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Posted to commits@samza.apache.org by we...@apache.org on 2018/09/29 05:59:29 UTC
[1/2] samza git commit: SAMZA-1915: Added docs for table API
Repository: samza
Updated Branches:
refs/heads/master 11471672d -> 6c9715fbc
http://git-wip-us.apache.org/repos/asf/samza/blob/6c9715fb/docs/img/versioned/learn/documentation/api/table-class-diagram.svg
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diff --git a/docs/img/versioned/learn/documentation/api/table-class-diagram.svg b/docs/img/versioned/learn/documentation/api/table-class-diagram.svg
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http://git-wip-us.apache.org/repos/asf/samza/blob/6c9715fb/docs/learn/documentation/versioned/api/table-api.md
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diff --git a/docs/learn/documentation/versioned/api/table-api.md b/docs/learn/documentation/versioned/api/table-api.md
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@@ -0,0 +1,558 @@
+---
+layout: page
+title: Samza Table API
+---
+<!--
+ 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.
+-->
+
+
+# Introduction
+
+Samza Table API is an abstraction for data sources that support random
+access by key, which simplifies stream-table-join. It is the natural
+evolution of the existing [storage API] (https://github.com/apache/samza/blob/master/samza-kv/src/main/scala/org/apache/samza/storage/kv/KeyValueStorageEngine.scala),
+and it offers support for both local and remote data sources and
+composition through hybrid tables.
+
+For various reasons, a real-time stream often only contain minimal or a
+small amount of information, and may need to be augmented with richer
+information fetched from adjunct data sources through joining. This is
+quite common in advertising, relevance ranking, fraud detection, and
+other domains. However, there exists a wide variety of data stores with
+different characteristics and levels of sophistication. Samza Table API
+simplifies the application developer experience by hiding the details of
+individual technologies, while making it easier to migrate from one
+technology to another.
+
+For remote data sources, the Samza remote table provides optimized access
+such as caching, rate-limiting, retry and batching (future) support.
+
+In addition, more advanced functionalities can be provided through table
+composition. For example, bootstrapping a stream is often used to build
+an authoritative local cache, and today stream processing has to wait
+until bootstrap is completed. A hybrid table can provide access to remote
+data source while the local cache is being built, so that stream processing
+could begin earlier.
+
+Application developers can now take advantage of the aforementioned benefits,
+which are all encapsulated under the Samza Table API.
+
+# Sample Applications
+
+Sample applications demonstrating how to use Samza Table API can be found
+[here] (https://github.com/apache/samza-hello-samza/tree/latest/src/main/java/samza/examples/cookbook).
+
+# Architecture and Concepts
+
+The diagram below illustrates the overall architecture of Samza Table API.
+
+
+
+Let’s look at a few concepts before diving into the API.
+
+
+
+[`Table`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/table/Table.java) -
+This interface represents a dataset that can be accessed by key. We support
+two types of tables: read-only and read-write. A table can be accessed either
+synchronously or asynchronously and a request may contain one or more keys.
+There are three broad categories of tables: local, remote and hybrid.
+
+[`ReadableTable`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/table/ReadableTable.java) -
+Interface that represents a read-only table. It implements Table.
+
+[`ReadWriteTable`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/table/ReadWriteTable.java) -
+Interface that represents a read-write table. It implements Table.
+
+[`TableDescriptor`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/operators/TableDescriptor.java) -
+User-facing object that contains metadata that completely describes a table.
+It may include identifier, serialization, provider, configuration, etc.
+Example implementations of this interface are
+
+* [`RemoteTableDescriptor`] (https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/RemoteTableDescriptor.java)
+ facilitates access to remotely stored data,
+* [`InMemoryTableDescriptor`] (https://github.com/apache/samza/blob/master/samza-kv-inmemory/src/main/java/org/apache/samza/storage/kv/inmemory/InMemoryTableDescriptor.java)
+ describes a table stored in-memory, and
+* [`RocksDbTableDescriptor`] (https://github.com/apache/samza/blob/master/samza-kv-rocksdb/src/main/java/org/apache/samza/storage/kv/RocksDbTableDescriptor.java)
+ describes a table stored in RocksDB.
