packages feed

distributed-fork-aws-lambda (empty) → 0.0.1.0

raw patch · 10 files changed

+1661/−0 lines, 10 filesdep +SHAdep +aesondep +aeson-qq

Dependencies added: SHA, aeson, aeson-qq, amazonka, amazonka-cloudformation, amazonka-core, amazonka-lambda, amazonka-s3, amazonka-sqs, async, base, base64-bytestring, bytestring, containers, distributed-fork, distributed-fork-aws-lambda, interpolate, lens, lens-aeson, safe-exceptions, stratosphere, tasty, tasty-hunit, text, time, typed-process, unordered-containers, zip-archive

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+ LICENSE view
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Of course, your program's commands+might be different; for a GUI interface, you would use an "about box".++  You should also get your employer (if you work as a programmer) or school,+if any, to sign a "copyright disclaimer" for the program, if necessary.+For more information on this, and how to apply and follow the GNU GPL, see+<http://www.gnu.org/licenses/>.++  The GNU General Public License does not permit incorporating your program+into proprietary programs.  If your program is a subroutine library, you+may consider it more useful to permit linking proprietary applications with+the library.  If this is what you want to do, use the GNU Lesser General+Public License instead of this License.  But first, please read+<http://www.gnu.org/philosophy/why-not-lgpl.html>.
+ distributed-fork-aws-lambda.cabal view
@@ -0,0 +1,65 @@+name:                distributed-fork-aws-lambda+version:             0.0.1.0+synopsis:            AWS Lambda backend for distributed-fork.+homepage:            https://github.com/utdemir/distributed-fork+license:             BSD3+license-file:        LICENSE+author:              Utku Demir+maintainer:          me@utdemir.com+copyright:           Utku Demir+category:            Web+build-type:          Simple+cabal-version:       >=1.10++description:+    <https://aws.amazon.com/lambda AWS Lambda> backend for <http://hackage.haskell.org/package/distributed-fork distributed-fork>.++library+  hs-source-dirs:      src+  default-language:    Haskell2010+  exposed-modules:     Control.Distributed.Fork.Lambda+  other-modules:       Control.Distributed.Fork.Lambda.Internal.Types+                     , Control.Distributed.Fork.Lambda.Internal.Constants+                     , Control.Distributed.Fork.Lambda.Internal.Stack+                     , Control.Distributed.Fork.Lambda.Internal.Archive+                     , Control.Distributed.Fork.Lambda.Internal.Invoke+                     , Control.Concurrent.Throttled+  ghc-options:         -Wall+  build-depends:       base >= 4.7 && < 5+                     , distributed-fork+                     , SHA+                     , aeson+                     , aeson-qq+                     , amazonka+                     , amazonka-cloudformation+                     , amazonka-core+                     , amazonka-lambda >= 1.6.0+                     , amazonka-s3+                     , amazonka-sqs+                     , async+                     , base64-bytestring+                     , bytestring+                     , containers+                     , interpolate+                     , lens+                     , lens-aeson+                     , safe-exceptions+                     , stratosphere >= 0.15.0+                     , text+                     , time+                     , typed-process+                     , unordered-containers+                     , zip-archive++test-suite tests+  type:             exitcode-stdio-1.0+  hs-source-dirs:   test+  main-is:          Test.hs+  default-language: Haskell2010+  ghc-options:      -Wall -static -optl-static -optl-pthread -fPIC+  build-depends:    base >=4.7 && < 5+                  , distributed-fork+                  , distributed-fork-aws-lambda+                  , tasty+                  , tasty-hunit+                  , text
+ src/Control/Concurrent/Throttled.hs view
@@ -0,0 +1,30 @@+module Control.Concurrent.Throttled+  ( Throttle+  , newThrottle+  , throttled+  )  where++--------------------------------------------------------------------------------+import Control.Monad+import Control.Exception+import Control.Concurrent+--------------------------------------------------------------------------------++newtype Throttle+  = Throttle (MVar (MVar ()))++newThrottle :: Int -> IO Throttle+newThrottle maxConcurrent = do+  mv <- newEmptyMVar+  forM_ [1..maxConcurrent] $ \_ -> forkIO . forever $ do+    m <- takeMVar mv+    putMVar m ()+    putMVar m ()+  return $ Throttle mv++throttled :: Throttle -> IO a -> IO a+throttled (Throttle mv) act = do+  m <- newEmptyMVar+  putMVar mv m+  readMVar m+  act `finally` takeMVar m
