I'm sure someone will point me to an immediate solution, but I've been at this for hours, so I'm just going to ask.
I cannot get a State Machine to accept an initial input. The intent is to set up an EventBridge trigger pointed at the State Machine with a static JSON passed to the SM to initiate with the proper parameters. In development, I'm just using Step Functions option to pass a JSON as the initial input when you select "New Execution".
This is the input:
{"event":{
"country": "countryA",
"landing_bucket": "aws-glue-countryA-inputs",
"landing_key": "countryA-Bucket/prefix/filename.csv",
"forecast_bucket": "aws-forecast-countryA",
"forecast_key": "inputs/",
"date_start": "2018-01-01",
"validation": "False",
"validation_size": 90
}
}
When looking at what is passed at the ExecutionStarted log entry:
{
"input": {
"country": "countryA",
"landing_bucket": "aws-glue-countryA-inputs",
"landing_key": "countryA-Bucket/prefix/filename.csv",
"forecast_bucket": "aws-forecast-countryA",
"forecast_key": "inputs/",
"date_start": "2018-01-01",
"validation": "False",
"validation_size": 90
}
,
"inputDetails": {
"truncated": false
},
"roleArn": "arn:aws:iam::a-valid-service-role"
}
This is the State Machine:
"Comment": "A pipeline!",
"StartAt": "Invoke Preprocessor",
"States": {
"Invoke Preprocessor": {
"Type": "Task",
"Resource": "arn:aws:states:::lambda:invoke",
"InputPath": "$.input",
"Parameters": {
"FunctionName": "arn:aws:lambda:my-lambda-arn:$LATEST"
},
"Next": "EndSM"
},
"EndSM": {
"Type": "Pass",
"Result": "Ended",
"End": true
}
}
}
I've tried nearly anything I can think of from changing the InputPath to assigning the "input" dictionary directly to a variable:
"$.event":"$.input"
To drilling down to the individual variables and assigning those directly like:
"$.country:"$.country". I've also used the new Step Functions Data Flow Simulator and can't get anywhere. If anyone has any thoughts, I'd really appreciate it.
Thanks!
Edited for correct solution:
You need to set the Payload.$ parameter to $. That will pass in the entire input object to the lambda.
{
"Comment": "A pipeline!",
"StartAt": "Invoke Preprocessor",
"States": {
"Invoke Preprocessor": {
"Type": "Task",
"Resource": "arn:aws:states:::lambda:invoke",
"Parameters": {
"FunctionName": "arn:aws:lambda:my-lambda-arn:$LATEST",
"Payload.$": "$"
},
"Next": "EndSM"
},
"EndSM": {
"Type": "Pass",
"Result": "Ended",
"End": true
}
}
}
Another thing you could do is specify the input in the parameters, this will allow you to specify only all/certain parts of the json to pass in.
{
"Comment": "A pipeline!",
"StartAt": "Invoke Preprocessor",
"States": {
"Invoke Preprocessor": {
"Type": "Task",
"Resource": "arn:aws:states:::lambda:invoke",
"InputPath": "$",
"Parameters": {
"FunctionName": "arn:aws:lambda:my-lambda-arn:$LATEST",
"input_event.$": "$.event"
},
"Next": "EndSM"
},
"EndSM": {
"Type": "Pass",
"Result": "Ended",
"End": true
}
}
}
From the code perspective you could just reference it like so (python):
input = event['input_event']
Related
I am creating a Step Functions workflow which has various steps. I am referring to this topic in their documentation InputPath, ResultPath and OutputPath Examples. I am trying to check the identity and address of a person in my workflow as they've shown in their document. I'm passing the input for the Verify identity step within the state machine definition inside Parameters. My workflow looks like this.
Note: But when I run this, am getting the error -> An error occurred while executing the state 'Verify identity' (entered at the event id #19). Invalid path '$.identity' : Property ['identity'] not found in path $
What am I doing wrong here? Can someone please explain?
Thanks..
{
"StartAt": "Step1",
"States": {
"Step1": {
"Type": "Task",
"Resource": "arn:aws:states:::lambda:invoke",
...something...
},
"Next": "Step2"
},
"Step2": {
"Type": "Choice",
"Choices": [
Do something...
],
"Default": "Step3.1"
},
"Step3.1": {
"Type": "Task",
...something...