+
+# Table Sync and Async API
+
+Samza Table supports both synchronous and asynchronous API. Below is an example for
+the **`get`** operation.
+
+{% highlight java %}
+ /**
+ * Gets the value associated with the specified {@code key}.
+ *
+ * @param key the key with which the associated value is to be fetched.
+ * @return if found, the value associated with the specified {@code key};
+ * otherwise, {@code null}.
+ * @throws NullPointerException if the specified {@code key} is {@code null}.
+ */
+ V get(K key);
+
+ /**
+ * Asynchronously gets the value associated with the specified {@code key}.
+ *
+ * @param key the key with which the associated value is to be fetched.
+ * @return completableFuture for the requested value
+ * @throws NullPointerException if the specified {@code key} is {@code null}.
+ */
+ CompletableFuture<V> getAsync(K key);
+{% endhighlight %}
+
+
+# Using Table with Samza High Level API
+
+The code snippet below illustrates the usage of table in Samza high level API.
+
+{% highlight java %}
+ 1 class SamzaStreamApplication implements StreamApplication {
+ 2 @Override
+ 3 public void describe(StreamApplicationDescriptor appDesc) {
+ 4 TableDescriptor<Integer, Profile> desc = new InMemoryTableDescriptor(
+ 5 "t1", KVSerde.of(new IntegerSerde(), new ProfileJsonSerde()));
+ 6
+ 7 Table<KV<Integer, Profile>> table = appDesc.getTable(desc);
+ 8
+ 9 appDesc.getInputStream("PageView", new NoOpSerde<PageView>())
+10 .map(new MyMapFunc())
+11 .join(table, new MyJoinFunc())
+12 .sendTo(anotherTable);
+13 }
+14 }
+15
+16 static class MyMapFunc implements MapFunction<PageView, KV<Integer, PageView>> {
+17 private ReadableTable<Integer, Profile> profileTable;
+18
+19 @Override
+20 public void init(Config config, TaskContext context) {
+21 profileTable = (ReadableTable<Integer, Profile>) context.getTable("t1");
+22 }
+23
+24 @Override
+25 public KV<Integer, PageView> apply(PageView message) {
+26 return new KV.of(message.getId(), message);
+27 }
+28 }
+29
+30 static class MyJoinFunc implements StreamTableJoinFunction
+31 <Integer, KV<Integer, PageView>, KV<Integer, Profile>, EnrichedPageView> {
+32
+33 @Override
+34 public EnrichedPageView apply(KV<Integer, PageView> m, KV<Integer, Profile> r) {
+35 counterPerJoinFn.get(this.currentSeqNo).incrementAndGet();
+36 return r == null ? null : new EnrichedPageView(
+37 m.getValue().getPageKey(), m.getKey(), r.getValue().getCompany());
+38 }
+39 }
+{% endhighlight %}
+
+In the code snippet above, we read from an input stream, perform transformation,
+join with a table and finally write the output to another table.
+
+1. Line 4-5: A `TableDescriptor` for an in-memory table is created, and then
+ the serde is set.
+2. Line 7: A table object is created from the `TableDescriptor`; internally,
+ the `TableDescriptor` is converted to a `TableSpec`, and registered with the
+ `TaskApplicationDescriptor`. The table object has a reference to the `TableSpec`.
+3. Line 9: creates an `InputStream`
+4. Line 10: applies a map operator defined in line 16-28, all table instances
+ can be accessed from the task context in `Task.init()`. In this example,
+ it is stored in a local variable.
+5. Line 11: joins the mapped stream with the table using the supplied join
+ function defined in lines 30-39.
