module Main where import Control.Exception (AsyncException (..)) import Control.Monad.Catch (catch) import Control.Monad.Except import Control.Monad.Reader import Data.Version import Data.List import Text.Regex.Posix import System.Environment import System.Directory (getHomeDirectory) import System.FilePath (()) import System.Console.Haskeline import System.Console.GetOpt import System.Exit (ExitCode (..), exitWith) import Language.Egison import qualified Language.Egison.CmdOptions as ET import Language.Egison.Completion (completeEgison) import qualified Language.Egison.Parser.NonS as Parser import qualified Paths_egison_tutorial as P main :: IO () main = do args <- getArgs let (actions, _, _) = getOpt Permute tOptions args let tOpts = foldl (flip id) defaultEgisonTutorialOpts actions runWithEgisonTutorialOpts tOpts runWithEgisonTutorialOpts :: EgisonTutorialOpts -> IO () runWithEgisonTutorialOpts EgisonTutorialOpts{ tOptShowSections = True } = putStrLn $ show tutorial runWithEgisonTutorialOpts EgisonTutorialOpts{ tOptSection = Just sn, tOptSubSection = Just ssn } = do let sn' = (read sn) :: Int let ssn' = (read ssn) :: Int let ret = case tutorial of Tutorial ss -> if 0 < sn' && sn' <= length ss then case nth sn' ss of Section _ cs -> if 0 < ssn' && ssn' <= length cs then showContent $ nth ssn' cs else "error: content out of range" else "error: section out of range" putStrLn ret runWithEgisonTutorialOpts EgisonTutorialOpts{ tOptShowHelp = True } = printHelp runWithEgisonTutorialOpts EgisonTutorialOpts{ tOptShowVersion = True } = printVersionNumber runWithEgisonTutorialOpts EgisonTutorialOpts{ tOptPrompt = prompt } = evalRuntimeT ET.defaultOption { optPrompt = prompt } run run :: RuntimeM () run = do opts <- ask coreEnv <- initialEnv mEnv <- fromEvalT $ evalTopExprs coreEnv $ map Load (optLoadLibs opts) ++ map LoadFile (optLoadFiles opts) case mEnv of Left err -> liftIO $ print err Right env -> repl env data EgisonTutorialOpts = EgisonTutorialOpts { tOptShowVersion :: Bool, tOptShowHelp :: Bool, tOptPrompt :: String, tOptShowSections :: Bool, tOptSection :: Maybe String, tOptSubSection :: Maybe String } defaultEgisonTutorialOpts :: EgisonTutorialOpts defaultEgisonTutorialOpts = EgisonTutorialOpts { tOptShowVersion = False, tOptShowHelp = False, tOptPrompt = "> ", tOptShowSections = False, tOptSection = Nothing, tOptSubSection = Nothing } tOptions :: [OptDescr (EgisonTutorialOpts -> EgisonTutorialOpts)] tOptions = [ Option ['v', 'V'] ["version"] (NoArg (\tOpts -> tOpts {tOptShowVersion = True})) "show version number", Option ['h', '?'] ["help"] (NoArg (\tOpts -> tOpts {tOptShowHelp = True})) "show usage information", Option ['p'] ["prompt"] (ReqArg (\prompt tOpts -> tOpts {tOptPrompt = prompt}) "String") "set prompt string", Option ['l'] ["list"] (NoArg (\tOpts -> tOpts {tOptShowSections = True})) "show section list", Option ['s'] ["section"] (ReqArg (\sn tOpts -> tOpts {tOptSection = Just sn}) "String") "set section number", Option ['c'] ["subsection"] (ReqArg (\ssn tOpts -> tOpts {tOptSubSection = Just ssn}) "String") "set subsection number" ] printHelp :: IO () printHelp = do putStrLn "Usage: egison-tutorial [options]" putStrLn "" putStrLn "EgisonTutorialOpts:" putStrLn " --help Display this information" putStrLn " --version Display egison version information" putStrLn " --prompt string Set prompt of the interpreter" putStrLn "" exitWith ExitSuccess printVersionNumber :: IO () printVersionNumber = do putStrLn $ showVersion P.version exitWith ExitSuccess showBanner :: IO () showBanner = do putStrLn $ "Egison Tutorial Version " ++ showVersion P.version putStrLn $ "Welcome to Egison Tutorial!" putStrLn $ "** Information **" putStrLn $ "We can use a \"Tab\" key to complete keywords on the interpreter." putStrLn $ "If we type a \"Tab\" key after a closed parenthesis, the next closed parenthesis will be completed." putStrLn $ "*****************" showFinishMessage :: IO () showFinishMessage = do putStrLn $ "You have finished this section." putStrLn $ "Thank you!" showByebyeMessage :: IO () showByebyeMessage = do putStrLn $ "Leaving Egison Tutorial.