+ src/Control/Distributed/Fork/Lambda.hs view
@@ -0,0 +1,167 @@+{-# LANGUAGE OverloadedStrings #-}+{-# LANGUAGE RecordWildCards   #-}++-- |+-- Provides a 'Backend' using AWS Lambda functions.+--+-- In order to do that, roughly:+--+--     * It creates a deployment archive containing the program binary and+--     a tiny wrapper written in Python and uploads it to the given S3 bucket.+--     * Creates a CloudFormation stack containing the Lambda function and+--     an SQS queue to gather the answers.+--     * It starts polling the SQS queue for any answers.+--     * When executing, it invokes the Lambda function using asynchronous+--     invocation mode and blocks until a message appears in the queue.+--     * On exit, it deletes the CloudFormation stack.+--+-- Some warts:+--+--     * The same binary should run on AWS Lambda. In practice, this means:+--+--         * You have to build and use this library on a Linux machine.+--+--         * You have to statically link everything. You can use GHC's+--         '@-static -optl-static -optl-pthread -fPIC@' parameters for that.+--         See <https://github.com/utdemir/serverless-batch/blob/master/examples/examples.cabal examples/examples.cabal#L16>+--         for an example.+--+--     * On AWS Lambda, more memory you assign to a function, more CPU you+--     get. So it might make your function run faster if you overallocate+--     memory.+--     * When invoked asynchronously, AWS Lambda retries the invocation+--     2 more times waiting a minute between every retry. This means when+--     something fails, it will take at least a few minutes to until you+--     get an exception.++module Control.Distributed.Fork.Lambda+  (+  -- * Usage+    withLambdaBackend+  -- * Options+  , LambdaBackendOptions+  , lambdaBackendOptions+  , lboPrefix+  , lboMemory+  ) where++import           Data.Bool                                          (bool)+import           Data.Monoid                                        ((<>))+import qualified Data.Text                                          as T+import           Data.Time.Clock                                    (getCurrentTime)+import           Data.Time.Format                                   (defaultTimeLocale,+                                                                     formatTime)+import           Control.Lens                                       ((^.), Lens', lens)+import           Network.AWS                                        (Credentials (Discover),+                                                                     envRegion,+                                                                     newEnv,+                                                                     runAWS,+                                                                     runResourceT)+--------------------------------------------------------------------------------+import           Control.Distributed.Fork.Backend+import           Control.Distributed.Fork.Lambda.Internal.Archive+import           Control.Distributed.Fork.Lambda.Internal.Invoke+import           Control.Distributed.Fork.Lambda.Internal.Stack+import           Control.Distributed.Fork.Lambda.Internal.Types+--------------------------------------------------------------------------------++-- |+-- Provides a 'Backend' using AWS Lambda functions.+--+-- Created AWS resources except the uploaded deployment package will be cleaned+-- up when exiting.+--+-- Example usage:+--+-- @+-- {-\# LANGUAGE StaticPointers #-}+--+-- import Control.Lens+-- import Control.Distributed.Fork+-- import Control.Distributed.Fork.Lambda+--+-- opts :: LambdaBackendOptions+-- opts = lambdaBackendOptions "my-s3-bucket"+--          & lboMemory .~ 1024+--+-- main :: IO ()+-- main = do+--   'initServerless'+--   'withLambdaBackend' opts $ \backend -> do+--     ret <- 'execute' 'backend' (static 'Dict') (static (return "Hello from Lambda!"))+--     putStrLn ret+-- @++withLambdaBackend :: LambdaBackendOptions -> (Backend -> IO a) -> IO a+withLambdaBackend LambdaBackendOptions {..} f = do+  env <- newEnv Discover+  putStrLn $ "Detected region: " <> show (env ^. envRegion) <> "."++  archive <- mkArchive+  let cksum = archiveChecksum archive+      size  = fromIntegral (archiveSize archive) / (1000 * 1000) :: Double+      s3loc =+        S3Loc (BucketName _lboBucket) (_lboPrefix <> "-" <> cksum <> ".zip")++  putStrLn "Checking if deployment archive exists."