}
},
"Next": "Step3.3"
},
...something...,
"Step4": {
"Type": "Parallel",
"Branches": [
{
"StartAt": "Verify identity",
"States": {
"Verify identity": {
"Type": "Task",
"Resource": "arn:aws:states:::lambda:invoke",
"InputPath": "$.identity",
"Parameters": {
"Payload": {
"identity": {
"email": "jdoe#example.com",
"ssn": "123-45-6789"
},
"firstName": "Jane",
"lastName": "Doe"
},
"FunctionName": "{Lambda ARN}"
},
"End": true
}
}
},
{
"StartAt": "Verify address",
"States": {
"Verify address": {
"Type": "Task",
"Resource": "arn:aws:states:::lambda:invoke",
"Parameters": {
"Payload": {
"street": "123 Main St",
"city": "Columbus",
"state": "OH",
"zip": "43219"
},
"FunctionName": "{Lambda ARN}"
},
"End": true
}
}
}
],
"Next": "Step5"
},
"Step5": {
"Type": "Task",
"Parameters": {
something...
},
"End": true
}
}```
You don't have an explicit transition in your example to call Step4 but assuming the order you have defined (step1 -> step2 -> step3.1 -> step3.3 -> step4)
This means the output from step3.3 should be something like
{
"cat": "meow",
"dog": "woof",
"identity": { // this is whats missing
"email": "jdoe#example.com",
"ssn": "123-45-6789"
}
}
this is what will get passed to each branch of your parallel state (Step4)
However, since you have anInputPath defined for Step4."Verify identity", the effective input to the task becomes
{
"email": "jdoe#example.com",
"ssn": "123-45-6789"
}
The error youre seeing
An error occurred while executing the state 'Verify identity' (entered at the event id #19). Invalid path '$.identity' : Property ['identity'] not found in path $
means the "identity" key (aka $.identity) isn't getting added to the output of Step3.3 (aka $)
I am trying to use AWS step functions to create parallel branches of execution.
One of the parallel branches starts another step function invocation, how can we pass input from this parallel branch to next step function execution
{
"Comment": "Parallel Example.",
"StartAt": "FunWithMath",
"States": {
"FunWithMath": {
"Type": "Parallel",
"End": true,
"Branches": [
{
"StartAt": "Add", /// This receives some json object here input {}
"States": {
"Add": {
"Type": "Task", ***//How to pass the received input to the following arn as input?***
"Resource": ""arn:aws:states:::states:startExecution",
Parameters: {
"StateMachineArn": "anotherstepfunctionarnpath"
}
"End": true
}
}
},
{
"StartAt": "Subtract",
"States": {
"Subtract": {
"Type": "Task",
"Resource": "some lambda arn here,
"End": true
}
}
}
]
}
}
}
anotherstepfunctionarnpath :
{
"Comment": "Second state machine",
"StartAt": "stage1",
"Resource": "arn:aws:states:::glue:startJobRun.sync",
"Parameters":{
"Arguments":{
"Variable1" :"???" / how to access the value of the input passed to here
}
}
}
You can use Input to pass output from one SFN to other one:
First SFN(It will call second SFN)
{
"Comment": "My first SFN",
"StartAt": "First SFN",
"States": {
"First SFN": {
"Type": "Task",
"ResultPath": "$.to_pass",
"Resource": "arn:aws:lambda:us-east-1:807278658150:function:test-lambda",
"Next": "Trigger Next SFN"
},
"Trigger Next SFN": {
"Type": "Task",
"Resource": "arn:aws:states:::states:startExecution",
"Parameters": {
"Input": {
"Comment.$": "$"
},
"StateMachineArn": "arn:aws:states:us-east-1:807278658150:stateMachine:MyStateMachine2"
},
"End": true
}
}
}
Second SFN (MyStateMachine2)
{
"Comment": "A Hello World example of the Amazon States Language using Pass states",
"StartAt": "Hello",
"States": {
"Hello": {
"Type": "Pass",
"Result": "Hello",
"Next": "World"
},
"World": {
"Type": "Pass",
"Result": "World",
"End": true
}
}
}
First SFN's Execution
Second SFN's Execution
Explanation
The Lambda test-lambda is returning:
{
"user": "stackoverflow",
"id": "100"
}
Which is stored in "ResultPath": "$.to_pass" here in to_pass variable. I am passing the same output to next state machine MyStateMachine2 which is done by
"Input": {
"Comment.$": "$"
}
In the next State Machine's execution you see that same data is received as input which was created by first Lambda.
