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Posted to commits@flink.apache.org by uc...@apache.org on 2016/04/04 10:42:50 UTC
[01/11] flink git commit: [docs] Add "concepts" documentation page
Repository: flink
Updated Branches:
refs/heads/release-1.0 974c66ec5 -> 2de3626cd
http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/fig/tasks_slots.svg
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diff --git a/docs/concepts/fig/tasks_slots.svg b/docs/concepts/fig/tasks_slots.svg
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@@ -0,0 +1,395 @@
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+"License"); you may not use this file except in compliance
+with the License. You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
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+Unless required by applicable law or agreed to in writing,
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http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/fig/windows.svg
----------------------------------------------------------------------
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http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/page/css/flink.css
----------------------------------------------------------------------
diff --git a/docs/page/css/flink.css b/docs/page/css/flink.css
index bcc398a..9d259a1 100644
--- a/docs/page/css/flink.css
+++ b/docs/page/css/flink.css
@@ -225,3 +225,23 @@ th {
td {
padding: 5px;
}
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+ margin-right: auto;
+ margin-bottom: 30px;
+ margin-top: 30px;
+ padding: 10px;
+}
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+/*=============================================================================
+ AnchorJS (anchor links when hovering over headers)
+=============================================================================*/
+
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+ text-decoration: none;
+}
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+}
[06/11] flink git commit: [docs] Add "concepts" documentation page
Posted by uc...@apache.org.
http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/fig/processes.svg
----------------------------------------------------------------------
diff --git a/docs/concepts/fig/processes.svg b/docs/concepts/fig/processes.svg
new file mode 100644
index 0000000..fe83a9d
--- /dev/null
+++ b/docs/concepts/fig/processes.svg
@@ -0,0 +1,749 @@
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+with the License. You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
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[07/11] flink git commit: [docs] Add "concepts" documentation page
Posted by uc...@apache.org.
http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/fig/parallel_dataflow.svg
----------------------------------------------------------------------
diff --git a/docs/concepts/fig/parallel_dataflow.svg b/docs/concepts/fig/parallel_dataflow.svg
new file mode 100644
index 0000000..3a699a9
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[02/11] flink git commit: [docs] Add "concepts" documentation page
Posted by uc...@apache.org.
http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/fig/tasks_chains.svg
----------------------------------------------------------------------
diff --git a/docs/concepts/fig/tasks_chains.svg b/docs/concepts/fig/tasks_chains.svg
new file mode 100644
index 0000000..581112a
--- /dev/null
+++ b/docs/concepts/fig/tasks_chains.svg
@@ -0,0 +1,463 @@
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[05/11] flink git commit: [docs] Add "concepts" documentation page
Posted by uc...@apache.org.
http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/fig/program_dataflow.svg
----------------------------------------------------------------------
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[10/11] flink git commit: [docs] Add top links and sub headings to
Concepts
Posted by uc...@apache.org.
[docs] Add top links and sub headings to Concepts
Project: http://git-wip-us.apache.org/repos/asf/flink/repo
Commit: http://git-wip-us.apache.org/repos/asf/flink/commit/cbb2e004
Tree: http://git-wip-us.apache.org/repos/asf/flink/tree/cbb2e004
Diff: http://git-wip-us.apache.org/repos/asf/flink/diff/cbb2e004
Branch: refs/heads/release-1.0
Commit: cbb2e004254ca5c57f421635eba7d6ee68b0b152
Parents: 7f41dd6
Author: Ufuk Celebi <uc...@apache.org>
Authored: Mon Apr 4 10:14:07 2016 +0200
Committer: Ufuk Celebi <uc...@apache.org>
Committed: Mon Apr 4 10:42:08 2016 +0200
----------------------------------------------------------------------
docs/concepts/concepts.md | 25 +++++++++++++++++++------
1 file changed, 19 insertions(+), 6 deletions(-)
----------------------------------------------------------------------
http://git-wip-us.apache.org/repos/asf/flink/blob/cbb2e004/docs/concepts/concepts.md
----------------------------------------------------------------------
diff --git a/docs/concepts/concepts.md b/docs/concepts/concepts.md
index 1e8e247..e0f6cc5 100644
--- a/docs/concepts/concepts.md
+++ b/docs/concepts/concepts.md
@@ -53,8 +53,9 @@ in the dataflow. Sometimes, however, one transformation may consist of multiple
<img src="fig/program_dataflow.svg" alt="A DataStream program, and its dataflow." class="offset" width="80%" />
+{% top %}
-**Parallel Dataflows**
+### Parallel Dataflows
Programs in Flink are inherently parallel and distributed. *Streams* are split into **stream partitions** and
*operators* are split into **operator subtasks**. The operator subtasks execute independently from each other,
@@ -78,8 +79,9 @@ Streams can transport data between two operators in a *one-to-one* (or *forwardi
In a *redistributing* exchange, order among elements is only preserved for each pair of sending- and receiving
task (for example subtask[1] of *map()* and subtask[2] of *keyBy/window*).