+6. Line 12: writes the join result stream to another table
+
+# Using Table with Samza Low Level API
+
+The code snippet below illustrates the usage of table in Samza low level API.
+
+{% highlight java %}
+ 1 class SamzaTaskApplication implements TaskApplication {
+ 2
+ 3 @Override
+ 4 public void describe(TaskApplicationDescriptor appDesc) {
+ 5 DelegatingSystemDescriptor ksd = new DelegatingSystemDescriptor("mySystem");
+ 6
+ 7 TableDescriptor<Integer, Profile> tableDesc = new InMemoryTableDescriptor(
+ 8 "T1", KVSerde.of(new IntegerSerde(), new ProfileJsonSerde()));
+ 9 GenericInputDescriptor<Profile> profileISD = ksd.getInputDescriptor("Profile", new NoOpSerde<>());
+10
+11 appDesc.addTable(tableDesc);
+12 appDesc.addInputStream(profileISD);
+13 }
+14
+15
+16 public class MyStreamTask implements StreamTask, InitableTask {
+17 private ReadWriteTable<Integer, Profile> profileTable;
+18
+19 @Override
+20 public void init(Config config, TaskContext context) {
+21 profileTable = (ReadWriteTable<Integer, Profile>) context.getTable("t1");
+22 }
+23
+24 @Override
+25 public void process(IncomingMessageEnvelope envelope, MessageCollector collector, TaskCoordinator coordinator) {
+26 String key = (String)message.getKey();
+27 Profile profile = (Profile)message.getMessage();
+28 profileTable.put(key, profile);
+29 }
+30 }
+{% endhighlight %}
+
+In the code snippet above, we read from an input stream, perform transformation,
+join with a table and finally write the output to another table.
+
+1. Line 7-8: A `TableDescriptor` for an in-memory table is created with tableId “t1”,
+ and then the serde is set.
+2. Line 9: creates an `InputStreamDescriptor`.
+3. Line 11-12: adds `TableDescriptor` and `InputStreamDescriptor` to the `TaskApplicationDescriptor`.
+4. Line 16: `InitiableStreamTask` is implemented.
+5. Line 21: A reference to table “t1” is obtained in the `Task.init()` method.
+6. Line 26-28: gets the profile key and record from the incoming stream and writes to the table.
+
+[`ReadableTable`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/table/ReadableTable.java)
+or [`ReadWriteTable`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/table/ReadWriteTable.java)
+can be used in the
+[`StreamTask.process()`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/task/StreamTask.java#L49)
+method on the table reference obtained
+in the
+[`InitableTask.init()`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/task/InitableTask.java#L35)
+method.
+
+
+# Table Metrics
+
+The table below summarizes table metrics:
+
+
+| Metrics | Class | Description |
+|---------|-------|-------------|
+|`get-ns`|`ReadableTable`|Average latency of `get/getAsync()` operations|
+|`getAll-ns`|`ReadableTable`|Average latency of `getAll/getAllAsync()` operations|
+|`num-gets`|`ReadableTable`|Count of `get/getAsync()` operations
+|`num-getAlls`|`ReadableTable`|Count of `getAll/getAllAsync()` operations
+|`put-ns`|`ReadWriteTable`|Average latency of `put/putAsync()` operations
+|`putAll-ns`|`ReadWriteTable`|Average latency of `putAll/putAllAsync()` operations
+|`num-puts`|`ReadWriteTable`|Count of `put/putAsync()` operations
+|`num-putAlls`|`ReadWriteTable`|Count of `putAll/putAllAsync()` operations
+|`delete-ns`|`ReadWriteTable`|Average latency of `delete/deleteAsync()` operations
+|`deleteAll-ns`|`ReadWriteTable`|Average latency of `deleteAll/deleteAllAsync()` operations
+|`delete-num`|`ReadWriteTable`|Count of `delete/deleteAsync()` operations
+|`deleteAll-num`|`ReadWriteTable`|Count of `deleteAll/deleteAllAsync()` operations
+|`flush-ns`|`ReadWriteTable`|Average latency of flush operations
+|`flush-num`|`ReadWriteTable`|Count of flush operations
+|`hit-rate`|`CachingTable`|Cache hit rate (%)
+|`miss-rate`|`CachingTable`|Cache miss rate (%)
+|`req-count`|`CachingTable`|Count of requests
+|`retry-count`|`TableRetryPolicy`|Count of retries executed (excluding the first attempt)
+|`success-count`|`TableRetryPolicy`|Count of successes at first attempt
+|`perm-failure-count`|`TableRetryPolicy`|Count of operations that failed permanently and exhausted all retries
+|`retry-timer`|`TableRetryPolicy`|Total time spent in each IO; this is updated only when at least one retry has been attempted.