\nByebye." yesOrNo :: String -> IO Bool yesOrNo question = do input <- liftIO $ runInputT nonReplSettings $ getInputLine $ question ++ " (Y/n): " case input of Nothing -> return True (Just "") -> return True (Just "y") -> return True (Just "Y") -> return True (Just "n") -> return False (Just "N") -> return False _ -> yesOrNo question nth :: Int -> [a] -> a nth n = head . drop (n - 1) selectSection :: Tutorial -> IO Section selectSection tutorial@(Tutorial sections) = do putStrLn $ take 30 $ repeat '=' putStrLn $ "List of sections in the tutorial." putStrLn $ show tutorial putStrLn $ take 30 $ repeat '=' putStrLn $ "Choose a section to learn." n <- getNumber (length sections) return $ nth n sections getNumber :: Int -> IO Int getNumber n = do input <- liftIO $ runInputT nonReplSettings $ getInputLine $ "(1-" ++ show n ++ "): " case input of (Just "1") -> return 1 (Just "2") -> return 2 (Just "3") -> return 3 (Just "4") -> return 4 (Just "5") -> return 5 (Just "6") -> return 6 (Just "7") -> return 7 _ -> do putStrLn "Invalid input!" getNumber n -- |Get Egison expression from the prompt. We can handle multiline input. getEgisonExprOrNewLine :: InputT RuntimeM (Either Bool (String, TopExpr)) getEgisonExprOrNewLine = getEgisonExprOrNewLine' "" getEgisonExprOrNewLine' :: String -> InputT RuntimeM (Either Bool (String, TopExpr)) getEgisonExprOrNewLine' prev = do opts <- lift ask mLine <- case prev of "" -> getInputLine $ optPrompt opts _ -> getInputLine $ replicate (length (optPrompt opts)) ' ' case mLine of Nothing -> return $ Left False -- The user's input is 'Control-D'. Just [] -> return $ Left True -- The user's input is 'Enter'. Just line -> do let input = prev ++ line parsedExpr <- lift $ Parser.parseTopExpr input case parsedExpr of Left err | show err =~ "unexpected end of input" -> getEgisonExprOrNewLine' (input ++ "\n") Left err -> do liftIO $ print err getEgisonExprOrNewLine Right topExpr -> return $ Right (input, topExpr) replSettings :: MonadIO m => FilePath -> Env -> Settings m replSettings home env = Settings { complete = completeEgison env , historyFile = Just (home ".egison_history") , autoAddHistory = True } nonReplSettings :: MonadIO m => Settings m nonReplSettings = Settings { complete = noCompletion , historyFile = Nothing , autoAddHistory = False } repl :: Env -> RuntimeM () repl env = do section <- liftIO $ selectSection tutorial case section of Section _ cs -> repl' env cs True where repl' :: Env -> [Content] -> Bool -> RuntimeM () repl' env [] _ = do repl env repl' env (content:contents) b = (do if b then liftIO $ putStrLn $ show content else return () home <- liftIO $ getHomeDirectory input <- runInputT (replSettings home env) $ getEgisonExprOrNewLine case input of -- The user input 'Control-D'. Left False -> do b <- liftIO $ yesOrNo "Do you want to quit?" if b then return () else do b <- liftIO $ yesOrNo "Do you want to proceed next?" if b then repl' env contents True else repl' env (content:contents) False -- The user input just 'Enter'. Left True -> do b <- liftIO $ yesOrNo "Do you want to proceed next?" if b then repl' env contents True else repl' env (content:contents) False Right (topExpr, _) -> do result <- fromEvalT (runTopExprStr env topExpr) case result of Left err -> do liftIO $ putStrLn $ show err repl' env (content:contents) False Right (Just output, env') -> liftIO (putStrLn output) >> repl' env' (content:contents) False Right (Nothing, env') -> repl' env' (content:contents) False) `catch` (\e -> case e of UserInterrupt -> liftIO (putStrLn "") >> repl' env (content:contents) False