+{% top %}
-**Tasks & Operator Chains**
+### Tasks & Operator Chains
For the distributed execution, Flink *chains* operator subtasks together into *tasks*. Each task is executed by one thread.
Chaining operators together into tasks is a useful optimization: it reduces the overhead of thread-to-thread
@@ -90,6 +92,7 @@ The sample dataflow in the figure below is executed with five subtasks, and henc
<img src="fig/tasks_chains.svg" alt="Operator chaining into Tasks" class="offset" width="80%" />
+{% top %}
## Distributed Execution
@@ -117,8 +120,9 @@ Java/Scala program that triggers the execution, or in the command line process `
<img src="fig/processes.svg" alt="The processes involved in executing a Flink dataflow" class="offset" width="80%" />
+{% top %}
-**Workers, Slots, Resources**
+### Workers, Slots, Resources
Each worker (TaskManager) is a *JVM process*, and may execute one or more subtasks in separate threads.
To control how many tasks a worker accepts, a worker has so called **task slots** (at least one).
@@ -157,6 +161,7 @@ With hyper threading, each slot then takes 2 or more hardware thread contexts.
<img src="fig/slot_sharing.svg" alt="TaskManagers with shared Task Slots" class="offset" width="80%" />
+{% top %}
## Time and Windows
@@ -173,8 +178,9 @@ One typically distinguishes different types of windows, such as *tumbling window
More window examples can be found in this [blog post](https://flink.apache.org/news/2015/12/04/Introducing-windows.html).
+{% top %}
-**Time**
+### Time
When referring to time in a streaming program (for example to define windows), one can refer to different notions
of time:
@@ -191,6 +197,7 @@ of time:
More details on how to handle time are in the [event time docs]({{ site.baseurl }}/apis/streaming/event_time.html).
+{% top %}
## State and Fault Tolerance
@@ -207,7 +214,9 @@ This alignment also allows Flink to redistribute the state and adjust the stream
<img src="fig/state_partitioning.svg" alt="State and Partitioning" class="offset" width="50%" />
-**Checkpoints for Fault Tolerance**
+{% top %}
+
+### Checkpoints for Fault Tolerance
Flink implements fault tolerance using a combination of **stream replay** and **checkpoints**. A checkpoint
defines a consistent point in streams and state from which an streaming dataflow can resume, and maintain consistency
@@ -220,13 +229,16 @@ More details on checkpoints and fault tolerance are in the [fault tolerance docs
<img src="fig/checkpoints.svg" alt="checkpoints and snapshots" class="offset" width="60%" />
-**State backends**
+{% top %}
+
+### State Backends
The exact data structures in which the key/values indexes are stored depend on the chosen **state backend**. One state backend
stores data in an in-memory hash map, another state backend uses [RocksDB](http://rocksdb.org) as the key/value index.
In addition to defining the data structure that holds the state, the state backends also implements the logic to
take a point-in-time snapshot of the key/value state and store that snapshot as part of a checkpoint.
+{% top %}
## Batch on Streaming
@@ -244,3 +256,4 @@ same way as well as they apply to streaming programs, with minor exceptions:
- The DataSet API introduces special synchronized (superstep-based) iterations, which are only possible on
bounded streams. For details, check out the [iteration docs]({{ site.baseurl }}/apis/batch/iterations.html).