+
+
+# Table Types
+
+## Remote Table
+
+[`RemoteTable`](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/RemoteTableDescriptor.java)
+provides a unified abstraction for Samza applications to access any remote data
+store through stream-table join in high-level API or direct access in low-level
+API. Remote Table is a store-agnostic abstraction that can be customized to
+access new types of stores by writing pluggable I/O "Read/Write" functions,
+implementations of
+[`TableReadFunction`](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/TableReadFunction.java) and
+[`TableWriteFunction`](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/TableWriteFunction.java)
+interfaces. Remote Table also provides common functionality, eg. rate limiting
+(built-in) and caching (hybrid).
+
+The async APIs in Remote Table are recommended over the sync versions for higher
+throughput. They can be used with Samza with low-level API to achieve the maximum
+throughput.
+
+Remote Tables are represented by class
+[`RemoteReadableTable`](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/RemoteReadableTable.java) and
+[`RemoteReadWriteTable`](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/RemoteReadWriteTable.java).
+All configuration options of a Remote Table can be found in the
+[`RemoteTableDescriptor`](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/RemoteTableDescriptor.java) class.
+
+### Rate Limiting
+
+Remote Table has built-in client-side rate limiting support in both of its sync
+and async executions. This is useful when a remote data store does not have
+server-side rate limiting or is not sophisticated enough to handle heavy
+inbound requests.
+
+#### Configuration
+
+Rate limiting can be enabled with [`RemoteTableDescriptor`](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/RemoteTableDescriptor.java) in two ways:
+
+1. Default: `withReadRateLimit()` and `withWriteRateLimit()`. The
+ [default implementation](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/util/EmbeddedTaggedRateLimiter.java)
+ uses [Guava](https://google.github.io/guava/releases/snapshot-jre/api/docs/com/google/common/util/concurrent/RateLimiter.html)
+ for rate limiting and provides basic throttling on read/write rates.
+2. User-defined instance: `withRateLimiter()`. Tailored for more advanced
+ usages, eg. custom policies and/or rate limiter libraries
+
+#### Quota
+
+For the default rate limiter, a per-container quota needs to be specified, and
+is divided evenly among all task instances. Application developers are expected
+to calculate such quota from a global quota against the number of containers.
+
+### Retry
+
+I/O failures are not uncommon given the inherently unreliable network and complex
+behaviors of distributed data stores. To be fault-tolerant, Remote Table provides
+built-in support for retrying failed I/O operations originated from the data store
+clients.
+
+Retry capability can be added to a [`RemoteTableDescriptor`](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/RemoteTableDescriptor.java) by providing a
+[`TableRetryPolicy`] (https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/retry/TableRetryPolicy.java),
+ which consists of three aspects:
+
+* Backoff/Sleep policy - fixed, random, exponential with jitters
+* Termination policy - by total attempts and/or delay
+* Retriable exception classification - predicate on `Throwable`
+
+By default, retry is disabled as such failed I/O operations will propagate up and
+the caller is expected to handle the exception. When enabled, retry is on a
+per-request basis such that each individual request is retried independently.
+
+Lastly, Remote Table retry provides a set of standard metrics for monitoring.
