├── .gitignore
├── .travis.yml
├── LICENSE
├── README.md
├── pom.xml
└── src
├── main
└── java
│ └── no
│ └── systek
│ └── dataflow
│ ├── ContextSwitcher.java
│ ├── PriorityTaskQueue.java
│ ├── Step.java
│ ├── StepExecutor.java
│ ├── Steps.java
│ └── steps
│ ├── CollectorStep.java
│ ├── ConditionalStep.java
│ ├── ListStep.java
│ ├── PairJoinStep.java
│ └── SourceStep.java
└── test
└── java
└── no
└── systek
└── dataflow
├── AbstractStepTest.java
├── CappuccinoTest.java
├── PriorityTaskQueueTest.java
├── StepTest.java
└── types
├── BlackCoffee.java
├── Cappuccino.java
├── FoamedMilk.java
├── GrindedCoffee.java
├── Order.java
└── Water.java
/.gitignore:
--------------------------------------------------------------------------------
1 | .idea
2 | target/
3 | *.iml
4 |
--------------------------------------------------------------------------------
/.travis.yml:
--------------------------------------------------------------------------------
1 | language: java
2 | script: mvn verify -Pcoverage -B
3 | jdk:
4 | - oraclejdk8
5 |
--------------------------------------------------------------------------------
/LICENSE:
--------------------------------------------------------------------------------
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/README.md:
--------------------------------------------------------------------------------
1 | [](https://travis-ci.org/systek/dataflow)
2 | [](https://coveralls.io/github/systek/dataflow)
3 |
4 | # dataflow
5 | A Java library, which lets you define dependencies between tasks (called steps) and then execute the entire graph.
6 | Steps which have no unresolved dependencies are executed first - in parallel.
7 |
8 | ## Usage
9 | ```
10 |
11 | dataflow
12 | no.systek.dataflow
13 | 0.2
14 |
15 | ```
16 |
17 | ## Requirements
18 | - Java8
19 |
20 | There are no dependencies to other libraries except for SLF4j.
21 |
22 | ## "Step"
23 | Similar to "[actors](https://en.wikipedia.org/wiki/Actor_model)", a step is a piece of work (/task) which is executed as
24 | some input arrives and can produce one or more outputs during execution.
25 |
26 | Steps are then linked together to form a graph by defining dependencies between them. Each time a step produces an output,
27 | this output is then automatically distributed to it's child steps which get ready to be executed.
28 |
29 | ### Simple Example
30 | From the [CappuccinoTest](https://github.com/systek/dataflow/blob/master/src/test/java/no/systek/dataflow/CappuccinoTest.java#L29),
31 | the following steps produce one cappuccino:
32 |
33 | ```
34 | GrindBeans-------------+
35 | v
36 | HeatWater-----------> brew ----+
37 | |
38 | v
39 | FoamMilk-----------------> Cappuccino
40 | ```
41 | This graph is defined in code like this:
42 |
43 | ```java
44 | cappuccino.dependsOn(brew.output());
45 | cappuccino.dependsOn(foamMilk.output());
46 |
47 | brew.dependsOn(heatWater.output());
48 | brew.dependsOn(grindBeans.output());
49 | ```
50 | To fullfill the cappuccino step it needs input from both the brew and the foamMilk step. Only after both inputs
51 | are available, execution of the cappuccino step is scheduled.
52 | And the brew step cannot start before it has received its required inputs from heatWater and GrindBeans. And so on.
53 |
54 | ## More complex graphs
55 | A [Step](https://github.com/systek/dataflow/blob/master/src/main/java/no/systek/dataflow/Step.java) can be easily
56 | extended to achieve rich capabilities like *collectors*, *conditional routing* and even *loops*!.
57 |
58 | ### Conditional step
59 | The library includes a [ConditionalStep](https://github.com/systek/dataflow/blob/master/src/main/java/no/systek/dataflow/steps/ConditionalStep.java) which allows for 2-way conditional routing. For example:
60 |
61 | ```
62 | PickAppleFromTree
63 | |
64 | v
65 | InGoodCondition?
66 | |
67 | +--no--+--yes---+
68 | | |
69 | v v
70 | ThrowAway Collect
71 | ```
72 |
73 | ### Collector step
74 | After a fork-out where processing is done in parallel, it might be desirable to join the output of those parallel steps again before continuing.
75 | This can be done with so called [CollectorStep](https://github.com/systek/dataflow/blob/master/src/main/java/no/systek/dataflow/steps/CollectorStep.java).
