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Posted to common-issues@hadoop.apache.org by GitBox <gi...@apache.org> on 2022/04/25 17:00:27 UTC

[GitHub] [hadoop] ahmarsuhail commented on a diff in pull request #4205: HADOOP-18177. Document prefetching architecture.

ahmarsuhail commented on code in PR #4205:
URL: https://github.com/apache/hadoop/pull/4205#discussion_r857842464


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hadoop-tools/hadoop-aws/src/site/markdown/tools/hadoop-aws/prefetching.md:
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+<!---
+  Licensed 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. See accompanying LICENSE file.
+-->
+
+# S3A Prefetching
+
+
+This document explains the `S3PrefetchingInputStream` and the various components it uses.
+
+This input stream implements prefetching and caching to improve read performance of the input stream. A high level overview of this feature can also be found on [this](https://medium.com/pinterest-engineering/improving-efficiency-and-reducing-runtime-using-s3-read-optimization-b31da4b60fa0) blogpost.
+
+With prefetching, we divide the file into blocks of a fixed size (default is 8MB), associate buffers to these blocks, and then read data into these buffers asynchronously. We also potentially cache these blocks.
+
+### Basic Concepts
+
+* **File** : A binary blob of data stored on some storage device.
+* **Block :** A file is divided into a number of blocks. The default size of a block is 8MB, but can be configured. The size of the first n-1 blocks is same,  and the size of the last block may be same or smaller.
+* **Block based reading** : The granularity of read is one block. That is, we read an entire block and return or none at all. Multiple blocks may be read in parallel.
+
+### Configuring the stream
+
+|Property    |Meaning    |Default    |
+|---	|---	|---	|
+|fs.s3a.prefetch.enabled    |Enable the prefetch input stream    |TRUE |
+|fs.s3a.prefetch.block.size    |Size of a block    |8MB    |
+|fs.s3a.prefetch.block.count    |Number of blocks to prefetch    |8    |
+
+### Key Components:
+
+`S3PrefetchingInputStream` - When prefetching is enabled, S3AFileSystem will return an instance of this class as the input stream. Depending on the file size, it will either use the `S3InMemoryInputStream` or the `S3CachingInputStream` as the underlying input stream.
+
+`S3InMemoryInputStream` - Underlying input stream used when the file size < configured block size. Will read the entire file into memory.
+
+`S3CachingInputStream` - Underlying input stream used when file size > configured block size. Uses asynchronous prefetching of blocks and caching to improve performance.
+
+`BlockData` - Holds information about the blocks in a file, such as:
+
+* Number of blocks in the file
+* Block size
+* State of each block (initially all blocks have state *NOT_READY*). Other states are: Queued, Ready, Cached.
+
+`BufferData` - Holds the buffer and additional information about it such as:
+
+* The block number this buffer is for
+* State of the buffer (Unknown, Blank, Prefetching, Caching, Ready, Done). Initial state of a buffer is blank.
+
+`CachingBlockManager` - Implements reading data into the buffer, prefetching and caching.
+
+`BufferPool` - Manages a fixed sized pool of buffers. It’s used by `CachingBlockManager` to acquire buffers.
+
+`S3File` - Implements operations to interact with S3 such as opening and closing the input stream to the S3 file.
+
+`S3Reader` - Implements reading from the stream opened by `S3File`. Reads from this input stream in blocks of 64KB.
+
+`FilePosition` - Provides functionality related to tracking the position in the file. Also gives access to the current buffer in use.
+
+`SingleFilePerBlockCache` - Responsible for caching blocks to the local file system. Each cache block is stored on the local disk as a separate file.
+
+### Operation
+
+### S3InMemoryInputStream
+
+If we have a file with size 5MB, and block size = 8MB. Since file size is less than the block size, the `S3InMemoryInputStream` will be used.
+
+If the caller makes the following read calls:
+
+
+```
+in.read(buffer, 0, 3MB);
+in.read(buffer, 0, 2MB);
+```
+
+When the first read is issued, there is no buffer in use yet. We get the data in this file by calling the `ensureCurrentBuffer()` method, which ensures that a buffer with data is available to be read from.
+
+The `ensureCurrentBuffer()` then:
+
+* Reads data into a buffer by calling `S3Reader.read(ByteBuffer buffer, long offset, int size)`
+*  `S3Reader` uses `S3File` to open an input stream to the S3 file by making a `getObject()` request with range as `(0, filesize)`.
+*  The S3Reader reads the entire file into the provided buffer, and once reading is complete closes the S3 stream and frees all underlying resources.
+* Now the entire file is in a buffer, set this data in `FilePosition` so it can be accessed by the input stream.
+
+The read operation now just gets the required bytes from the buffer in `FilePosition`.
+
+When the second read is issued, there is already a valid buffer which can be used. Don’t do anything else, just read the required bytes from this buffer.
+
+### S3CachingInputStream
+
+
+
+[Image: image.png]

Review Comment:
   sorry, I didn't mean to commit this. I was initially using the image in the blogpost: https://medium.com/pinterest-engineering/improving-efficiency-and-reducing-runtime-using-s3-read-optimization-b31da4b60fa0, but that diagram is very high level so I'm not sure if it adds much here. Do we think having that will help? Or do we think we need a lower level architecture diagram? 



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