+They can be found in
+[`RetryMetrics`] (https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/retry/RetryMetrics.java).
+
+## Local Table
+
+A table is considered local when its data physically co-exists on the same host
+machine as its running job, e.g. in memory or on disk. Local tables are particularly
+useful when data needs to be accessed frequently with low latency, such as a cache.
+Samza Table API supports in-memory and RocksDB-based local tables, which are based
+on the current implementation of in-memory and RocksDB stores. Both tables provide
+feature parity to existing in-memory and RocksDB-based stores. For more detailed
+information please refer to
+[`RocksDbTableDescriptor`] (https://github.com/apache/samza/blob/master/samza-kv-rocksdb/src/main/java/org/apache/samza/storage/kv/RocksDbTableDescriptor.java) and
+[`InMemoryTableDescriptor`] (https://github.com/apache/samza/blob/master/samza-kv-inmemory/src/main/java/org/apache/samza/storage/kv/inmemory/InMemoryTableDescriptor.java).
+
+## Hybrid Table
+
+Hybrid Table consists of one or more tables, and it orchestrates operations between
+them to achieve more advanced functionality. Caching support for remote table is
+currently built on top of hybrid Table because cache can be naturally abstracted
+as a table, eg. local table is also a durable cache.
+
+### Caching
+
+Despite the convenience of remote table, it still incurs the same latency as accessing
+the remote store directly. Whenever eventual consistency is acceptable, Samza
+applications can leverage the caching support in Table API to reduce such latency
+in addition to using the async methods.
+
+[`CachingTable`] (https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/caching/CachingTable.java)
+is the generic table type for combining a cache table (Guava, RocksDb, Couchbase)
+with a remote table. Both the cache and data tables are pluggable, and `CachingTable`
+handles the interactions between them for caching semantics.
+
+#### Write Policies
+
+Caching Table supports below write policies and you can configure them with
+[`CachingTableDescriptor`] (https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/caching/CachingTableDescriptor.java).
+
+* Write-through: records are written to both the data store and cache
+* Write-around: records are written only to data store bypassing the cache
+ * Useful when read-path has no locality with read-path
+
+#### Synchronization
+
+No synchronization is done between data store and cache in `CachingTable` because
+it is very cumbersome in the async code paths. Given eventual consistency is a
+presumed trade-off for enabling caching, it should be acceptable for the table
+and cache to not always be in-sync. Last but not least, unsynchronized operations
+in `CachingTable` deliver much higher throughput.
+
+#### Configuration
+
+Similar to
+[`RateLimiter`](https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/util/RateLimiter.java)
+configuration in remote table, caching can be configured in two ways:
+
+1. Default: `withCacheSize()`, `withReadTtl()`, `withWriteTtl()`
+2. Custom `CacheTable` instance: `withCache()`
+
+The default
+[`CacheTable`] (https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/caching/guava/GuavaCacheTable.java)
+is an in-memory cache implemented on top of
+[Guava Cache] (https://github.com/google/guava/wiki/CachesExplained).
+
+# Implementing Your Own Tables
+
+## More Concepts
+
+[`TableSpec`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/table/TableSpec.java)
+- Internal representation of a table, containing all information about a table.
+
+[`TableProvider`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/table/TableProvider.java)
+- Provides the underlying table implementation that conforms to Table API.
+
+[`TableManager`] (https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/TableManager.java)
+- Responsible for lifecycle of all table instances within a task; it is
+created during instantiation of Samza container.
+
+## Lifecycle of a Table
+
+The life of a table goes through a few phases
+
+1. **Declaration** - at first one declares the table by creating a `TableDescriptor`. In both
+ Samza high level and low level API, the `TableDescriptor` is registered with stream
+ graph, internally converted to `TableSpec` and in return a reference to a `Table`
+ object is obtained that can participate in the building of the DAG.