StackOverflow -> liftIO (putStrLn "Stack over flow!") >> repl' env (content:contents) False HeapOverflow -> liftIO (putStrLn "Heap over flow!") >> repl' env (content:contents) False _ -> liftIO (putStrLn "error!") >> repl' env (content:contents) False ) data Tutorial = Tutorial [Section] -- |title and contents data Section = Section String [Content] -- |explanation, examples, and exercises data Content = Content String [String] [String] instance Show Tutorial where show = showTutorial instance Show Section where show = showSection instance Show Content where show = showContent showTutorial :: Tutorial -> String showTutorial (Tutorial sections) = let n = length sections in intercalate "\n" $ map (\(n, section) -> show n ++ ": " ++ show section) $ zip [1..n] sections showSection :: Section -> String showSection (Section title _) = title showContent :: Content -> String showContent (Content msg examples exercises) = "====================\n" ++ msg ++ "\n" ++ (case examples of [] -> "" _ -> "\nExamples:\n" ++ (intercalate "\n" (map (\example -> " " ++ example) examples)) ++ "\n") ++ (case exercises of [] -> "" _ -> "\nExercises:\n" ++ (intercalate "\n" (map (\exercise -> " " ++ exercise) exercises)) ++ "\n") ++ "====================" tutorial :: Tutorial tutorial = Tutorial [Section "Arithmetic" [ Content "We can do arithmetic operations with \"+\", \"-\", \"*\", \"/\", and \"^\"." ["1 + 2", "30 - 15", "10 * 20", "20 / 5", "2 ^ 10"] [], Content "We support rational numbers." ["2 / 3 + 1 / 5", "4 / 8"] [], Content "We support floating-point numbers, too." ["10.2 + 1.3", "10.2 + 1"] [], Content "We can convert a rational number to a floating-point number using \"rtof\"." ["rtof (1 / 5)", "rtof (1 / 100)"] [], Content "We can handle lists of numbers.\nWe construct a list by enclosing its elements with \"[]\"." ["[]", "[10]", "[1, 2, 3, 4, 5]"] [], Content "Using the \"sum\" function, we can get the summation of the argument list." ["sum []", "sum [10]", "sum [1, 2, 3, 4, 5]"] [], Content "Using the \"take\" function, we can extract a head part of a list." ["take 3 [1, 2, 3, 4, 5]", "take 0 [1, 2, 3, 4, 5]"] [], Content "We can handle infinite lists.\nFor example, \"nats\" and \"primes\" are an infinite list that contains all natural numbers and prime numbers respectively.\nTry to extract a head part from them." ["take 10 nats", "take 30 nats", "take 10 primes", "take 30 primes"] ["What is the 100th prime number?"], Content "We can create functions using the \"lambda\" notation.\nFunctions are written like \"\\x -> ... \"." ["(\\x -> x + 2) 10", "(\\x -> x ^ 2) 10"] [], Content "The \"map\" function applies the first argument function to each element of the second argument list.\nThe \"map\" function is one of the most important function in functional programming." ["map (\\x -> x * 2) [1, 2, 3, 4, 5]", "map (\\x -> 1 / x) [1, 2, 3, 4, 5]"] ["Try to create a sequence of numbers \"[1, 1/2, 1/3, 1/4, ..., 1/100]\"."], Content "Try to calculate \"1 + (1/2)^2 + (1/3)^2 + (1/4)^2 + ... + (1/100)^2\".\nIn fact, \"1 + (1/2)^2 + (1/3)^2 + (1/4)^2 + ...\" converges to \"pi * pi / 6\".\nRemember that we can convert a rational number to a floating-point number with \"rtof\"." ["rtof (2 / 3)"] [], Content "This is the end of this section.\nPlease play freely or proceed to the next section.\nThank you for enjoying our tutorial!" [] [] ], Section "Basics of functional programming" [ Content "We can bind a value to a variable using \":=\" (not \"=\")." ["def x := 10", "x", "def y := 1 + x", "y"] [], Content "We support recursive definitions.\nRecursive definitions enable us to define a list with infinitely many elements.\nThe \"::\" infix operator adds the first argument to the head of the second argument list." ["def ones := 1 :: ones", "take 100 ones", "def nats := 1 :: map (\\n -> n + 1) nats", "take 100 nats", "def odds := 1 :: map (\\n -> n + 2) odds", "take 100 odds"] ["Try to define the infinite list of even numbers like [2, 4, 6, 8, 10, ...]