Safe Haskell	None
Language	Haskell2010

Lib

Description

Helper and Utility Functions

Synopsis

data PDK
- = XH035
- | XH018
- | XT018
- | GPDK180
- | GPDK090
- | GPDK045
- | SKY130
- | PTM130
data Device
- = NMOS
- | PMOS
fst3 :: (a, b, c) -> a
uncurry' :: (a -> b -> c -> d) -> (a, b, c) -> d
singleton :: a -> [a]
boolMask :: [String] -> [String] -> [Bool]
boolMask' :: [String] -> [String] -> Tensor
intIdx :: [String] -> [String] -> [Int]
intIdx' :: [String] -> [String] -> Tensor
round :: Int -> Tensor -> Tensor
shuffleBatches :: Int -> Tensor -> Tensor -> IO ([Tensor], [Tensor])
scale :: Tensor -> Tensor -> Tensor -> Tensor
scale' :: Tensor -> Tensor -> Tensor -> Tensor
trafo :: Tensor -> Tensor -> Tensor
trafo' :: Tensor -> Tensor -> Tensor
process :: Tensor -> Tensor
columnHeader :: [String]
loadTensor :: FilePath -> IO Tensor
saveTensor :: Tensor -> FilePath -> IO ()
currentTimeStamp :: String -> IO String
currentTimeStamp' :: IO String
createModelDir :: String -> String -> IO String
createModelDir' :: String -> String -> IO String
data Args = Args {
- pdk :: !PDK
- dev :: !Device
- dir :: !FilePath
- num :: !Int
- reg :: !Int
- size :: !Int
- exp :: !Bool
}
trainStyle :: Int -> Style s
validStyle :: Int -> Style s

Documentation

data PDK Source #

Available PDKs

Constructors

XH035	X-Fab XH035 350nm Process
XH018	X-Fab XH018 180nm Process
XT018	X-Fab XT018 180nm Process
GPDK180	Fictional Cadence GPDK180 GPDK 180nm Process
GPDK090	Fictional Cadence GPDK090 GPDK 90nm Process
GPDK045	Fictional Cadence GPDK045 GPDK 45nm Process
SKY130	SkyWater SKY130 130nm Process
PTM130	Fictional Predictive Technology Models PTM130 130nm Process

Instances

Instances details

Eq PDK Source #
Instance details Defined in Lib Methods (==) :: PDK -> PDK -> Bool # (/=) :: PDK -> PDK -> Bool #
Read PDK Source #
Instance details Defined in Lib Methods readsPrec :: Int -> ReadS PDK # readList :: ReadS [PDK] # readPrec :: ReadPrec PDK # readListPrec :: ReadPrec [PDK] #
Show PDK Source #
Instance details Defined in Lib Methods showsPrec :: Int -> PDK -> ShowS # show :: PDK -> String # showList :: [PDK] -> ShowS #

data Device Source #

Device Types

Constructors

NMOS	NMOS
PMOS	PMOS

Instances

Instances details

Eq Device Source #
Instance details Defined in Lib Methods (==) :: Device -> Device -> Bool # (/=) :: Device -> Device -> Bool #
Read Device Source #
Instance details Defined in Lib Methods readsPrec :: Int -> ReadS Device # readList :: ReadS [Device] # readPrec :: ReadPrec Device # readListPrec :: ReadPrec [Device] #
Show Device Source #
Instance details Defined in Lib Methods showsPrec :: Int -> Device -> ShowS # show :: Device -> String # showList :: [Device] -> ShowS #

fst3 :: (a, b, c) -> a Source #

First of Triple

uncurry' :: (a -> b -> c -> d) -> (a, b, c) -> d Source #

Uncurry triple

singleton :: a -> [a] Source #

Create single element list from given element

boolMask :: [String] -> [String] -> [Bool] Source #

Create a boolean mask from a subset of column names

boolMask' :: [String] -> [String] -> Tensor Source #

Create a boolean mask Tensor from a subset of column names

intIdx :: [String] -> [String] -> [Int] Source #

Create Integer Index for a subset of column names

intIdx' :: [String] -> [String] -> Tensor Source #

Create Integer Index Tensor for a subset of column names

round :: Int -> Tensor -> Tensor Source #

Round Float Tensor to n digits

shuffleBatches :: Int -> Tensor -> Tensor -> IO ([Tensor], [Tensor]) Source #

(Re-) Shuffle batches

scale :: Tensor -> Tensor -> Tensor -> Tensor Source #

Scale data to [0;1]

scale' :: Tensor -> Tensor -> Tensor -> Tensor Source #

Un-Scale data from [0;1]

trafo :: Tensor -> Tensor -> Tensor Source #

Apply log10 to masked data

trafo' :: Tensor -> Tensor -> Tensor Source #

Apply pow10 to masked data

process :: Tensor -> Tensor Source #

calculate gm from gmId and Id, input is [gmId, Id, fug, Vds, Vbs]

columnHeader :: [String] Source #

Default Column Names for stored Tensors

loadTensor :: FilePath -> IO Tensor Source #

Load a Pickled Tensor from file

saveTensor :: Tensor -> FilePath -> IO () Source #

Pickle a Tensor and Save to file

currentTimeStamp :: String -> IO String Source #

Current Timestamp as formatted string

currentTimeStamp' :: IO String Source #

Current Timestamp with default formatting: "%Y%m%d-%H%M%S"

createModelDir :: String -> String -> IO String Source #

Create a model archive directory for the given pdk and device type

createModelDir' :: String -> String -> IO String Source #

Just for the notebooks, to create a directory above

data Args Source #

Command Line Arguments

Constructors

Args
Fields pdk :: !PDK PDK dev :: !Device NMOS \| PMOS dir :: !FilePath Path to Data num :: !Int Number of Epochs reg :: !Int Area of Operation size :: !Int Batch Size exp :: !Bool Experimental

Instances

Instances details

Show Args Source #
Instance details Defined in Lib Methods showsPrec :: Int -> Args -> ShowS # show :: Args -> String # showList :: [Args] -> ShowS #

trainStyle :: Int -> Style s Source #

Progress Bar Style for Training

validStyle :: Int -> Style s Source #

Progress Bar Style for Validation