+2. **Instantiation** - during planning stage, configuration is
+ [generated] (https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/execution/JobNode.java)
+ from `TableSpec`,
+ and the actual tables are instantiated during initialization of
+ [Samza container] (https://github.com/apache/samza/blob/master/samza-core/src/main/scala/org/apache/samza/container/SamzaContainer.scala).
+3. **Usage** - there are a few ways to access a table instance
+ * In Samza high level API, a reference to Table can be obtained from a `TableDescriptor`,
+ which can be used to participate in the DAG operations such as
+ [`join()`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/operators/MessageStream.java) and
+ [`sendTo()`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/operators/MessageStream.java)
+ * In Samza high level API, all table instances can be retrieved from `TaskContext` using
+ table-id during initialization of a
+ [`InitableFunction`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/operators/functions/InitableFunction.java).
+ * In Samza low level API, all table instances can be retrieved from `TaskContext` using
+ table-id during initialization of a
+ [`InitableTask`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/task/InitableTask.java).
+4. **Cleanup** -
+ [`close()`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/table/ReadableTable.java)
+ is invoked on all tables when a job is stopped.
+
+## Developing a Local Table
+
+Developing a local table involves implementing a new table descriptor, provider and provider factory.
+
+1. [`TableDescriptor`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/operators/TableDescriptor.java) - this is the user facing object that contains primarily configuration parameters.
+ In addition, a few internal methods need to be implemented
+ * `generateTableSpecConfig()` should convert parameters in the table descriptor
+ to a `Map<String, String>`, so that information about a table can be transferred
+ to a `TableSpec`.
+ * `getTableSpec()` creates a `TableSpec` object, which is the internal representation
+ of a table.
+2. [`TableProvider`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/table/TableProvider.java) - provides the implementation for a table. It ensures a table is
+ properly constructed and also manages its lifecycle. Methods to implement are
+ * `generateConfig()` generates all Samza configuration relevant to the table.
+ Note in the case of RocksDB, store configuration is also generated here.
+
+Note:
+
+* Since the current local table implementation relies on Samza store implementation,
+ adding a local table requires providing the store implementation first.
+
+## Developing a Remote Table
+
+The generic design of remote table abstracts away mach common functionality.
+Therefore, adding a new remote table type is much more straightforward than
+writing a Samza table from scratch. You only need to implement the
+[`TableReadFunction`](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/TableReadFunction.java) and
+[`TableWriteFunction`](https://github.com/apache/samza/blob/master/samza-core/src/main/java/org/apache/samza/table/remote/TableWriteFunction.java)
+(if supported) interfaces, and the new table type is readily usable with the
+Remote Table framework.
+
+
+
+Since the interfaces have sufficient javadocs and are self-explanatory, we present a
+high-level guideline to call out some less obvious aspects and help ensure consistency
+among future I/O (Read/Write) function implementations in the following sections.
+
+### Serializability
+
+Samza Remote Table I/O function interfaces extend `java.io.Serializable`, which imposes
+a serializability expectation on their implementations, i.e.
+
+1. All fields within I/O function classes must be serializable.
+2. Non-serializable fields must be marked transient. Otherwise, serialization
+ of I/O function will fail. Typical examples of such fields are store client
+ objects.
+3. Consequently, non-serializable fields must be initialized within the
+ implementation of the init() method of the InitableFunction interface extended
+ by both TableReadFunction and TableWriteFunction interfaces. Otherwise,
+ non-serializable fields will be null after I/O function is deserialized.
+
+{% highlight java %}
+class ReadFunction implements TableReadFunction {
+ @Override
+ public void init(Config config, TaskContext context) {
+ /* Initialize all transient fields here. */
+ }
+}
+
+class WriteFunction implements TableWriteFunction {
+ @Override
+ public void init(Config config, TaskContext context) {
+ /* Initialize all transient fields here. */
+ }
+}
+{% endhighlight %}
+
+### Logging
+
+Our recommendation is to:
+
+1. Avoid doing any informational logging in I/O functions that are typically
+ invoked extensively in Samza applications, e.g.