."], Content "Let's define functions and test them." ["def increment x := x + 1", "increment 10", "def avrage x y := (x + y) / 2", "average 10 20"] [], Content "We can change an infix operator to a prefix operator by enclosing the operator by \"()\".\nFor example, \"(+) 2 3\" is equivalent to \"2 + 3\"." ["(+) 2 3", "(/) 3 2"] [], Content "The \"foldl\" function gathers together all elements of the third argument list using the operator specified by the first argument.\nThe second argument is an initial value." ["foldl (+) 0 [1, 2, 3, 4, 5]", "foldl (*) 1 [1, 2, 3, 4, 5]", "def sum xs := foldl (+) 0 xs", "sum [1, 2, 3, 4, 5]"] ["Try to get the sum of from 1 to 100."], Content "We can compare numbers using functions, \"=\", \"<\", \"<=\", \">\", \">=\".\nThese functions return boolean values, \"True\" and \"False\".\nFunctions that return boolean values are called \"predicates\"." ["1 = 1", "1 < 1", "1 <= 1", "1 > 1", "1 >= 1"] [], Content "Using the \"takeWhile\" function, we can get the prefix of the second argument list whose elements satisfy the predicate of the first argument.\n\"primes\" is a infinite list that contains all prime numbers." ["takeWhile (\\n -> n < 100) primes", "takeWhile (\\n -> n < 1000) primes"] [], Content "Using the \"filter\" function, we can extract all elements that satisfy the given predicate." ["take 100 (filter isEven nats)", "take 100 (filter isPrime nats)", "take 100 (filter (\\p -> (modulo p 4) = 1) primes)"] ["Try to enumerate the first 100 primes that are congruent to 3 modulo 4."], Content "We can create a tuple by enclosing objects by \"()\".\n\nNote that a tuple that consists of only one element is equal to that element itself." ["(1, 2)", "(1, 2, 3)", "(1)", "((1))"] [], Content "Using the \"zip\" function, we can combine two lists as follows." ["take 100 (zip nats nats)", "take 100 (zip primes primes)"] ["Try to generate the prime table as \"[(1, 2), (2, 3), (3, 5), (4, 7), (5, 11), ...]\"."], Content "Try to create a Fibonacci sequence \"[1, 1, 2, 3, 5, 8, 13, 21, 34, 55, ...]\".\n\nHint:\n Replace \"???\" in the following expression to a proper function.\n def fibs := 1 :: 1 :: map ??? (zip fibs (tail fibs))" [] [], Content "This is the end of this section.\nPlease play freely or proceed to the next section.\nThank you for enjoying our tutorial!" [] [] ], Section "Basics of pattern matching" [ Content "Let's try pattern matching for a list.\nThe \"join\" pattern (++) divides a list into two lists.\nNote that the matchAll expression enumerates all the decompositions." ["matchAll [1, 2, 3] as list integer with $hs ++ $ts -> (hs, ts)", "matchAll [1, 2, 3, 4, 5] as list integer with $hs ++ $ts -> (hs, ts)"] [], Content "Try another pattern constructor \"cons\" (::).\nThe \"cons\" pattern (::) divides a list into the head element and the rest.\n" ["matchAll [1, 2, 3] as list integer with $x :: $xs -> (x ,xs)", "matchAll [1, 2, 3, 4, 5] as list integer with $x :: $xs -> (x, xs)"] [], Content "\"_\" is a wildcard and matches with any objects." ["matchAll [1, 2, 3] as list integer with $x :: _ -> x", "matchAll [1, 2, 3, 4, 5] as list integer with $hs ++ _ -> hs"] [], Content "We can write non-linear patterns.\nA non-linear pattern is a pattern that allows multiple occurrences of the same variables in a pattern.\nA pattern that begins with \"#\" matches the target when it is equal with the evaluation result of the expression after \"#\"." ["matchAll [1, 1, 2, 3, 3, 2] as list integer with _ ++ $x :: #x :: _ -> x", "matchAll [1, 1, 2, 3, 3, 2] as list integer with _ ++ $x :: #(x + 1) :: _ -> x"] [], Content "Egison can handle pattern matching with infinitely many results.