -> String -> String -> String -> String -> Tensor n t a quantizedReluX :: String -> String -> String -> String -> Tensor n t a rawRnn' :: String -> String -> String -> String -> String -> Tensor n t a rawRnn :: String -> String -> Tensor n t a relu' :: String -> String -> Tensor n t a relu :: String -> Tensor n t a relu6' :: String -> String -> Tensor n t a relu6 :: String -> Tensor n t a reluLayer' :: Tensor n t a -> String -> String -> String -> Tensor n t a reluLayer :: Tensor n t a -> String -> String -> Tensor n t a sampledSoftmaxLoss' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a sampledSoftmaxLoss :: String -> String -> String -> String -> String -> String -> Tensor n t a separableConv2d' :: SingI n => String -> String -> String -> Sing n -> String -> String -> String -> String -> Tensor n t a separableConv2d :: SingI n => String -> String -> String -> Sing n -> String -> Tensor n t a sigmoid' :: Tensor n t a -> String -> Tensor n t a sigmoid :: Tensor n t a -> Tensor n t a sigmoidCrossEntropyWithLogits :: Tensor n t a softmax' :: String -> String -> String -> Tensor n t a softmax :: String -> Tensor n t a softmaxCrossEntropyWithLogits :: Tensor n t a softplus' :: String -> String -> Tensor n t a softplus :: String -> Tensor n t a softsign' :: String -> String -> Tensor n t a softsign :: String -> Tensor n t a sparseSoftmaxCrossEntropyWithLogits :: Tensor n t a staticBidirectionalRnn' :: String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a staticBidirectionalRnn :: String -> String -> String -> Tensor n t a staticRnn' :: String -> String -> String -> String -> String -> String -> Tensor n t a staticRnn :: String -> String -> Tensor n t a staticStateSavingRnn' :: String -> String -> String -> String -> String -> String -> Tensor n t a staticStateSavingRnn :: String -> String -> String -> String -> Tensor n t a sufficientStatistics' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a sufficientStatistics :: Tensor n t a -> String -> Tensor n t a tanh' :: Tensor n t a -> String -> Tensor n t a tanh :: Tensor n t a -> Tensor n t a topK' :: String -> String -> String -> String -> Tensor n t a topK :: String -> Tensor n t a uniformCandidateSampler' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a uniformCandidateSampler :: String -> String -> String -> String -> String -> Tensor n t a weightedCrossEntropyWithLogits' :: String -> String -> String -> String -> Tensor n t a weightedCrossEntropyWithLogits :: String -> String -> String -> Tensor n t a weightedMoments' :: Tensor n t a -> String -> String -> String -> String -> Tensor n t a weightedMoments :: Tensor n t a -> String -> String -> Tensor n t a withSpaceToBatch' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a withSpaceToBatch :: String -> String -> String -> String -> Tensor n t a xwPlusB' :: Tensor n t a -> String -> String -> String -> Tensor n t a xwPlusB :: Tensor n t a -> String -> String -> Tensor n t a zeroFraction' :: String -> String -> Tensor n t a zeroFraction :: String -> Tensor n t a module MathFlow.TF.Train monitoredTrainingSession :: Tensor n t a newCheckpointReader :: String -> Tensor n t a addQueueRunner' :: String -> String -> Tensor n t a addQueueRunner :: String -> Tensor n t a assertGlobalStep :: String -> Tensor n t a basicTrainLoop' :: String -> String -> String -> String -> String -> Tensor n t a basicTrainLoop :: String -> String -> Tensor n t a batch' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a batch :: String -> String -> Tensor n t a batchJoin' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a batchJoin :: String -> String -> Tensor n t a checkpointExists :: String -> Tensor n t a createGlobalStep :: Tensor n t a doQuantizeTrainingOnGraphdef :: String -> String -> Tensor n t a exponentialDecay' :: String -> String -> String -> String -> String -> String -> Tensor n t a exponentialDecay :: String -> String -> String -> String -> Tensor n t a exportMetaGraph :: Tensor n t a generateCheckpointStateProto' :: String -> String -> String -> Tensor n t a generateCheckpointStateProto :: String -> String -> Tensor n t a getCheckpointMtimes :: String -> Tensor n t a getCheckpointState' :: String -> String -> Tensor n t a getCheckpointState :: String -> Tensor n t a getGlobalStep :: Tensor n t a getOrCreateGlobalStep :: Tensor n t a globalStep :: String -> String -> Tensor n t a importMetaGraph' :: String -> String -> String -> Tensor n t a importMetaGraph :: String -> Tensor n t a inputProducer' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a inputProducer :: String -> Tensor n t a inverseTimeDecay' :: String -> String -> String -> String -> String -> String -> Tensor n t a inverseTimeDecay :: String -> String -> String -> String -> Tensor n t a latestCheckpoint' :: String -> String -> Tensor n t a latestCheckpoint :: String -> Tensor n t a limitEpochs' :: Tensor n t a -> String -> String -> Tensor n t a limitEpochs :: Tensor n t a -> Tensor n t a matchFilenamesOnce' :: String -> String -> Tensor n t a matchFilenamesOnce :: String -> Tensor n t a maybeBatch' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a maybeBatch :: String -> String -> String -> Tensor n t a maybeBatchJoin' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a maybeBatchJoin :: String -> String -> String -> Tensor n t a maybeShuffleBatch' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a maybeShuffleBatch :: String -> String -> String -> String -> String -> Tensor n t a maybeShuffleBatchJoin' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a maybeShuffleBatchJoin :: String -> String -> String -> String -> String -> Tensor n t a naturalExpDecay' :: String -> String -> String -> String -> String -> String -> Tensor n t a naturalExpDecay :: String -> String -> String -> String -> Tensor n t a piecewiseConstant' :: Tensor n t a -> String -> String -> String -> Tensor n t a piecewiseConstant :: Tensor n t a -> String -> String -> Tensor n t a polynomialDecay' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a polynomialDecay :: String -> String -> String -> Tensor n t a rangeInputProducer' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a rangeInputProducer :: String -> Tensor n t a replicaDeviceSetter :: Tensor n t a sdcaFprint' :: String -> String -> Tensor n t a sdcaFprint :: String -> Tensor n t a sdcaOptimizer' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a sdcaOptimizer :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a sdcaShrinkL1' :: String -> String -> String -> String -> Tensor n t a sdcaShrinkL1 :: String -> String -> String -> Tensor n t a shuffleBatch' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a shuffleBatch :: String -> String -> String -> String -> Tensor n t a shuffleBatchJoin' :: String -> String -> String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a shuffleBatchJoin :: String -> String -> String -> String -> Tensor n t a sliceInputProducer' :: String -> String -> String -> String -> String -> String -> String -> Tensor n t a sliceInputProducer :: String -> Tensor n t a startQueueRunners :: Tensor n t a stringInputProducer' :: String -> String -> String -> String -> String -> String -> String -> String -> Tensor n t a stringInputProducer :: String -> Tensor n t a summaryIterator :: String -> Tensor n t a updateCheckpointState' :: String -> String -> String -> String -> Tensor n t a updateCheckpointState :: String -> String -> Tensor n t a writeGraph' :: String -> String -> String -> String -> Tensor n t a writeGraph :: String -> String -> String -> Tensor n t a module MathFlow