+  runResourceT . runAWS env $+    awsObjectExists s3loc >>=+      bool+        (liftIO (putStrLn $ "Uploading the deployment archive. (" <> show size <> " MB)")+          >> awsUploadObject  s3loc (archiveToByteString archive))+        (liftIO $ putStrLn "Found archive, skipping upload.")+++  time <-+    T.pack . formatTime defaultTimeLocale "%Y%m%d%H%M%S" <$> getCurrentTime+  let stackOptions =+        StackOptions { soName = StackName (_lboPrefix <> "-" <> time <> "-" <> cksum)+                     , soLambdaMemory = _lboMemory+                     , soLambdaCode = s3loc+                     }++  putStrLn "Creating stack."+  withStack stackOptions env $ \si -> do+    putStrLn "Stack created."+    putStrLn $ "Artifact: " <> show s3loc+    putStrLn $ "Stack Id: " <> T.unpack (siId si)+    withInvoke env si $ \invoke ->+      f $ Backend invoke++--------------------------------------------------------------------------------++-- |+-- Options required for creating a Lambda backend.+--+-- Use 'lambdaBackendOptions' smart constructor to create and lenses below for+-- setting optional fields.+data LambdaBackendOptions = LambdaBackendOptions+  { _lboBucket      :: T.Text+  , _lboPrefix      :: T.Text+  , _lboMemory      :: Int+  }++lambdaBackendOptions :: T.Text -- ^ Name of the S3 bucket to store the deployment archive in.+                     -> LambdaBackendOptions+lambdaBackendOptions bucket =+  LambdaBackendOptions { _lboBucket = bucket+                       , _lboPrefix = "distributed-fork"+                       , _lboMemory = 128+                       }++-- |+-- Desired memory for the Lambda functions.+--+-- See <https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-lambda-function.html#cfn-lambda-function-memorysize CloudFormation's AWS::Lambda::Function::MemorySize page> for allowed values.+--+--   Default: 128+lboMemory :: Lens' LambdaBackendOptions Int+lboMemory = lens _lboMemory (\s t -> s { _lboMemory = t })++-- |+-- Prefix to the deployment archive and the CloudFormation stack.+--+-- Default: "distributed-fork"+lboPrefix :: Lens' LambdaBackendOptions T.Text+lboPrefix = lens _lboPrefix (\s t -> s { _lboPrefix = t })+
+ src/Control/Distributed/Fork/Lambda/Internal/Archive.hs view
@@ -0,0 +1,129 @@+{-# LANGUAGE BinaryLiterals    #-}+{-# LANGUAGE OverloadedStrings #-}+{-# LANGUAGE QuasiQuotes       #-}++{-+This module contains the executables for the Lambda function.+-}++module Control.Distributed.Fork.Lambda.Internal.Archive+  ( Archive (..)+  , mkArchive+  , archiveSize+  , archiveChecksum+  ) where++--------------------------------------------------------------------------------+import           Codec.Archive.Zip                                    hiding+                                                                       (Archive)+import           Control.Exception+import           Control.Monad+import qualified Data.ByteString                                      as BS+import qualified Data.ByteString.Lazy                                 as BL+import           Data.Digest.Pure.SHA+import           Data.Function+import           Data.String.Interpolate+import qualified Data.Text                                            as T+import qualified Data.Text.Encoding                                   as T+import           System.Process.Typed+--------------------------------------------------------------------------------+import           Control.Distributed.Fork.Backend+import           Control.Distributed.Fork.Lambda.Internal.Constants+--------------------------------------------------------------------------------++{-+Since AWS Lambda does not support binary execution by default, our entry point+is a small Python script, whose only purpose is to execute the attached Haskell+binary, provide the input from standard input and return the standard output to+the queue.+-}+handlerPy :: BS.ByteString+handlerPy = T.encodeUtf8 $ T.pack [i|+import os+import subprocess+from base64 import *+import boto3++queue_url = os.environ["#{envAnswerQueueUrl}"]+client = boto3.client('sqs')++def handle(event, context):+    popen = subprocess.Popen(+       ["./#{hsMainName}", "#{argExecutorMode}"],+       stdin=subprocess.PIPE, stdout=subprocess.PIPE)+    (out, _) = popen.communicate(b64decode(event["d"]))+    client.send_message(+      QueueUrl=queue_url,+      MessageBody=b64encode(out),+      MessageAttributes={+        "Id": {+            "DataType": "Number",+            "StringValue": str(event["i"])+        }+      }+    )++|]++{-+And we read the current executable.