\nFor example, we can enumerate twin primes using pattern matching as follows." ["take 10 (matchAll primes as list integer with _ ++ $p :: #(p + 2) :: _ -> (p, p + 2))"] ["What is the 100th twin prime?"], Content "Try to enumerate the first 10 prime pairs whose form is (p, p + 6) like \"[(5, 11), (7, 13), (11, 17), (13, 19), (17, 23), ...]\"." [] [], Content "A pattern that begins with \"!\" is called not-pattern.\nA not-pattern matches when the content of the not-pattern does not match the target." ["matchAll [1, 1, 2, 3, 3, 2] as list integer with _ ++ $x :: #x :: _ -> x", "matchAll [1, 1, 2, 3, 3, 2] as list integer with _ ++ $x :: !#x :: _ -> x"] [], Content "A pattern whose form is \"p1 & p2\" is called and-pattern.\nAn and-pattern is a pattern that matches the target if and only if both \"p1\" and \"p2\" matches.\nThe and-pattern in the following sample is used like an as-pattern." ["take 10 (matchAll primes as list integer with _ ++ $p :: (!#(p + 2) & $q) :: _ -> (p, q))"] [], Content "A pattern whose form is \"p1 | p2\" is called or-pattern.\nAn or-pattern matches with the target, if \"p1\" or \"p2\" matches the target.\nIn the following sample, we enumerate prime triplets." ["take 10 (matchAll primes as list integer with _ ++ $p :: ($m & (#(p + 2) | #(p + 4))) :: #(p + 6) :: _ -> (p, m, (p + 6)))"] ["What is the 20th prime triplet?"], Content "Try to enumerate the first 4 prime quadruples whose form is (p, p + 2, p + 6, p + 8) like \"[(5, 7, 11, 13), (11, 13, 17, 19), ...]\"." [] [], Content "This is the end of this section.\nPlease play freely or proceed to the next section.\nThank you for enjoying our tutorial!" [] [] ], Section "Pattern matching for multisets and sets" [ Content "We can pattern-match a list as a multiset or set.\nWe can change the interpretation of patterns by changing the matcher, the second argument of the matchAll expression.\nThe meaning of the cons pattern (::) is generalized to divide a collection into \"an\" element and the rest." ["matchAll [1, 2, 3] as list integer with $x :: $xs -> (x, xs)", "matchAll [1, 2, 3] as multiset integer with $x :: $xs -> (x, xs)", "matchAll [1, 2, 3] as set integer with $x :: $xs -> (x, xs)"] [], Content "Try another pattern constructor \"join\" (++).\nThe \"join\" pattern (++) divides a collection into two collections." ["matchAll [1, 2, 3, 4, 5] as list integer with $xs ++ $ys -> (xs, ys)", "matchAll [1, 2, 3, 4, 5] as multiset integer with $xs ++ $ys -> (xs, ys)", "matchAll [1, 2, 3, 4, 5] as set integer with $xs ++ $ys -> (xs, ys)"] [], Content "Try non-linear pattern matching for multiset." ["matchAll [1, 2, 1, 3, 2] as multiset integer with $x :: #x :: _ -> x", "matchAll [1, 2, 1, 3, 2] as multiset integer with $x :: #(x + 2) :: _ -> x", "matchAll [1, 2, 1, 3, 2] as multiset integer with $x :: !(#(x + 2) :: _) -> x"] [], Content "Pattern matching of Egison efficiently backtracks for non-linear patterns.\nFor example, all the following pattern-matching expressions are processed in O(n^2)." ["matchAll [1..30] as multiset integer with $x :: #x :: _ -> x", "matchAll [1..30] as multiset integer with $x :: #x :: #x :: _ -> x", "matchAll [1..30] as multiset integer with $x :: #x :: #x :: #x _ -> x"] [], Content "Egison is designed to enumerate all the infinitely many pattern-matching results.\nThe following samples enumerate all the pairs and triplets of natural numbers." ["matchAll nats as set integer with $x :: $y :: _ -> (x, y)", "matchAll nats as set integer with $x :: $y :: $z :: _ -> (x, y, z)"] [], Content "This is the end of this section.\nPlease play freely or proceed to the next section.\nThank you for enjoying our tutorial!" [] [] ], Section "Symbolic computation" [ Content "Egison treats unbound variables as a symbol." ["x + 1", "x + x", "2 * x + y"] [], Content "Egison automatically expands an expression to the canonical form." ["(x + y) * (x + y)", "(x + y)^2", "(x + y)^3"] [], Content "Egison can handle complex numbers.