+{% top %}
[08/11] flink git commit: [docs] Add "concepts" documentation page
Posted by uc...@apache.org.
http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/fig/event_ingestion_processing_time.svg
----------------------------------------------------------------------
diff --git a/docs/concepts/fig/event_ingestion_processing_time.svg b/docs/concepts/fig/event_ingestion_processing_time.svg
new file mode 100644
index 0000000..fc80d91
--- /dev/null
+++ b/docs/concepts/fig/event_ingestion_processing_time.svg
@@ -0,0 +1,375 @@
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+regarding copyright ownership. The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License. You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
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+ id="path3129"
+ style="fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:#000000;stroke-width:0.01875467px;stroke-linecap:butt;stroke-linejoin:round;stroke-opacity:1;stroke-dasharray:none" />
+ <path
+ d="m 70.977057,294.514 12.753177,-25.4876 -1.115903,-0.56264 -12.753177,25.49697 z m 14.43172,-24.65302 c 0.618905,-1.22843 0.112529,-2.72881 -1.115903,-3.34771 -1.237808,-0.6189 -2.738182,-0.12191 -3.357086,1.1159 -0.618904,1.23781 -0.121905,2.73819 1.115903,3.35709 1.237809,0.6189 2.738182,0.11253 3.357086,-1.12528 z"
+ id="path3131"
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+ <path
+ d="m 325.78741,293.19179 6.37659,-31.97671 -1.23781,-0.24382 -6.37659,31.97672 z m 8.21455,-31.60162 c 0.26256,-1.36909 -0.61891,-2.68192 -1.96924,-2.94448 -1.35034,-0.28132 -2.66317,0.60014 -2.94449,1.95048 -0.26256,1.36909 0.61891,2.68192 1.96924,2.94448 1.35034,0.28132 2.68192,-0.60014 2.94449,-1.95048 z"
+ id="path3133"
+ style="fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:#000000;stroke-width:0.01875467px;stroke-linecap:butt;stroke-linejoin:round;stroke-opacity:1;stroke-dasharray:none" />
+ <path
+ d="m 440.43472,294.07326 -14.57238,-36.49659 1.16279,-0.46887 14.57238,36.49659 z m -16.31656,-35.80267 c -0.50638,-1.27532 0.11253,-2.73818 1.4066,-3.24456 1.27532,-0.52513 2.73818,0.11253 3.24456,1.38785 0.50637,1.27532 -0.11253,2.73818 -1.38785,3.24456 -1.29407,0.52513 -2.73818,-0.11253 -3.26331,-1.38785 z"
+ id="path3135"
+ style="fill:#000000;fill-opacity:1;fill-rule:nonzero;stroke:#000000;stroke-width:0.01875467px;stroke-linecap:butt;stroke-linejoin:round;stroke-opacity:1;stroke-dasharray:none" />
+ </g>
+ </g>
+</svg>
[11/11] flink git commit: [docs] Add top-nav link to concepts
Posted by uc...@apache.org.
[docs] Add top-nav link to concepts
Project: http://git-wip-us.apache.org/repos/asf/flink/repo
Commit: http://git-wip-us.apache.org/repos/asf/flink/commit/2de3626c
Tree: http://git-wip-us.apache.org/repos/asf/flink/tree/2de3626c
Diff: http://git-wip-us.apache.org/repos/asf/flink/diff/2de3626c
Branch: refs/heads/release-1.0
Commit: 2de3626cdb80f58bff578cb3088077acb3850c75
Parents: cbb2e00
Author: Ufuk Celebi <uc...@apache.org>
Authored: Mon Apr 4 10:39:02 2016 +0200
Committer: Ufuk Celebi <uc...@apache.org>
Committed: Mon Apr 4 10:42:08 2016 +0200
----------------------------------------------------------------------
docs/_includes/navbar.html | 6 ++++--
docs/index.md | 2 ++
2 files changed, 6 insertions(+), 2 deletions(-)
----------------------------------------------------------------------
http://git-wip-us.apache.org/repos/asf/flink/blob/2de3626c/docs/_includes/navbar.html
----------------------------------------------------------------------
diff --git a/docs/_includes/navbar.html b/docs/_includes/navbar.html
index a915d8d..d69ba6e 100644
--- a/docs/_includes/navbar.html
+++ b/docs/_includes/navbar.html
@@ -39,7 +39,9 @@ under the License.