++Since it'll run on AWS Lambda, it needs to be a statically linked Linux+executable, so we do a preliminary check here. We're calling the "file"+command here instead of using libmagic, because trying to statically compile+it caused problems on my system.+-}+mkHsMain :: IO BS.ByteString+mkHsMain = do+  path <- getExecutablePath+  checkFile path+  BS.readFile path+  where+    checkFile path = do+      ret <-+        liftIO $+        T.splitOn ", " . T.decodeUtf8 . BL.toStrict <$>+        readProcessStdout_ (proc "file" ["--brief", path])+      let preds :: [(T.Text, T.Text)]+          preds =+            [ ( "ELF 64-bit LSB executable"+              , "file is not an 64 bit ELF executable")+            , ( "statically linked"+              , "file is not statically linked"+              )+            ]+      forM_ preds $ \(str, ex) ->+        if str `elem` ret+        then return ()+        else throwIO (FileException ex)+      return ()++newtype FileException+  = FileException T.Text+  deriving Show++instance Exception FileException++{-+And we're going to put all of them in a zip archive.+-}+newtype Archive =+  Archive { archiveToByteString :: BS.ByteString }++mkArchive :: IO Archive+mkArchive = do+  hsMain <- mkHsMain+  return . Archive . BL.toStrict . fromArchive $+    emptyArchive+      & addEntryToArchive+          (toEntry handlerPyName 0 $ BL.fromStrict handlerPy)+      & addEntryToArchive+          (toEntry hsMainName 0 $ BL.fromStrict hsMain)+            { eExternalFileAttributes = 0b10000 {- rwx -} }++archiveSize :: Archive -> Integer+archiveSize = fromIntegral . BS.length . archiveToByteString++archiveChecksum :: Archive -> T.Text+archiveChecksum =+  T.pack . showDigest . sha1 . BL.fromStrict . archiveToByteString
+ src/Control/Distributed/Fork/Lambda/Internal/Constants.hs view
@@ -0,0 +1,16 @@+{-# LANGUAGE OverloadedStrings #-}++module Control.Distributed.Fork.Lambda.Internal.Constants where++--------------------------------------------------------------------------------+import           Data.Text (Text)+--------------------------------------------------------------------------------++hsMainName :: String+hsMainName = "hs-main"++handlerPyName :: String+handlerPyName = "handler.py"++envAnswerQueueUrl :: Text+envAnswerQueueUrl = "ANSWER_QUEUE_URL"
+ src/Control/Distributed/Fork/Lambda/Internal/Invoke.hs view
@@ -0,0 +1,196 @@+{-# LANGUAGE OverloadedStrings #-}+{-# LANGUAGE RecordWildCards   #-}+{-# LANGUAGE TypeApplications  #-}++module Control.Distributed.Fork.Lambda.Internal.Invoke+  ( withInvoke+  ) where++--------------------------------------------------------------------------------+import           Control.Concurrent.Async+import           Control.Concurrent.MVar+import           Control.Exception.Safe+import           Control.Lens+import           Control.Monad+import qualified Data.Aeson                                       as A+import           Data.Aeson.Lens+import qualified Data.ByteString                                  as BS+import qualified Data.ByteString.Lazy                                  as BL+import           Data.ByteString.Base64                           as B64+import qualified Data.HashMap.Strict                              as HM+import qualified Data.Map.Strict                                  as M+import           Data.Maybe+import           Data.Monoid+import qualified Data.Text                                        as T+import qualified Data.Text.Encoding                               as T+import           Network.AWS+import           Network.AWS.Lambda+import           Network.AWS.SQS+import           Text.Read+--------------------------------------------------------------------------------+import           Control.Concurrent.Throttled+import           Control.Distributed.Fork.Backend+import           Control.Distributed.Fork.Lambda.Internal.Stack (StackInfo (..))+--------------------------------------------------------------------------------++{-+Since we're going to get our answers asynchronously, we maintain a state with+callbacks for individual invocations.++Every individual invocation have an incrementing id, so we can distinguish+the responses.+-}+data LambdaState = LambdaState+  { lsInvocations :: M.Map Int (IO BS.ByteString -> IO ())+  , lsNextId      :: Int+  }++data LambdaEnv = LambdaEnv+  { leState :: MVar LambdaState+  , leStack :: StackInfo+  , leEnv   :: Env+  }++newLambdaEnv :: Env -> StackInfo -> IO LambdaEnv+newLambdaEnv env st  =+  LambdaEnv+    <$> newMVar (LambdaState M.empty 0)+    <*> return st+    <*> return env++{-+When invoking a function, we insert a new id to the state and then call Lambda.