You can read more about it here.
I have the below state machine. The requirement is to have a lambda to query DB and get all the ids. Next I have a parallel state call that calls more than five lambdas at once. Instead of passing all the ids fetched to all the lambdas, I need to pass the respective ids to each lambda.
In the below state language, first call is DB_CALL, lets say it returns {id1, id2, id3, id4, id5, id6}, I want to pass only id1 to First_Lambda and id2 to Second_Lambda etc...
The entire id object should get passed to all lambdas. Please suggest a way to achieve this.
{
"Comment": "Concurrent Lambda calls",
"StartAt": "StarterLambda",
"States": {
"StarterLambda": {
"Type": "Task",
"Resource": "arn:aws:lambda:us-east-1:123456789012:function:DB_CALL",
"Next": "ParallelCall"
},
"State": {
"ParallelCall": {
"Type": "Parallel",
"End": true,
"Branches": [
{
"StartAt": "First",
"States": {
"First": {
"Type": "Task",
"Resource": "arn:aws:lambda:us-east-1:123456789012:function:First_Lambda",
"TimeoutSeconds": 120,
"End": true
}
}
},
{
"StartAt": "Second",
"States": {
"Second": {
"Type": "Task",
"Resource": "arn:aws:lambda:us-east-1:123456789012:function:Second_Lambda",
"Retry": [ {
"ErrorEquals": ["States.TaskFailed"],
"IntervalSeconds": 1,
"MaxAttempts": 2,
"BackoffRate": 2.0
} ],
"End": true
}
}
},
{
"StartAt": "Third",
"States": {
"Third": {
"Type": "Task",
"Resource": "arn:aws:lambda:us-east-1:123456789012:function:Third_Lambda",
"Catch": [ {
"ErrorEquals": ["States.TaskFailed"],
"Next": "CatchHandler"
} ],
"End": true
},
"CatchHandler": {
"Type": "Pass",
"Resource": "arn:aws:lambda:us-east-1:123456789012:function:CATCH_HANDLER",
"End": true
}
}
},
{
"StartAt": "Fourth",
"States": {
"Fourth": {
"Type": "Task",
"Resource": "arn:aws:lambda:us-east-1:123456789012:function:Fourth_Lambda",
"TimeoutSeconds": 120,
"End": true
}
}
},
{
"StartAt": "Fifth",
"States": {
"Fifth": {
"Type": "Task",
"Resource": "arn:aws:lambda:us-east-1:123456789012:function:Fifth_Lambda",
"TimeoutSeconds": 120,
"End": true
}
}
},
{
"StartAt": "Sixth",
"States": {
"Sixth": {
"Type": "Task",
"Resource": "arn:aws:lambda:us-east-1:123456789012:function:Sixth_Lambda",
"TimeoutSeconds": 120,
"End": true
}
}
}
}
]
}
}
}
}
You can use Step Function parameter option.
This would allow you to send specific value or json to next lambda.
"Parameters": {
"toprocess.$": "$.MetaData.CorrelationId"
},
So input to this lambda would be smaller dto than compared to you first lambda. So while returning value from this lambda avoid assigning it back to Step function result.
"OutputPath": "$",
"ResultPath": "$.PartialResutl",
What you are looking for is the Map State. With this state, you pass in the iterator, in your case the path to the ids. The map state will run once for each item in the list. Within the map state, you have a full state machine, so you can call a Lambda or any other state. It has controls to limit how many are running at once if that is needed.
I am writing an AWS step function, and for one of the steps, I wish to call a lambda that accepts an array as one of the inputs. However, if I try to pass in a JsonPath into the array, I get
The value for the field 'arrayField.$' must be a STRING that contains a JSONPath but was an ARRAY
My step function definition:
{
"StartAt": "First",
"States": {
"First": {
"Type": "Pass",
"Parameters": {
"type": "person"
},
"ResultPath": "$.output",
"Next": "Second"
},
"Second": {
"Type": "Task",
"Resource": "arn:aws:lambda:us-east-1:<aws_id>:function:MyFunction",
"Parameters": {
"regularParameter": "some string",
"arrayParameter.$": ["$.output.type"]
},
"Next": "Succeed"
},
"Succeed": {
"Type": "Succeed"
}
}
}
How can I use jsonPath inside the array?