76 |
77 | For example, image you want to process an order which contains multiple order lines. Each order line is processed in parallel but shipping and invoicing is only once done once for entire order:
78 |
79 | ```
80 | orderLineSplitter
81 | |
82 | v
83 | parallelOrderLineProcessor // started in parallel for each line
84 | |
85 | v
86 | lineNeedsShipping
87 | | |
88 | +--yes----+ +---no-----+
89 | | |
90 | v |
91 | collectForShipping v
92 | | collectNoShipping
93 | v |
94 | shipAllItems |
95 | | |
96 | +------> createInvoice <---+
97 | |
98 | v
99 | sendInvoice
100 | |
101 | v
102 | finished
103 | ```
104 |
105 | ```java
106 | // define the steps
107 | Step collectForShipping = Steps.newCollector(Integer.MAX_VALUE)
108 | Step collectNoShipping = Steps.newCollector(Integer.MAX_VALUE)
109 | // ...
110 |
111 | # setup their dependencies
112 | finished.dependsOn(sendInvoice.output())
113 |
114 | sendInvoice.dependsOn(createInvoice.output())
115 |
116 | createInvoice.dependsOn(shipAllItems.output())
117 | createInvoice.dependsOn(collectNoShipping.output())
118 |
119 | collectNoShipping.dependsOn(lineNeedsShipping.ifFalse())
120 |
121 | shipAllItems.dependsOn(collectForShipping.output())
122 | collectForShipping.dependsOn(lineNeedsShipping.ifTrue())
123 |
124 | lineNeedsShipping.dependsOn(parallelOrderLineProcessor.output())
125 |
126 | parallelOrderLineProcessor.dependsOn(orderLineSplitter.output())
127 |
128 | // and now execute the entire graph with order as input
129 | finished.executeTasksAndAwaitDone(order);
130 | ```
131 |
132 | In this example, the step parallelOrderLineProcessor is permitted to execute in parallel. The orderLineSplitter
133 | takes the entire order as input and procudes outputs for each order line. As soon as a new order line is
134 | sendt to parallelOrderLineProcessor, processing starts in parallel. After order line processing, the results are
135 | collected depending on whether shipping is needed or not.
136 |
137 | #### Finish collecting?
138 | But how does a collector step know when to proceed, e.g. that there will be no more inputs arriving?
139 | This information is derived from the fact that there are no more steps executing and thus all
140 | are awaiting more input. A collector step schedules a cleanup task in the taskScheduler with a lower pririty,
141 | which gets only executed once all other steps have finished. See [CollectorStep](https://github.com/systek/dataflow/blob/master/src/main/java/no/systek/dataflow/steps/CollectorStep.java#L38).
142 |
143 |
144 | ### Loops
145 | It is also possible to use conditions and loops to build more complex graphs. This is really useful when you have
146 | a more complex business transaction which require *optimistic locking*.
147 |
148 | For example if the heated water is not hot enough, it is re-heated again.
149 |
150 | ```
151 | GrindBeans---------------------------+
152 | v
153 | HeatWater----> HotEnough?---yes---> brew ------+
154 | ^ | |
155 | +---------no---+ |
156 | v
157 | FoamMilk--------------------------------> Cappuccino
158 | ```
159 |
160 | Expressed in code like this:
161 |
162 | ```java
163 | cappuccino.dependsOn(brew.output());
164 | cappuccino.dependsOn(foamMilk.output());
165 |
166 | brew.dependsOn(waterHotEnough.ifTrue());
167 | brew.dependsOn(grindBeans.output());
168 |
169 | waterHotEnough.dependsOn(heatWater.output());
170 | heatWater.dependsOn(waterHotEnough.ifFalse());
171 | ```
172 |
173 | ## Parallel execution
174 | Like in the actor-model, a step has a *mailbox* in which inbound input values are queued. As soon
175 | as a new input value is queued in this mailbox, the step gets ready to be executed.
176 |
177 | All steps which are ready to be executed, thus not awaiting some input, are executed in parallel.
178 | The max number of concurrent executions is configurable via the included task scheduler
179 | [PriorityTaskQueue](https://github.com/systek/dataflow/blob/master/src/main/java/no/systek/dataflow/PriorityTaskQueue.java).
180 | In our cappucino example above, GrindBeans, HeatWater and FoamMilk will start executing in parallel
181 | because those do not depend on each other.