+-}+execute :: LambdaEnv -> Throttle -> BS.ByteString -> BackendM BS.ByteString+execute LambdaEnv{..} throttle input = do+  -- Modify environment+  mvar <- liftIO $ newEmptyMVar @(IO BS.ByteString)+  id' <- liftIO $ modifyMVar leState $ \LambdaState{..} -> return+    ( LambdaState { lsNextId = lsNextId + 1+                  , lsInvocations =+                      M.insert lsNextId (void . tryPutMVar mvar) lsInvocations+                  }+    , lsNextId+    )++  -- invoke the lambda function+  irs <- liftIO $ throttled throttle . runResourceT . runAWS leEnv $+    send $ invoke+      (siFunc leStack)+      (BL.toStrict . A.encode $ A.object+        [ (T.pack "d", A.toJSON . T.decodeUtf8 $ B64.encode input)+        , (T.pack "i", A.toJSON id')+        ])+      & iInvocationType ?~ Event+  submitted++  unless (irs ^. irsStatusCode `div` 100 == 2) $+    throwIO . InvokeException $+      "Invoke failed. Status code: " <> T.pack (show $ irs ^. irsStatusCode)++  -- wait fo the answer+  liftIO . join $ readMVar mvar+++{-+And then we listen from answerQueue for the responses+-}+answerThread :: LambdaEnv -> IO ()+answerThread LambdaEnv {..} = runResourceT . runAWS leEnv . forever $ do+  msgs <- sqsReceiveSome $ siAnswerQueue leStack+  forM_ msgs $ \msg -> do+    id' <- liftIO $ decodeId msg+    liftIO . modifyMVar_ leState $ \s ->+      case M.updateLookupWithKey (\_ _ -> Nothing) id' (lsInvocations s) of+        (Nothing, _) -> return s+        (Just x, s') -> s { lsInvocations = s' } <$ x (decodeResponse msg)+  where+    decodeId :: Message -> IO Int+    decodeId msg =+      case HM.lookup "Id" (msg ^. mMessageAttributes) of+        Nothing -> throwIO . InvokeException $+          "Error decoding answer: can not find Id: " <> T.pack (show msg)+        Just av -> case readMaybe . T.unpack <$> av ^. mavStringValue of+          Nothing -> throwIO . InvokeException $+            "Error decoding answer: empty Id."+          Just Nothing -> throwIO . InvokeException $+            "Error decoding answer: can not decode Id."+          Just (Just x) -> return x++    decodeResponse :: Message -> IO BS.ByteString+    decodeResponse msg =+      case B64.decode . T.encodeUtf8 <$> msg ^. mBody of+        Nothing -> throwIO . InvokeException $+          "Error decoding answer: no body."+        Just (Left err) -> throwIO . InvokeException $+          "Error decoding answer: " <> T.pack err+        Just (Right x) -> return x++{-+And then we listen from answerQueue for the responses+-}+deadLetterThread :: LambdaEnv -> IO ()+deadLetterThread LambdaEnv {..} = runResourceT . runAWS leEnv . forever $ do+  msgs <- sqsReceiveSome $ siDeadLetterQueue leStack+  forM_ msgs $ \msg -> do+    id' <- liftIO $ decodeId msg+    liftIO . modifyMVar_ leState $ \s ->+      case M.updateLookupWithKey (\_ _ -> Nothing) id' (lsInvocations s) of+        (Nothing, _) -> return s+        (Just x, s') -> s { lsInvocations = s' } <$ x failure+  where+    failure :: IO a+    failure = throwIO . InvokeException $ "Lambda function failed."++    decodeId :: Message -> IO Int+    decodeId msg = case msg ^? mBody . _Just . key "i" . _Number of+      Nothing -> throwIO . InvokeException $+          "Can not find Id: " <> T.pack (show msg)+      Just x -> return $ truncate x++{-+A helper function to read from SQS queues.+-}+sqsReceiveSome :: T.Text -> AWS [Message]+sqsReceiveSome queue = do+  rmrs <- send $+    receiveMessage queue+      & rmVisibilityTimeout ?~ 10+      & rmWaitTimeSeconds ?~ 10+      & rmMaxNumberOfMessages ?~ 10+      & rmMessageAttributeNames .~ ["Id"]+  unless (rmrs ^. rmrsResponseStatus == 200) $+    liftIO . throwIO . InvokeException $+      "Error receiving messages: " <> T.pack (show $ rmrs ^. rmrsResponseStatus)+  let msgs = rmrs ^. rmrsMessages+  unless (null msgs) $ do+    dmbrs <- send $ deleteMessageBatch queue+      & dmbEntries  .~+        [ deleteMessageBatchRequestEntry+          (T.pack $ show i)+          (fromJust $ msg ^. mReceiptHandle)+        | (i, msg) <- zip [(0::Integer)..] msgs+        ]+    unless (dmbrs ^. dmbrsResponseStatus == 200) $+      liftIO . throwIO . InvokeException $+        "Error deleting received messages: " <> T.pack (show $ rmrs ^. rmrsResponseStatus)+  return msgs++--------------------------------------------------------------------------------++withInvoke :: Env -> StackInfo -> ((BS.ByteString -> BackendM BS.ByteString) -> IO a) -> IO a+withInvoke env stack f = do+  le <- newLambdaEnv env stack+  throttle <- newThrottle 128+  let answerT = async $ catchAny (answerThread le) $ \ex -> print ex+      deadLetterT = async $ catchAny (deadLetterThread le) $ \ex -> print ex+  void . sequence $ replicate 4 answerT ++ replicate 2 deadLetterT+  f $ execute le throttle++--------------------------------------------------------------------------------++newtype InvokeException+  = InvokeException T.Text+  deriving Show++instance Exception InvokeException
