Why use the C# class System.Random at all instead

2019-01-04 11:40发布

Why would anybody use the "standard" random number generator from System.Random at all instead of always using the cryptographically secure random number generator from System.Security.Cryptography.RandomNumberGenerator (or its subclasses because RandomNumberGenerator is abstract)?

Nate Lawson tells us in his Google Tech Talk presentation "Crypto Strikes Back" at minute 13:11 not to use the "standard" random number generators from Python, Java and C# and to instead use the cryptographically secure version.

I know the difference between the two versions of random number generators (see question 101337).

But what rationale is there to not always use the secure random number generator? Why use System.Random at all? Performance perhaps?

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Evening l夕情丶
2楼-- · 2019-01-04 12:00

This has been discussed at some length, but ultimately, the issue of performance is a secondary consideration when selecting a RNG. There are a vast array of RNGs out there, and the canned Lehmer LCG that most system RNGs consists of is not the best nor even necessarily the fastest. On old, slow systems it was an excellent compromise. That compromise is seldom ever really relevant these days. The thing persists into present day systems primarily because A) the thing is already built, and there is no real reason to 'reinvent the wheel' in this case, and B) for what the vast bulk of people will be using it for, it's 'good enough'.

Ultimately, the selection of an RNG comes down to Risk/Reward ratio. In some applications, for example a video game, there is no risk whatsoever. A Lehmer RNG is more than adequate, and is small, concise, fast, well-understood, and 'in the box'.

If the application is, for example, an on-line poker game or lottery where there are actual prizes involved and real money comes into play at some point in the equation, the 'in the box' Lehmer is no longer adequate. In a 32-bit version, it only has 2^32 possible valid states before it begins to cycle at best. These days, that's an open door to a brute force attack. In a case like this, the developer will want to go to something like a Very Long Period RNG of some species, and probably seed it from a cryptographically strong provider. This gives a good compromise between speed and security. In such a case, the person will be out looking for something like the Mersenne Twister, or a Multiple Recursive Generator of some kind.

If the application is something like communicating large quantities of financial information over a network, now there is a huge risk, and it heavily outweights any possible reward. There are still armored cars because sometimes heavily armed men is the only security that's adequate, and trust me, if a brigade of special ops people with tanks, fighters, and helicopters was financially feasible, it would be the method of choice. In a case like this, using a cryptographically strong RNG makes sense, because whatever level of security you can get, it's not as much as you want. So you'll take as much as you can find, and the cost is a very, very remote second-place issue, either in time or money. And if that means that every random sequence takes 3 seconds to generate on a very powerful computer, you're going to wait the 3 seconds, because in the scheme of things, that is a trivial cost.

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走好不送
3楼-- · 2019-01-04 12:01

I wrote a game (Crystal Sliders on the iPhone: Here) that would put up a "random" series of gems (images) on the map and you would rotate the map how you wanted it and select them and they went away. - Similar to Bejeweled. I was using Random(), and it was seeded with the number of 100ns ticks since the phone booted, a pretty random seed.

I found it amazing that it would generate games that were nearly identical to each other -of the 90 or so gems, of 2 colors, I would get two EXACTLY the same except for 1 to 3 gems! If you flip 90 coins and get the same pattern except for 1-3 flips, that is VERY unlikely! I have several screen shots that show them the same. I was shocked at how bad System.Random() was! I assumed, that I MUST have written something horribly wrong in my code and was using it wrong. I was wrong though, it was the generator.

As an experiment - and a final solution, I went back to the random number generator that I've been using since 1985 or so - which is VASTLY better. It is faster, has a period of 1.3 * 10^154 (2^521) before it repeats. The original algorithm was seeded with a 16 bit number, but I changed that to a 32 bit number, and improved the initial seeding.

The original one is here:

ftp://ftp.grnet.gr/pub/lang/algorithms/c/jpl-c/random.c

Over the years, I've thrown every random number test I could think of at this, and it past all of them. I don't expect that it is of any value as a cryptographic one, but it returns a number as fast as "return *p++;" until it runs out of the 521 bits, and then it runs a quick process over the bits to create new random ones.

I created a C# wrapper - called it JPLRandom() implemented the same interface as Random() and changed all the places where I called it in the code.

The difference was VASTLY better - OMG I was amazed - there should be no way I could tell from just looking at the screens of 90 or so gems in a pattern, but I did an emergency release of my game following this.

And I would never use System.Random() for anything ever again. I'm SHOCKED that their version is blown away by something that is now 30 years old!

-Traderhut Games

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Anthone
4楼-- · 2019-01-04 12:04

If I don't need the security, i.e., I just want a relatively indeterminate value not one that's cryptographically strong, Random has a much easier interface to use.

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别忘想泡老子
5楼-- · 2019-01-04 12:06

Note that the System.Random class in C# is coded incorrectly, so should be avoided.

https://connect.microsoft.com/VisualStudio/feedback/details/634761/system-random-serious-bug#tabs

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冷血范
6楼-- · 2019-01-04 12:07

The most obvious reasons have already been mentioned, so here's a more obscure one: cryptographic PRNGs typically need to be continually be reseeded with "real" entropy. Thus, if you use a CPRNG too often, you could deplete the system's entropy pool, which (depending on the implementation of the CPRNG) will either weaken it (thus allowing an attacker to predict it) or it will block while trying to fill up its entropy pool (thus becoming an attack vector for a DoS attack).

Either way, your application has now become an attack vector for other, totally unrelated applications which – unlike yours – actually vitally depend on the cryptographic properties of the CPRNG.

This is an actual real world problem, BTW, that has been observed on headless servers (which naturally have rather small entropy pools because they lack entropy sources such as mouse and keyboard input) running Linux, where applications incorrectly use the /dev/random kernel CPRNG for all sorts of random numbers, whereas the correct behavior would be to read a small seed value from /dev/urandom and use that to seed their own PRNG.

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爷、活的狠高调
7楼-- · 2019-01-04 12:09

If you're programming an online card game or lotter then you would want to make sure the sequence is next to impossible to guess. However, if you are showing users, say, a quote of the day the performance is more important than security.

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