182 |
183 | Unlike actors, where a single actor can never be executed in parallel, a "step" in this library ***can*** be
184 | executed in parallel as soon as more input values become available while it is already being
185 | executed. This is configurable by setting the step property "maxParallelExecution" to larger
186 | than 1. Of course any internal state in the step becomes now subject to concurrent access and must
187 | be protected accordingly.
188 |
189 | This is really usefull if you have a stateless step which is expected to process many inputs.
190 |
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/pom.xml:
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1 |
2 |
4 |
5 | 4.0.0
6 |
7 | dataflow
8 | no.systek.dataflow
9 | 0.3-SNAPSHOT
10 | jar
11 |
12 | dataflow
13 | Dataflow execution library for java
14 | https://github.com/systek/dataflow
15 |
16 |
17 |
18 | Sebastian Dehne
19 | sebastian.dehne@systek.no
20 |
21 |
22 |
23 |
24 |
25 | ossrh
26 | https://oss.sonatype.org/content/repositories/snapshots
27 |
28 |
29 | ossrh
30 | https://oss.sonatype.org/service/local/staging/deploy/maven2/
31 |
32 |
33 |
34 |
35 |
36 | Apache License, Version 2.0
37 | http://www.apache.org/licenses/LICENSE-2.0.txt
38 | repo
39 |
40 |
41 |
42 |
43 | https://github.com/systek/dataflow
44 |
45 |
46 |
47 | 1.8
48 | UTF-8
49 | UTF-8
50 |
51 |
52 |
53 |
54 |
55 | release
56 |
57 |
58 |
59 | org.apache.maven.plugins
60 | maven-gpg-plugin
61 | 1.6
62 |
63 |
64 | sign-artifacts
65 | verify
66 |
67 | sign
68 |
69 |
70 |
71 |
72 |
73 |
74 |
75 |
76 | coverage
77 |
78 |
79 |
80 | org.eluder.coveralls
81 | coveralls-maven-plugin
82 | 4.3.0
83 |
84 |
85 | default-report
86 | verify
87 |
88 | report
89 |
90 |
91 |
92 |
93 |
94 |
95 |
96 |
97 |
98 |
99 |
100 |
101 | maven-compiler-plugin
102 | 3.5.1
103 |
104 | 1.8
105 | 1.8
106 |
107 |
108 |
109 | org.apache.maven.plugins
110 | maven-source-plugin
111 |
112 |
113 | attach-sources
114 |
115 | jar-no-fork
116 |
117 |
118 |
119 |
120 |
121 | org.apache.maven.plugins
122 | maven-javadoc-plugin
123 |
124 |
125 | attach-javadocs
126 |
127 | jar
128 |
129 |
130 |
131 |
132 |
133 | org.apache.maven.plugins
134 | maven-surefire-plugin
135 | 2.19.1
136 |
137 | ${argLine}
138 |
139 |
140 |
141 | org.sonatype.plugins
142 | nexus-staging-maven-plugin
143 | 1.6.7
144 | true
145 |
146 | ossrh
147 | https://oss.sonatype.org/
148 | true
149 |
150 |
151 |
152 | org.jacoco
153 | jacoco-maven-plugin
154 | 0.7.8
155 |
156 |
157 | default-prepare-agent
158 |
159 | prepare-agent
160 |
161 |
162 |
163 | default-report
164 | prepare-package
165 |
166 | report
167 |
168 |
169 |
170 |
171 |
172 |
173 |
174 |
175 |
176 | org.slf4j
177 | slf4j-api
178 | 1.7.21
179 |
180 |
181 | junit
182 | junit
183 | 4.12
184 | test
185 |
186 |
187 | org.hamcrest
188 | hamcrest-junit
189 | 2.0.0.0
190 | test
191 |
192 |
193 |
194 |
195 |
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/src/main/java/no/systek/dataflow/ContextSwitcher.java:
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1 | package no.systek.dataflow;
2 |
3 | import org.slf4j.Logger;
4 | import org.slf4j.LoggerFactory;
5 | import org.slf4j.MDC;
6 |
7 | import java.util.Map;
8 | import java.util.Optional;
9 | import java.util.function.Consumer;
10 | import java.util.function.Supplier;
11 |
12 | public class ContextSwitcher {
13 | private static final Logger LOGGER = LoggerFactory.getLogger(ContextSwitcher.class);
14 |
15 | /**
16 | * Simple wrapper which copies over the context (MDC and correlation) to the executing thread and
17 | * logs uncaught exceptions
18 | */
19 | public static Runnable wrap(Runnable in, Supplier correlationIdProvider, Consumer correlationIdSetter) {
20 | final Optional