+ src/Control/Distributed/Fork/Lambda/Internal/Stack.hs view
@@ -0,0 +1,308 @@+{-# LANGUAGE NamedFieldPuns #-}+{-# LANGUAGE RecordWildCards #-}+{-# LANGUAGE FlexibleContexts  #-}+{-# LANGUAGE LambdaCase        #-}+{-# LANGUAGE OverloadedStrings #-}+{-# LANGUAGE QuasiQuotes       #-}++{-+This module creates an environment for the Lambda function.+-}++module Control.Distributed.Fork.Lambda.Internal.Stack+  ( withStack+  , StackInfo (..)+  , awsUploadObject+  , awsObjectExists+  ) where++--------------------------------------------------------------------------------+import           Control.Exception.Safe+import           Control.Monad+import           Data.Aeson                                           (Value (Object))+import qualified Data.ByteString                                      as BS+import qualified Data.ByteString.Lazy                                 as BL+import qualified Data.HashMap.Strict                                  as HM+import           Data.List+import           Data.Maybe+import           Data.Monoid+import qualified Data.Text                                            as T+import qualified Data.Text.Encoding                                   as T+import           Control.Lens+import           Network.AWS                                          hiding (environment)+import           Network.AWS.Lambda+import qualified Network.AWS.S3                                       as S3+import           Network.AWS.Waiter+import qualified Stratosphere             as S+import           Data.Aeson.QQ+import           Network.AWS.CloudFormation+--------------------------------------------------------------------------------+import           Control.Distributed.Fork.Lambda.Internal.Constants+import           Control.Distributed.Fork.Lambda.Internal.Types+--------------------------------------------------------------------------------++{-+Our infrastructure in AWS Lambda looks like this.++We're using CloudFormation to create all the necessary services declaratively+and delete all of them by deleting the stack.++The components are:++* The lambda function.++* A role for the function:++    Lambda functions need to have a role attached. Currently we are both too+    lax (we're not restricting the sqs:SendMessage permission to relevant topics)+    and too strict (we're not letting user to provide a custom policy). This part+    is probably the first one to change.++* Two queues called answerQueue and deadLetterQueue++    Lambda functins have two ways to invoke them on-demand, synchronously and+    asynchronously. Using the synchronous invocation is simpler, you call the API+    and it returns the result. However it requires the HTTP connection to be open+    for the whole time. This puts a hard-cap on the scalability since the driver+    can only have so many open HTTP connections simultaneously.++    To mitigate this, we're going to use asynchronous invocation type, but use+    an SQS queue (answerQueue) to gather the results. We use another queue+    (deadLetterQueue) for collecting the failures.+-}+seTemplate :: StackOptions -> S.Template+seTemplate StackOptions{..} =+  S.template+    (S.Resources+       [ S.resource "func" $+         S.LambdaFunctionProperties $+         S.lambdaFunction+           (S.lambdaFunctionCode+              & S.lfcS3Bucket ?~ S.Ref templateParameterS3Bucket+              & S.lfcS3Key ?~ S.Ref templateParameterS3Key)+           "handler.handle"+           (S.GetAtt "role" "Arn")+           (S.Literal S.Python27)+         & S.lfTimeout ?~ S.Literal 300+         & S.lfMemorySize ?~ S.Literal (fromIntegral soLambdaMemory)+         & S.lfDeadLetterConfig ?~+             S.LambdaFunctionDeadLetterConfig (Just $ S.GetAtt "deadLetterQueue" "Arn")+       , S.resource "role" seRole+       , S.resource "answerQueue" $ S.SQSQueueProperties S.sqsQueue+       , S.resource "deadLetterQueue" $ S.SQSQueueProperties S.sqsQueue+       ]) &+  S.templateParameters ?~+  S.Parameters+    [ S.parameter templateParameterS3Bucket "String"+    , S.parameter templateParameterS3Key "String"+    ] &+  S.templateOutputs ?~+  S.Outputs+    [ S.output templateOutputFunc (S.Ref "func")+    , S.output templateOutputAnswerQueue (S.Ref "answerQueue")+    , S.output templateOutputDeadLetterQueue (S.Ref "deadLetterQueue")+    ]++seRole :: S.ResourceProperties+seRole =+  S.IAMRoleProperties $+  S.iamRole assumeRolePolicy+  & S.iamrPolicies ?