<!-- The navigation links. -->
<div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1">
<ul class="nav navbar-nav">
- <li class="hidden-sm {% if page.url == '/' %}active{% endif %}"><a href="{{ site.baseurl}}/">Documentation {{ site.version_short }}</a></li>
+ <li class="hidden-sm {% if page.url == '/' %}active{% endif %}"><a href="{{ site.baseurl}}/">Docs v{{ site.version_short }}</a></li>
+
+ <li class="{% if page.url == '/concepts/concepts.html' %}active{% endif %}"><a href="{{ site.baseurl}}/concepts/concepts.html">Concepts</a></li>
<!-- Quickstart -->
<li class="dropdown{% if page.url contains '/quickstart/' %} active{% endif %}">
@@ -82,7 +84,7 @@ under the License.
</li>
<!-- Libraries -->
- <li class="dropdown{% if page.url contains '/libs/' %} active{% endif %}">
+ <li class="dropdown{% if page.url contains '/libs/' %} active{% endif %} hidden-sm">
<a href="{{ libs }}" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-expanded="false">Libraries <span class="caret"></span></a>
<ul class="dropdown-menu" role="menu">
{% assign libs_group = (site.pages | where: "top-nav-group" , "libs" | sort: "top-nav-pos") %}
http://git-wip-us.apache.org/repos/asf/flink/blob/2de3626c/docs/index.md
----------------------------------------------------------------------
diff --git a/docs/index.md b/docs/index.md
index 875d3ca..8360873 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -26,6 +26,8 @@ Apache Flink is an open source platform for distributed stream and batch data pr
## First Steps
+- **Concepts**: Start with the [basic concepts]({{ site.baseurl }}/concepts/concepts.html) of Flink. This will help you to fully understand the other parts of the documentation, including the setup and programming guides. It is highly recommended to read this first.
+
- **Quickstarts**: [Run an example program](quickstart/setup_quickstart.html) on your local machine or [write a simple program](quickstart/run_example_quickstart.html) working on live Wikipedia edits.
- **Setup:** The [local]({{ site.baseurl }}/setup/local_setup.html), [cluster](setup/cluster_setup.html), and [cloud](setup/gce_setup.html) setup guides show you how to deploy Flink.
[09/11] flink git commit: [docs] Add "concepts" documentation page
Posted by uc...@apache.org.
[docs] Add "concepts" documentation page
Project: http://git-wip-us.apache.org/repos/asf/flink/repo
Commit: http://git-wip-us.apache.org/repos/asf/flink/commit/7f41dd6a
Tree: http://git-wip-us.apache.org/repos/asf/flink/tree/7f41dd6a
Diff: http://git-wip-us.apache.org/repos/asf/flink/diff/7f41dd6a
Branch: refs/heads/release-1.0
Commit: 7f41dd6a7a1b62c20093f7c6ee39930b794cf543
Parents: 974c66e
Author: Stephan Ewen <se...@apache.org>
Authored: Thu Mar 31 19:25:35 2016 +0200
Committer: Ufuk Celebi <uc...@apache.org>
Committed: Mon Apr 4 10:42:03 2016 +0200
----------------------------------------------------------------------
docs/concepts/concepts.md | 246 ++++++
docs/concepts/fig/checkpoints.svg | 249 ++++++
.../fig/event_ingestion_processing_time.svg | 375 ++++++++++
docs/concepts/fig/parallel_dataflow.svg | 487 ++++++++++++
docs/concepts/fig/processes.svg | 749 +++++++++++++++++++
docs/concepts/fig/program_dataflow.svg | 546 ++++++++++++++
docs/concepts/fig/slot_sharing.svg | 721 ++++++++++++++++++
docs/concepts/fig/state_partitioning.svg | 291 +++++++
docs/concepts/fig/tasks_chains.svg | 463 ++++++++++++
docs/concepts/fig/tasks_slots.svg | 395 ++++++++++
docs/concepts/fig/windows.svg | 193 +++++
docs/page/css/flink.css | 20 +
12 files changed, 4735 insertions(+)
----------------------------------------------------------------------
http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/concepts.md
----------------------------------------------------------------------
diff --git a/docs/concepts/concepts.md b/docs/concepts/concepts.md
new file mode 100644
index 0000000..1e8e247
--- /dev/null
+++ b/docs/concepts/concepts.md
@@ -0,0 +1,246 @@
+---
+title: "Concepts"
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements. See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership. The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License. You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied. See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+<script type="text/javascript">
+$( document ).ready(function() {
+ // Handler for .ready() called.
