Let, P1 and P2 are two processes running on the same CPU core. Both are using some function from a shared library. So, the physical memory frame of the function Fs is shared by both P1 and P2.
Now let’s say P1 starts executing. It fetches a lot of garbage instructions from the memory which replaced all the cache lines with garbage. At this point, P1 is certain that Fs are not in the cache.
Now it’s time for P2 to execute. If P2 needs Fs it will face a cache miss. So, the frame Fs will be brought back to the cache for execution. After executing for some time context switch happens again.
Now P1 comes online. This time P1 tries to fetch Fs and monitors the timing. If P2 has used Fs in the previous cycle, then P1 will have a cache hit, taking a lower time to execute instructions in Fs. Otherwise, P1 will face a cache miss, which takes relatively longer. So by analysing the timing information, P1 can determine if P2 has used Fs or not.
This is a kind of cache-side channel attack. The side channel here is time. There are small variations in this information retrieval algorithm, but the gist is the same.
Now it is not always a problem. It does not matter if another process knows my process is using the rendering library, or some maths library etc. It can’t do any harm or alter the execution of my process from that information. But it becomes a serious issue when someone can recover secret cryptographic keys using this technique. Let us see an example,
Recovering cryptographic key-
![](data:image/png;base64,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)
The above figure (1) is an example of a RSA algorithm implementation. The di ‘s are digits of the secret key that must be private to the program executing this algorithm. These kinds of algorithms are widely used by millions of programs. So, generally OS’s have a shared library containing the instructions of the algorithm. That way all the programs using this do not need to have a copy of the instructions, thus reducing memory usage of the overall system.
Here the above figure (1) is our SL. Suppose, P1 is executing the algorithm using it’s own secret di’s. Let’s see how P2 can recover values of di’s -
- P1 executes for some time.
- Context switch.
- P2 flushes the cache or loads some random useless data to the cache so that the cache does not contain memory blocks corresponding to the line numbers 6 & 7 of figure 1.
- P2 starts waiting for some time - context switch.
- P1 starts executing. Now here are two possibilities.
- If the current value of di is ‘0’ then P1 will fetch the memory blocks of lines 6 & 7 from RAM to cache and execute.
- If the current value of di is ‘1’ then P1 will execute lines 9 & 10. So, lines 6 & 7 are still absent in the cache.
- Context switch happens.
- P2 loads the instructions on lines 6 & 7.
- If the instructions run relatively fast (faster from a predefined threshold), then it can be said that it is a cache hit. So, in the previous cycle, P1 must have used those instructions. So, the value of di in the previous cycle was ‘0’.
- If the instructions run relatively slow, then it's a cache miss. So, in the previous cycle P1 did not use those instructions. So, di was ‘1’.
Following this above procedure, P2 can get the secret key of P1.
We have simulated this attacking process virtually in a c program. Here one function (simulating victim process, vctm_proc) generates a 16-bit key in its personal block. The key is never passed to anyone. Despite that, another function (simulating the attacker, atkr_proc) is able to retrieve the key from timing analysis. The output is something like this,
![](data:image/png;base64,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)
In practical computing environments, due to background noises (multi-core CPU, multi-level cache, other running processes, and OS itself), the execution of timing-based side-channel attacks is more complicated than that. The attacker needs to analyze timing data statistically over many execution cycles. But the basic principle is the same.
Here we have taken the situation most suitable for the attacker. So the attacker can retrieve the key in only one attempt. Our argument is that, if we can prevent attackers from retrieving keys in the most favorable situation, the key is safe in all other possible scenarios.
So how do we do it?
Let's first analyze where the problem begins. If the execution of a block of code in the shared library does not depend on the value of the key, then the attacker will not be able to gain any extra information other than the victim process using that library, which is not a problem here. But when there is a conditional execution of a block of code in the shared library whose condition depends on the value of the key, then the attacker is able to gain extra information.
Here two terms are important, key dependent block, and key independent block.
Now our solution is simply “avoid sharing the key dependent block between processes.” Provide copies of the dependent block in separate physical locations for each process.
In static libraries, the libraries are copied to the programs using them in compile time which takes a lot of memory. On the other hand, shared libraries pose the aforementioned security loopholes in some cases. So we have chosen a middle round.
Programmer’s perspective-
It is kept in the hand of the programmers of the shared library to decide which parts/functions of the library may reveal secrets and which parts are okay when shared. The parts that should not be shared are marked using a keyword, say, “personal” before the function name. It will look like this,
![](data:image/png;base64,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)
Now the programs that uses this library does not get any copy of the library code at compilation time. So, unless the program is executed, there is no memory overhead.
When a program is loaded into the memory for execution, during that time, the instructions in the personal functions in the shared library have to be copied in a separate memory block and mapped to the virtual memory of the process by manipulating the page table of the process. This job has to be done by the loader with the help of the kernel.
A similar simulation using the personal function method shows the effectiveness of this technique,
![](data:image/png;base64,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)
Memory overhead-
Let a shared library has N instructions, of them m portion is defined as personal functions. So total number of shared instructions is, N*m
Let there be P programs using a shared library in a computer. Among those, the p portion is currently being executed. So the total number of copies of those personal functions is, P * p
So total memory being used by the library is,
\(P\cdot p\cdot N\cdot m+N\cdot (1-m)\) instruction length
For comparison purposes, using only static libraries will take up space,
Ptot * N instruction length (put m = 1 and p = 1 in prev expression)
And for using only a shared library without personal functions will take,
N instruction length (put p = 0 and m = 0 in the prev expression)
Here is how they compare graphically,
Here X axis is P and Y axis is memory used.
The Red is using static library,
Blue is using shared library, without personal functions.
Green is using shared libraries with personal functions.
Now, if there are total n libraries in a system, we have memory consumption
Σ Pi * pi * Ni * mi + Ni * (1 - mi), for all i = 1:1:n