~+    [ S.iamRolePolicy sqsAccessPolicy (S.Literal "sqs")+    , S.iamRolePolicy cloudwatchPolicy (S.Literal "cloudwatch")+    ]+  where+    assumeRolePolicy = valueToObject [aesonQQ|+      {+        "Version":"2012-10-17",+        "Statement": [{+          "Effect": "Allow",+          "Principal": {+            "Service": [ "lambda.amazonaws.com" ]+          },+          "Action": [ "sts:AssumeRole" ]+        }]+      }+    |]+    sqsAccessPolicy = valueToObject [aesonQQ|+      {+        "Version": "2012-10-17",+        "Statement": [{+          "Effect": "Allow",+          "Action": [+              "sqs:SendMessage"+          ],+          "Resource": "arn:aws:sqs:*"+        }]+      }+    |]+    cloudwatchPolicy = valueToObject [aesonQQ|+      {+        "Version": "2012-10-17",+        "Statement": [{+          "Action": [+            "logs:CreateLogGroup",+            "logs:CreateLogStream",+            "logs:PutLogEvents"+          ],+          "Effect": "Allow",+          "Resource": "arn:aws:logs:*:*:*"+        }]+      }+    |]+    valueToObject = \case+      Object hm -> hm+      _ -> error "invariant violation"+++templateParameterS3Bucket :: T.Text+templateParameterS3Bucket = "s3bucket"++templateParameterS3Key :: T.Text+templateParameterS3Key = "s3key"++templateOutputFunc :: T.Text+templateOutputFunc = "output"++templateOutputAnswerQueue :: T.Text+templateOutputAnswerQueue = "answerQueue"++templateOutputDeadLetterQueue :: T.Text+templateOutputDeadLetterQueue = "deadLetterQueue"++--------------------------------------------------------------------------------++{-+Before creating a stack, we need to upload the artifact to S3.+-}+awsUploadObject :: S3Loc -> BS.ByteString -> AWS ()+awsUploadObject (S3Loc (BucketName bucket) path) contents = do+  pors <- send $ S3.putObject+                   (S3.BucketName bucket)+                   (S3.ObjectKey path)+                   (toBody contents)+  unless (pors ^. S3.porsResponseStatus == 200) $+    throwM . StackException $+      "Upload failed. Status code: " <> T.pack (show $ pors ^. S3.porsResponseStatus)++awsObjectExists :: S3Loc -> AWS Bool+awsObjectExists (S3Loc (BucketName bucket) path) = do+  lors <- send $+    S3.listObjects (S3.BucketName bucket)+      & S3.loPrefix ?~ path+  unless (lors ^. S3.lorsResponseStatus == 200) $+    throwM . StackException $+      "List objects failed. Status code: " <> T.pack (show lors)+  let files = map (view S3.oKey) (lors ^. S3.lorsContents)+  return $ any (\(S3.ObjectKey k) -> k == path) files++--------------------------------------------------------------------------------++{-+Here we are actually creating the stack.++Tricky part is that, since our lambda function publish to answerQueue, it needs+to know the URL for it. However LambdaFunctionEnvironment in CloudFormation does+not support referring to stack variables inside, so we need to patch the function+afterwards to add the URL to the environment+-}+data StackInfo = StackInfo+  { siId              :: T.Text+  , siFunc            :: T.Text+  , siAnswerQueue     :: T.Text+  , siDeadLetterQueue :: T.Text+  }++seCreateStack :: StackOptions -> AWS StackInfo+seCreateStack options@StackOptions { soName = StackName stackName+                                   , soLambdaCode = S3Loc (BucketName bucketName) path} = do+  csrs <-+    send $+      createStack stackName+        & csTemplateBody ?~+            (T.decodeUtf8 . BL.toStrict . S.encodeTemplate $ seTemplate options)+        & csCapabilities .~ [CapabilityIAM]+        & csParameters .~+            [ parameter+                & pParameterKey ?~ templateParameterS3Bucket+                & pParameterValue ?~ bucketName+            , parameter+                & pParameterKey ?~ templateParameterS3Key+                & pParameterValue ?~ path+            ]+  unless (csrs ^. csrsResponseStatus == 200) $+    throwM $+     StackException+       ("CloudFormation stack creation request failed." <> T.pack (show csrs))+  stackId <-+    case csrs ^. csrsStackId of+      Nothing ->+        throwM $+        StackException+          "Could not determine stack id."+      Just xs -> return xs++  await stackCreateComplete (describeStacks & dStackName ?~ stackId) >>= \case+    AcceptSuccess -> return ()+    err ->+      throwM . StackException $ "CloudFormation stack creation failed." <> T.pack (show err)++  dsrs <- send $ describeStacks & dStackName ?