+ $('.ga-track').click( function () {
+ console.log("tracking " + $(this).attr('id'))
+ // we just use the element id for tracking with google analytics
+ ga('send', 'event', 'button', 'click', $(this).attr('id'));
+ });
+
+});
+</script>
+
+* This will be replaced by the TOC
+{:toc}
+
+
+## Programs and Dataflows
+
+The basic building blocks of Flink programs are **streams** and **transformations** (note that a DataSet is internally
+also a stream). A *stream* is an intermediate result, and a *transformation* is an operation that takes one or more streams
+as input, and computes one or more result streams from them.
+
+When executed, Flink programs are mapped to **streaming dataflows**, consisting of **streams** and transformation **operators**.
+Each dataflow starts with one or more **sources** and ends in one or more **sinks**. The dataflows may resemble
+arbitrary **directed acyclic graphs** *(DAGs)*. (Special forms of cycle is permitted via *iteration* constructs, we
+omit this here for simplicity).
+
+In most cases, there is a one-to-one correspondence between the transformations in the programs and the operators
+in the dataflow. Sometimes, however, one transformation may consist of multiple transformation operators.
+
+<img src="fig/program_dataflow.svg" alt="A DataStream program, and its dataflow." class="offset" width="80%" />
+
+
+**Parallel Dataflows**
+
+Programs in Flink are inherently parallel and distributed. *Streams* are split into **stream partitions** and
+*operators* are split into **operator subtasks**. The operator subtasks execute independently from each other,
+in different threads and on different machines or containers.
+
+The number of operator subtasks is the **parallelism** of that particular operator. The parallelism of a stream
+is always that of its producing operator. Different operators of the program may have a different parallelism.
+
+<img src="fig/parallel_dataflow.svg" alt="A parallel dataflow" class="offset" width="80%" />
+
+Streams can transport data between two operators in a *one-to-one* (or *forwarding*) pattern, or in a *redistributing* pattern:
+
+ - **One-to-one** streams (for example between the *source* and the *map()* operators) preserves partitioning and order of
+ elements. That means that subtask[1] of the *map()* operator will see the same elements in the same order, as they
+ were produced by subtask[1] of the *source* operator.
+
+ - **Redistributing** streams (between *map()* and *keyBy/window*, as well as between *keyBy/window* and *sink*) change
+ the partitioning of streams. Each *stream partition* splits itself up and sends data to different target subtasks,
+ depending on the selected transformation. Examples are *keyBy()* (re-partitions by hash code), *broadcast()*, or
+ *rebalance()* (random redistribution).
+ In a *redistributing* exchange, order among elements is only preserved for each pair of sending- and receiving
+ task (for example subtask[1] of *map()* and subtask[2] of *keyBy/window*).
+
+
+**Tasks & Operator Chains**
+
+For the distributed execution, Flink *chains* operator subtasks together into *tasks*. Each task is executed by one thread.
+Chaining operators together into tasks is a useful optimization: it reduces the overhead of thread-to-thread
+handover and buffering, and increases overall throughput while decreasing latency.
+The chaining behavior can be configured in the APIs.
+
+The sample dataflow in the figure below is executed with five subtasks, and hence with five parallel threads.
+
+<img src="fig/tasks_chains.svg" alt="Operator chaining into Tasks" class="offset" width="80%" />
+
+
+## Distributed Execution
+
+**Master, Worker, Client**
+
+The Flink runtime consists of two types of processes:
+
+ - The **master** processes (also called *JobManagers*) coordinate the distributed execution. They schedule tasks, coordinate
+ checkpoints, coordinate recovery on failures, etc.
+
+ There is always at least one master process. A high-availability setup will have multiple master processes, out of
+ which one is always the *leader*, and the others are *standby*.
+
+ - The **worker** processes (also called *TaskManagers*) execute the *tasks* (or more specifically, the subtasks) of a dataflow,
+ and buffer and exchange the data *streams*.
+
+ There must always be at least one worker process.
