Answer #1 Someone got lucky. Doesn't it comfort you to know that the software flying your airplane might be working by accident?
Answer #2: To write thread-safe code you have to follow a different set of rules. Actually an additonal set of rules, because all the old rules for writing good programs still apply.
Since single threaded code runs faster, is easier to write, and is easier to test than multithreaded code, why anyone would willingly go to all the effort necessary to write multithreaded code? Good question. The first decision that needs to be made when designing a multithreaded program is, "is this necessary?" If you can't come up with a compelling benefit for multithreading, go for the simple solution.
There are lots of bad reasons for multithreading, and only a couple of good ones. The good reasons I know of:
- The task is inherently multithreaded so a multithreaded solution results in simpler code; or
- The task can be cleanly decomposed into multiple sub-tasks that are highly independent; the independent tasks can use resources in parallel; and the benefits of this parallel usage outweigh the overhead of multithreading. (All three conditions must be true.)
Let me provide an example of the first case.
MPEG is a standard for encoding audio-video information. A stream of MPEG encoded data can contain many substreams. For example: an MPEG encoded movie recorded on a DVD might contain a single stream of video, two or three streams of video overlay (the subtitles in various languages); several streams of audio (the main audio track in different languages, etc. and the director's comments); and DVD navigation information to support fast forward, fast reverse, etc.
These substreams are multiplexed at a packet level. The overall data stream consists of a set of fixed-sized packets and each packet is part of a a particular substream. You could have a navigation packet, two video packets, and audio packet, another video packet, a subtitle packet, and so on.
The substreams themselves have a rich internal structure. For example the video stream contains sequences of variable bit-length, huffman encoded data fields. Suppose the video stream decoder has extracted the first five bits of an eleven bit field when it hits a packet boundary, it would be a nightmare to attempt to save the video-decoding state including the partially extracted field, and switch to a completely different context in order to be able to properly decode the audio packet that comes next.
Splitting the MPEG decoder into a main demultiplexing thread and independent decoding threads for each substream, and a mixing thread to manage the simultaneous presentation of the decoded threads dramatically simplifies design.
It is interesting to note that there are two synchronization hot-spots in the multithreaded version of the MPEG decoder. One is the point at which the demultiplexer passes a packet is passed to the specific stream decoder for this type of packet, and the other is the point at which the mixer accepts the decoded substreams for integration and presentation. Everything between these two points can and should be coded as if the program were single threaded.
These synchronization hot spots should be separate components. A possible high level design would be:
- Accept and demux input
- Queue packets for decoder(s)[MT]
- Decode substream
- Queue decoded streams for mixer.[MT]
- Mix and present substreams.
Multithreading issues should addressed only in the two components marked [MT]. Everything else should be written as if it were single threaded (and protected accordingly.)
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