\n\"i\" represents the imaginary unit." ["i * i", "(1 + i)^2", "(1 + i)^4"] [], Content "Egison can handle algebraic numbers such as \"sqrt 2\" and \"sqrt 3\"." ["sqrt 12", "sqrt 2 * sqrt 2", "sqrt 2 * sqrt 3", "(rt 3 2)^3"] [], Content "Egison can handle the trigonometric functions such as \"cos θ\" and \"sin θ\"." ["(cos θ)^2 + (sin θ)^2"] [], Content "Here are several samples for symbolic computation in Egison.\nPlease visit the link!\nhttps://www.egison.org/math/" [ ] [], Content "This is the end of this section.\nPlease play freely or proceed to the next section.\nThank you for enjoying our tutorial!" [] [] ], Section "Differential geometry: tensor analysis" [ Content "We can handle vectors.\nWe construct vectors with \"[| |]\"." ["[| 1, 2, 3 |]", "[| 1, 2, 3 |] + [| 1, 2, 3 |]" ] [], Content "We can append a symbolical index to vectors." ["[| 1, 2, 3 |]_i + [| 1, 2, 3 |]_i", "[| 1, 2, 3 |]_i + [| 1, 2, 3 |]_j" ] [], Content "The \".\" function is a function for multiplying tensors." ["[| 1, 2, 3 |]_i . [| 1, 2, 3 |]_i", "[| 1, 2, 3 |]_i . [| 1, 2, 3 |]_j" ] [], Content "We can handle both of superscripts (~) and subscripts(_).\nThe \".\" function supports Einstein summation notation." ["[| 1, 2, 3 |]~i . [| 1, 2, 3 |]_i" ] [], Content "Matrix is represented as a vector of vectors." ["[| [| 1, 2, 3 |], [| 10, 20, 30 |] |]" ] [], Content "Matrix multiplication is represented as follows using tensor index notation." ["[| [| a, b |], [| c, d |] |]~i_j . [| [| x, y |], [| z, w |] |]~j_k" ] [], Content "The function defined using scalar parameters (prepended by \"$\") are automatically mapped to each component of tensors." ["def min $x $y := if x < y then x else y", "min [| 1, 2, 3 |]_i [| 10, 20, 30 |]_i", "min [| 1, 2, 3 |]_i [| 10, 20, 30 |]_j" ] [], Content "The function defined using tensor parameters (prepended by \"%\") treats a tensor as a whole.\nIf we prepend " ["def det2 %X := X_1_1 * X_2_2 - X_1_2 * X_2_1", "det2 [| [| 2, 1 |], [| 1, 2 |] |]", "det2 [| [| a, b |], [| c, d |] |]" ] [], Content "Here are several samples of tensor analysis in programming.\nPlease visit the link!\nhttps://www.egison.org/math/" [ ] [], Content "This is the end of this section.\nPlease play freely or proceed to the next section.\nThank you for enjoying our tutorial!" [] [] ], Section "Differential geometry: differential forms" [ Content "By default, the same indices are completed to each tensor of the arguments." ["[| 1, 2, 3 |] + [| 1, 2, 3 |] -- => [| 1, 2, 3 |]_t1 + [| 1, 2, 3 |]_t1" ] [], Content "When “!” is prepended to the function application, the different indices are completed to each tensor of the arguments." ["[| 1, 2, 3 |] !+ [| 1, 2, 3 |] -- => [| 1, 2, 3 |]_t1 + [| 1, 2, 3 |]_t2" ] [], Content "1-forms on Euclid space and Wedge product are represented as follows.\n\"!\" is effectively used in the definition of Wedge product." ["def dx := [| 1, 0, 0 |]", "def dy := [| 0, 1, 0 |]", "def dz := [| 0, 0, 1 |]", "def wedge %A %B := A !. B", "wedge dx dy" ] [], Content "The \"dfNormalize\" function converts a differential form to the antisymmetric tensor." ["wedge dx dy", "dfNormalize (wedge dx dy)" ] [], Content "Exterior derivative is defined as follows.\n\"!\" is effectively used in the definition of exterior derivative." ["def params := [| x, y, z |]", "def d %A := !((flip ∂/∂) params A)", "d (f x y z)", "d (d (f x y z))", "dfNormalize (d (d (f x y z)))" ] [], Content "Here are several samples for representing differential forms in programming.\nPlease visit the link!\nhttps://www.egison.org/math/" [ ] [], Content "This is the end of our tutorial.\nThank you for enjoying our tutorial!\nPlease check our paper, manual and code for further reference!" [] [] ] ]