+
+The master and worker processes can be started in an arbitrary fashion: Directly on the machines, via containers, or via
+resource frameworks like YARN. Workers connect to masters, announcing themselves as available, and get work assigned.
+
+The **client** is not part of the runtime and program execution, but is used to prepare and send to dataflow to the master.
+After that, the client can disconnect, or stay connected to receive progress reports. The client runs either as part of the
+Java/Scala program that triggers the execution, or in the command line process `./bin/flink run ...`.
+
+<img src="fig/processes.svg" alt="The processes involved in executing a Flink dataflow" class="offset" width="80%" />
+
+
+**Workers, Slots, Resources**
+
+Each worker (TaskManager) is a *JVM process*, and may execute one or more subtasks in separate threads.
+To control how many tasks a worker accepts, a worker has so called **task slots** (at least one).
+
+Each *task slot* is a fix subset of resources of the TaskManager. A TaskManager with three slots, for example,
+will dedicate 1/3 of its managed memory to each slot. Slotting the resources means that a subtask will not
+compete with subtasks from other jobs for managed memory, but that the subtask a certain amount of reserved
+managed memory. Note that no CPU isolation happens here, slots currently only separate managed memory of tasks.
+
+Adjusting the number of task slots thus allows users to define how subtasks are isolated against each other.
+Having one slot per TaskManager means each task group runs in a separate JVM (which can be started in a
+separate container, for example). Having multiple slots
+means more subtasks share the same JVM. Tasks in the same JVM share TCP connections (via multiplexing) and
+heartbeats messages, or may shared data sets and data structures, thus reducing the per-task overhead.
+
+<img src="fig/tasks_slots.svg" alt="A TaskManager with Task Slots and Tasks" class="offset" width="80%" />
+
+By default, Flink allows subtasks to share slots, if they are subtasks of different tasks, but from the same
+job. The result is that one slot may hold an entire pipeline of the job. Allowing this *slot sharing*
+has two main benefits:
+
+ - A Flink cluster needs exactly as many tasks slots, as the highest parallelism used in the job.
+ No need to calculate how many tasks (with varying parallelism) a program contains in total.
+
+ - It is easier to get better resource utilization. Without slot sharing, the non-intensive
+ *source/map()* subtasks would block as many resources as the resource intensive *window* subtasks.
+ With slot sharing, increasing the base parallelism from two to six yields full utilization of the
+ slotted resources, while still making sure that each TaskManager gets only a fair share of the
+ heavy subtasks.
+
+The slot sharing behavior can be controlled in the APIs, to prevent sharing where it is undesirable.
+The mechanism for that are the *resource groups*, which define what (sub)tasks may share slots.
+
+As a rule-of-thumb, a good default number of task slots would be the number of CPU cores.
+With hyper threading, each slot then takes 2 or more hardware thread contexts.
+
+<img src="fig/slot_sharing.svg" alt="TaskManagers with shared Task Slots" class="offset" width="80%" />
+
+
+## Time and Windows
+
+Aggregating events (e.g., counts, sums) work slightly differently on streams than in batch processing.
+For example, it is impossible to first count all elements in the stream and then return the count,
+because streams are in general infinite (unbounded). Instead, aggregates on streams (counts, sums, etc),
+are scoped by **windows**, such as *"count over the last 5 minutes"*, or *"sum of the last 100 elements"*.
+
+Windows can be *time driven* (example: every 30 seconds) or *data driven* (example: every 100 elements).
+One typically distinguishes different types of windows, such as *tumbling windows* (no overlap),
+*sliding windows* (with overlap), and *session windows* (gap of activity).
+
+<img src="fig/windows.svg" alt="Time- and Count Windows" class="offset" width="80%" />
+
+More window examples can be found in this [blog post](https://flink.apache.org/news/2015/12/04/Introducing-windows.html).
+
+
+**Time**
+
+When referring to time in a streaming program (for example to define windows), one can refer to different notions
+of time:
+
+ - **Event Time** is the time when an event was created. It is usually described by a timestamp in the events,
+ for example attached by the producing sensor, or the producing service. Flink accesses event timestamps
+ via [timestamp assigners]({{ site.baseurl }}/apis/streaming/event_timestamps_watermarks.html).
+
+ - **Ingestion time** is the time when an event enters the Flink dataflow at the source operator.