Since a new release you could use the intrinsic function States.Array:
"arrayParameter.$": "States.Array($.output.type)"
https://docs.aws.amazon.com/step-functions/latest/dg/amazon-states-language-intrinsic-functions.html
As #Seth Miller mentioned JsonPath resolution within arrays doesn't work unfortunately. If the amount of values to replace in the array is small and known there's a simple workaround (in my case I needed an array of size 1).
The steps are:
Initialise the array with the number of values you need;
Replace each value using "ResultPath": "$.path.to.array[n]";
Use "$.path.to.array" in your task.
Simple, working example:
{
"StartAt": "First",
"States": {
"First": {
"Type": "Pass",
"Parameters": {
"type": "person"
},
"ResultPath": "$.output",
"Next": "Initialise Array"
},
"Initialise Array": {
"Comment": "Add an entry for each value you intend to have in the final array, the values here don't matter.",
"Type": "Pass",
"Parameters": [
0
],
"ResultPath": "$.arrayParameter",
"Next": "Fill Array"
},
"Fill Array": {
"Comment": "Replace the first entry of array with parameter",
"Type": "Pass",
"InputPath": "$.output.type",
"ResultPath": "$.arrayParameter[0]",
"End": true
}
}
}
And to use the resulting array in your task example:
"Second": {
"Type": "Task",
"Resource": "arn:aws:lambda:us-east-1:<aws_id>:function:MyFunction",
"Parameters": {
"regularParameter": "some string",
"arrayParameter.$": "$.arrayParameter"
},
"Next": "Succeed"
},
Another way to approach this is by using Parallel state that outputs an array of objects and then use jsonPath to convert it to a simple array:
{
"StartAt": "Parallel",
"States": {
"Parallel": {
"Type": "Parallel",
"Next": "Use Array",
"ResultPath": "$.items",
"Branches": [
{
"StartAt": "CreateArray",
"States": {
"CreateArray": {
"Type": "Pass",
"Parameters": {
"value": "your value"
},
"End": true
}
}
}
]
},
"Use Array": {
"Type": "Pass",
"Parameters": {
"items.$": "$.items[*].value"
},
"End": true
}
}
}
In this example, Parallel state outputs the following json:
{
"items": [
{
"value": "your value"
}
]
}
And "Use Array" state produces:
{
"items": [
"your value"
]
}
JSONPath inside parameters field need to be a string. So if you want to pass to lambda function a parameter called arrayParameter, you´ll need to make a jsonPath query that extract that array.
For example, if inside the key output is a key called outputArray with the array as its value.
Input JSON:
{
"pre": "sdigf",
"output": {
"result": 1,
"outputArray": ["test1","test2","test.."]
}
}
The parameter sintax:
"arrayParameter.$": "$.output.outputArray"
Reasonable advice
I ran into a use case for JsonPath resolution within arrays today and found (like you have) that the functionality does not exist today. I ended up deciding that doing the data massaging in code was simpler and cleaner. For example, you could create a small Lambda that takes in the object emitted by First and massages it to a format acceptable to Second and adds it to the output (WaterKnight mentions this solution in a comment to another question).
This assumes that you are, for some reason, unable to change the format of the input to that Lambda in Second (which would be the absolute shortest path here).
Unreasonable advice
That said, if you want a way to do this completely within Step Functions that is fairly gross, you can use the result of a Map state that executes Pass states. The output of the Map state is an array that aggregate the output of each constituent Pass state. These Pass states simply emit the value(s) you want in the final array using the Parameters attribute. An example Step Function definition follows. I did warn that it is gross and that I went a different way to solve the problem.
{
"StartAt": "First",
"Comment": "Please don't actually do this",
"States": {
"First": {
"Type": "Pass",
"Parameters": {
"type": "person"
},
"ResultPath": "$.output",
"Next": "Add Array"
},
"Add Array": {
"Comment": "A Map state needs some array to loop over in order to work. We will give it a dummy array. Add an entry for each value you intend to have in the final array. The values here don't matter.",
"Type": "Pass",
"Result": [
0
],
"ResultPath": "$.dummy",
"Next": "Mapper"
},
"Mapper": {
"Comment": "Add a Pass state with the appropriate Parameters for each field you want to map into the output array",
"Type": "Map",
"InputPath": "$",
"ItemsPath": "$.dummy",
"Parameters": {
"output.$": "$.output"
},
"Iterator": {
"StartAt": "Massage",
"States": {
"Massage": {
"Type": "Pass",
"Parameters": {
"type.$": "$.output.type"
},
"OutputPath": "$.type",
"End": true
}
}
},
"ResultPath": "$.output.typeArray",
"Next": "Second"
},
"Second": {
"Comment": "The Lambda in your example is replaced with Pass so that I could test this",
"Type": "Pass",
"Parameters": {
"regularParameter": "some string",
"arrayParameter.$": "$.output.typeArray"
},
"Next": "Succeed"
},
"Succeed": {
"Type": "Succeed"
}
}
}
As many answers correctly pointed out, it's not possible to do it exactly the way you need. But I would suggest another solution: an array of dictionaries. It's not exactly what you need, but is native and not hacky.