~ stackName+  unless (dsrs ^. dsrsResponseStatus == 200) $+    throwM . StackException $+      "CloudFormation describeStack failed. Status code: "+      <> T.pack (show $ dsrs ^. dsrsResponseStatus)+  stackRs <- case dsrs ^. dsrsStacks of+    [x] -> return x+    _   -> throwM $ StackException "Unexpected answer from DescribeStacks."++  func <- case lookupOutput stackRs templateOutputFunc of+    Nothing -> throwM $ StackException "Could not determine function name."+    Just t  -> return t++  answerQueue <- case lookupOutput stackRs templateOutputAnswerQueue of+    Nothing -> throwM $ StackException "Could not determine answerQueue URL."+    Just t  -> return t++  deadLetterQueue <- case lookupOutput stackRs templateOutputDeadLetterQueue of+    Nothing -> throwM $ StackException "Could not determine deadLetterQueue URL."+    Just t -> return t++  _ <- send $+    updateFunctionConfiguration func+      & ufcEnvironment ?~ (+         environment+           & eVariables ?~ HM.fromList [ (envAnswerQueueUrl, answerQueue) ]+        )++  return $ StackInfo { siId = stackId+                     , siFunc = func+                     , siAnswerQueue = answerQueue+                     , siDeadLetterQueue = deadLetterQueue+                     }++  where+    lookupOutput :: Stack -> T.Text -> Maybe T.Text+    lookupOutput st key =+      fmap (\i -> fromJust $ i ^. oOutputValue) .+      find (\o -> o ^. oOutputKey == Just key) $+      st ^. sOutputs++seDeleteStack :: StackInfo -> AWS ()+seDeleteStack = void . send . deleteStack . siId++--------------------------------------------------------------------------------++newtype StackException+  = StackException T.Text+  deriving Show++instance Exception StackException++--------------------------------------------------------------------------------++withStack :: StackOptions -> Env -> (StackInfo -> IO a) -> IO a+withStack opts env = bracket create destroy+  where+    create = runResourceT . runAWS env $ seCreateStack opts+    destroy = runResourceT . runAWS env . seDeleteStack
+ src/Control/Distributed/Fork/Lambda/Internal/Types.hs view
@@ -0,0 +1,20 @@+module Control.Distributed.Fork.Lambda.Internal.Types where++--------------------------------------------------------------------------------+import           Data.Text (Text)+--------------------------------------------------------------------------------++newtype BucketName = BucketName Text+  deriving (Eq, Show)++data S3Loc = S3Loc BucketName Text+  deriving (Eq, Show)++newtype StackName = StackName { unStackName :: Text }+  deriving (Eq, Show)++data StackOptions =+  StackOptions { soName :: StackName+               , soLambdaMemory :: Int+               , soLambdaCode :: S3Loc+               }
+ test/Test.hs view
@@ -0,0 +1,56 @@+{-# LANGUAGE LambdaCase        #-}+{-# LANGUAGE OverloadedStrings #-}+{-# LANGUAGE StaticPointers    #-}+{-# LANGUAGE TypeApplications  #-}++module Main where++--------------------------------------------------------------------------------+import           Control.Concurrent+import           Control.Exception                 (try)+import           Data.Monoid                       ((<>))+import qualified Data.Text                         as T+import           System.Environment+import           Test.Tasty+import           Test.Tasty.HUnit+--------------------------------------------------------------------------------+import           Control.Distributed.Fork+import           Control.Distributed.Fork.Lambda+--------------------------------------------------------------------------------++main :: IO ()+main = do+  initDistributedFork+  tests_ <- lookupEnv "ENABLE_AWS_TESTS" >>= \case+    Nothing -> do+      putStrLn "ENV[ENABLE_AWS_TESTS] is not set, skipping."+      return $ testGroup "No tests" []+    Just _ -> return tests+  defaultMain tests_++opts :: LambdaBackendOptions+opts = lambdaBackendOptions "serverless-batch"++tests :: TestTree+tests =+  testGroup+    "Tests"+    [ testCase "creates backend" $ do+        withLambdaBackend opts $ \_ -> do+          threadDelay $ 5*1000*1000+          return ()+    , testCase "runs the function" $ do+        r <-+          withLambdaBackend opts $ \backend ->+            fork backend (static Dict) (static (return $ Just @Integer 42))+              >>= await+        r @?= Just 42+    , testCase "handles oom" $ do+        r <-+          try $ withLambdaBackend opts $ \backend ->+            fork backend (static Dict) (static (return $ T.replicate (2^32) "h"))+              >>= await+        r @?= Left (ExecutorFailedException $+                      "Backend threw an exception: InvokeException " <>+                      "\"Lambda function failed.\"")+    ]