+
+ - **Processing Time** is the local time at each operator that performs a time-based operation.
+
+<img src="fig/event_ingestion_processing_time.svg" alt="Event Time, Ingestion Time, and Processing Time" class="offset" width="80%" />
+
+More details on how to handle time are in the [event time docs]({{ site.baseurl }}/apis/streaming/event_time.html).
+
+
+## State and Fault Tolerance
+
+While many operations in a dataflow simply look at one individual *event at a time* (for example an event parser),
+some operations remember information across individual events (for example window operators).
+These operations are called **stateful**.
+
+The state from stateful operation is maintained in what can be thought of as an embedded key/value store.
+The state is partitioned and distributed strictly together with the streams that are read by the
+stateful operators. Hence, access the key/value state is only possible on *keyed streams*, after a *keyBy()* function,
+and is restricted to the values of the current event's key. Aligning the keys of streams and state
+makes sure that all state updates are local operations, guaranteeing consistency without transaction overhead.
+This alignment also allows Flink to redistribute the state and adjust the stream partitioning transparently.
+
+<img src="fig/state_partitioning.svg" alt="State and Partitioning" class="offset" width="50%" />
+
+**Checkpoints for Fault Tolerance**
+
+Flink implements fault tolerance using a combination of **stream replay** and **checkpoints**. A checkpoint
+defines a consistent point in streams and state from which an streaming dataflow can resume, and maintain consistency
+*(exactly-once processing semantics)*. The events and state update since the last checkpoint are replayed from the input streams.
+
+Checkpoints interval is a means of trading off the overhead of fault tolerance during execution, with the recovery time (the amount
+of events that need to be replayed).
+
+More details on checkpoints and fault tolerance are in the [fault tolerance docs]({{ site.baseurl }}/internals/stream_checkpointing.html/).
+
+<img src="fig/checkpoints.svg" alt="checkpoints and snapshots" class="offset" width="60%" />
+
+**State backends**
+
+The exact data structures in which the key/values indexes are stored depend on the chosen **state backend**. One state backend
+stores data in an in-memory hash map, another state backend uses [RocksDB](http://rocksdb.org) as the key/value index.
+In addition to defining the data structure that holds the state, the state backends also implements the logic to
+take a point-in-time snapshot of the key/value state and store that snapshot as part of a checkpoint.
+
+
+## Batch on Streaming
+
+Flink executes batch programs as a special case of streaming programs, where the streams are bounded (finite number of elements).
+A *DataSet* is treated internally as a stream of data. The concepts above thus apply to batch programs in the
+same way as well as they apply to streaming programs, with minor exceptions:
+
+ - Programs in the DataSet API do not use checkpoints. Recovery happens by fully replaying the streams.
+ That is possible, because inputs are bounded. This pushes the cost more towards the recovery,
+ but makes the regular processing cheaper, because it avoids checkpoints.
+
+ - Stateful operation in the DataSet API use simplified in-memory/out-of-core data structures, rather than
+ key/value indexes.
+
+ - The DataSet API introduces special synchronized (superstep-based) iterations, which are only possible on
+ bounded streams. For details, check out the [iteration docs]({{ site.baseurl }}/apis/batch/iterations.html).
+
http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/fig/checkpoints.svg
----------------------------------------------------------------------
diff --git a/docs/concepts/fig/checkpoints.svg b/docs/concepts/fig/checkpoints.svg
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+
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[03/11] flink git commit: [docs] Add "concepts" documentation page
Posted by uc...@apache.org.
http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/fig/state_partitioning.svg
----------------------------------------------------------------------
diff --git a/docs/concepts/fig/state_partitioning.svg b/docs/concepts/fig/state_partitioning.svg
new file mode 100644
index 0000000..4d75ca3
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[04/11] flink git commit: [docs] Add "concepts" documentation page
Posted by uc...@apache.org.
http://git-wip-us.apache.org/repos/asf/flink/blob/7f41dd6a/docs/concepts/fig/slot_sharing.svg
----------------------------------------------------------------------
diff --git a/docs/concepts/fig/slot_sharing.svg b/docs/concepts/fig/slot_sharing.svg
new file mode 100644
index 0000000..a3be133
--- /dev/null
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+with the License. You may obtain a copy of the License at
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