+ * `TableReadFunction.get[All]()`
+ * `TableWriteFunction.put[All]()`
+ * `TableWriteFunction.delete[All]()`
+2. Log all initialization-related successes/failures occurring in overrides of
+`InitableFunction.init()` to improve diagnosability.
+
+### Handling Client Exceptions and Retrying Failed Requests
+
+Implementations of I/O functions for remote stores are likely to utilize a
+client object for communicating with their corresponding store endpoints.
+In this setup, it is possible for an I/O function to run into situations
+where the client it uses throws, e.g. in response to networking or logical
+errors.
+
+We recommend:
+
+1. Catching all such errors, wrapping and throwing them in a
+[`SamzaException`] (https://github.com/apache/samza/blob/master/samza-api/src/main/java/org/apache/samza/SamzaException.java).
+2. Attempting no retry in the face of client errors or failed requests. The
+ intent of the current design of Samza Remote Table API is to handle
+ retries at a higher and more abstract Remote Table level, which implies
+ retrying is not a responsibility of I/O functions.
+
+### Caching
+
+Samza Remote Table API can be configured to utilize user-supplied caches.
+You may refer to the [Caching](#caching) section under Hybrid Table for more details.
+
+### Rate Limiting
+Samza Remote Table API offers generic rate limiting capabilities that can
+be used with all I/O function implementations. You may refer to the
+[Rate Limiting](#rate-limiting) section under Remote Table for more details.
+
+### Separate vs Combined Read/Write Implementations
+
+It is up to the developer whether to implement both `TableReadFunction` and
+`TableWriteFunction` in one class or two separate classes. Defining them in
+separate classes can be cleaner if their implementations are elaborate and
+extended, whereas keeping them in a single class may be more practical if
+they share a considerable amount of code or are relatively short.
http://git-wip-us.apache.org/repos/asf/samza/blob/6c9715fb/docs/learn/documentation/versioned/index.html
----------------------------------------------------------------------
diff --git a/docs/learn/documentation/versioned/index.html b/docs/learn/documentation/versioned/index.html
index 193297c..b37b616 100644
--- a/docs/learn/documentation/versioned/index.html
+++ b/docs/learn/documentation/versioned/index.html
@@ -28,6 +28,7 @@ title: Documentation
<ul class="documentation-list">
<li><a href="comparisons/introduction.html">Low-level API</a></li>
<li><a href="comparisons/mupd8.html">Streams DSL</a></li>
+ <li><a href="api/table-api.html">Table API</a></li>
<li><a href="comparisons/storm.html">Samza SQL</a></li>
<li><a href="comparisons/spark-streaming.html">Apache BEAM</a></li>
<!-- TODO comparisons pages
[2/2] samza git commit: SAMZA-1915: Added docs for table API
Posted by we...@apache.org.