"Second": {
"Type": "Task",
"Resource": "arn:aws:lambda:us-east-1:<aws_id>:function:MyFunction",
"Parameters": {
"regularParameter": "some string",
"arrayParameter": [{"type.$": "$.output.type"}]
},
"Next": "Succeed"
},
The result would be
{
"regularParameter": "some string",
"arrayParameter": [{"type": "SingleItemWrappedToAnArray"}]
}
It can not be described with Parallel State in AWS Step Function.
B and C should be in parallel.
C sends messages to both D and E.
D and E should be in parallel.
{
"StartAt": "A",
"States": {
"A": {
"Type": "Pass",
"Next": "Parallel State 1"
},
"Parallel State 1": {
"Type": "Parallel",
"Branches": [{
"StartAt": "B",
"States": {
"B": {
"Type": "Pass",
"End": true
}
}
},
{
"StartAt": "C",
"States": {
"C": {
"Type": "Pass",
"End": true
}
}
}
],
"Next": "Parallel State 2"
},
"Parallel State 2": {
"Type": "Parallel",
"Branches": [{
"StartAt": "D",
"States": {
"D": {
"Type": "Pass",
"End": true
}
}
},
{
"StartAt": "E",
"States": {
"E": {
"Type": "Pass",
"End": true
}
}
}
],
"Next": "F"
},
"F": {
"Type": "Pass",
"End": true
}
}
}
Answer is No , inside step function no state can set multiple states (invokes both successors)to its Next task. As per AWS step function cannot start State Machine as StartAt by providing multiple State names.
You can tweak your logic and use The Parallel state and achive same ,If you share your usecase may be help to solve problems.
How to specify multiple result path values in AWS Step Functions
A Parallel state provides each branch with a copy of its own input
data (subject to modification by the InputPath field). It generates
output that is an array with one element for each branch, containing
the output from that branch.
https://aws.amazon.com/blogs/aws/new-step-functions-support-for-dynamic-parallelism/
Example of state function
{
"Comment": "An example of the Amazon States Language using a choice state.",
"StartAt": "FirstState",
"States": {
"FirstState": {
"Type": "Task",
"Resource": "arn:aws:lambda:REGION:ACCOUNT_ID:function:FUNCTION_NAME",
"Next": "ChoiceState"
},
"ChoiceState": {
"Type" : "Choice",
"Choices": [
{
"Variable": "$.foo",
"NumericEquals": 1,
"Next": "FirstMatchState"
},
{
"Variable": "$.foo",
"NumericEquals": 2,
"Next": "SecondMatchState"
}
],
"Default": "DefaultState"
},
"FirstMatchState": {
"Type" : "Task",
"Resource": "arn:aws:lambda:REGION:ACCOUNT_ID:function:OnFirstMatch",
"Next": "NextState"
},
"SecondMatchState": {
"Type" : "Task",
"Resource": "arn:aws:lambda:REGION:ACCOUNT_ID:function:OnSecondMatch",
"Next": "NextState"
},
"DefaultState": {
"Type": "Fail",
"Error": "DefaultStateError",
"Cause": "No Matches!"
},
"NextState": {
"Type": "Task",
"Resource": "arn:aws:lambda:REGION:ACCOUNT_ID:function:FUNCTION_NAME",
"End": true
}
}
}
https://docs.aws.amazon.com/step-functions/latest/dg/connect-to-resource.html#connect-wait-example
https://sachabarbs.wordpress.com/2018/10/30/aws-step-functions/
As I answered in How to simplify complex parallel branch interdependencies for Step Functions, what you asked is better to be modeled as DAG but not state machine.
Depends on your use case, you might be able to workaround it (just as #horatiu-jeflea 's answer), but it's a workaround (not the straightforward way) anyway.