SAMZA-1915: Added docs for table API
As per subject
Author: Wei Song <ws...@linkedin.com>
Reviewers: Jagadish Venkatraman <jv...@linkedin.com>
Closes #666 from weisong44/SAMZA-1915 and squashes the following commits:
b7794af5 [Wei Song] Updated table section in CSS
396d5e8a [Wei Song] Merged from master
1e5de45a [Wei Song] Merge remote-tracking branch 'upstream/master'
e0e70acf [Wei Song] Merge branch 'master' into SAMZA-1915
c85604e0 [Wei Song] Merge remote-tracking branch 'upstream/master'
d687f716 [Wei Song] SAMZA-1915: Added docs for table API
242d8442 [Wei Song] Merge remote-tracking branch 'upstream/master'
ec7d8409 [Wei Song] Merge remote-tracking branch 'upstream/master'
e19b4dc9 [Wei Song] Merge remote-tracking branch 'upstream/master'
8ee78441 [Wei Song] Merge remote-tracking branch 'upstream/master'
1c6a2eae [Wei Song] Merge remote-tracking branch 'upstream/master'
a6c94add [Wei Song] Merge remote-tracking branch 'upstream/master'
41299b5b [Wei Song] Merge remote-tracking branch 'upstream/master'
239a0950 [Wei Song] Merge remote-tracking branch 'upstream/master'
eca00204 [Wei Song] Merge remote-tracking branch 'upstream/master'
51562391 [Wei Song] Merge remote-tracking branch 'upstream/master'
de708f5e [Wei Song] Merge remote-tracking branch 'upstream/master'
df2f8d7b [Wei Song] Merge remote-tracking branch 'upstream/master'
f28b491d [Wei Song] Merge remote-tracking branch 'upstream/master'
4782c61d [Wei Song] Merge remote-tracking branch 'upstream/master'
0440f75f [Wei Song] Merge remote-tracking branch 'upstream/master'
aae0f380 [Wei Song] Merge remote-tracking branch 'upstream/master'
a15a7c9a [Wei Song] Merge remote-tracking branch 'upstream/master'
5cbf9af9 [Wei Song] Merge remote-tracking branch 'upstream/master'
3f7ed71f [Wei Song] Added self to committer list
Project: http://git-wip-us.apache.org/repos/asf/samza/repo
Commit: http://git-wip-us.apache.org/repos/asf/samza/commit/6c9715fb
Tree: http://git-wip-us.apache.org/repos/asf/samza/tree/6c9715fb
Diff: http://git-wip-us.apache.org/repos/asf/samza/diff/6c9715fb
Branch: refs/heads/master
Commit: 6c9715fbc85f973907807cccc26c9d7d3ed983df
Parents: 1147167
Author: Wei Song <ws...@linkedin.com>
Authored: Fri Sep 28 22:59:19 2018 -0700
Committer: Wei Song <ws...@linkedin.com>
Committed: Fri Sep 28 22:59:19 2018 -0700
----------------------------------------------------------------------
docs/_config.yml | 2 +-
docs/css/main.new.css | 1 +
.../learn/documentation/api/table-api-arch.svg | 1 +
.../documentation/api/table-class-diagram.svg | 370 ++++++++++++
.../api/table-descriptor-class-diagram.svg | 270 +++++++++
.../documentation/versioned/api/table-api.md | 558 +++++++++++++++++++
docs/learn/documentation/versioned/index.html | 1 +
7 files changed, 1202 insertions(+), 1 deletion(-)
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http://git-wip-us.apache.org/repos/asf/samza/blob/6c9715fb/docs/_config.yml
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diff --git a/docs/_config.yml b/docs/_config.yml
index 15e0c19..0d13138 100644
--- a/docs/_config.yml
+++ b/docs/_config.yml
@@ -42,4 +42,4 @@ collections:
releases:
output: true
powered-by:
- output: false
\ No newline at end of file
+ output: false
http://git-wip-us.apache.org/repos/asf/samza/blob/6c9715fb/docs/css/main.new.css
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diff --git a/docs/css/main.new.css b/docs/css/main.new.css
index cd88e37..7608b96 100644
--- a/docs/css/main.new.css
+++ b/docs/css/main.new.css
@@ -828,6 +828,7 @@ a.side-navigation__group-title::after {
table {
border-collapse: collapse;
margin: 1em 0;
+ border:1px solid #000000;
font-size : 12px;
font-family : "Myriad Web",Verdana,Helvetica,Arial,sans-serif;
}
http://git-wip-us.apache.org/repos/asf/samza/blob/6c9715fb/docs/img/versioned/learn/documentation/api/table-api-arch.svg
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diff --git a/docs/img/versioned/learn/documentation/api/table-api-arch.svg b/docs/img/versioned/learn/documentation/api/table-api-arch.svg
new file mode 100644
index 0000000..dd2b017
--- /dev/null
+++ b/docs/img/versioned/learn/documentation/api/table-api-arch.svg
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