Awesome
FHE Strings
This repo contains the implementation of a str API in FHE, featuring 30 methods. This API allows the user to:
- Encrypt the
str
with or without padding nulls (i.e. encrypted0u8
s at the end of the string), which serve to obfuscate the length but are ignored by algorithms - Encrypt any kind of pattern (
pat
,from
,to
,rhs
) with or without padding nulls - Encrypt the number of repetitions
n
, allowing to provide a clearmax
to restrict the range of the encryptedn
- Provide a cleartext pattern when algorithms can run faster. Otherwise, it's possible to trivially encrypt the pattern with
FheString::trivial
Encrypted strings contain a flag indicating whether they have padding nulls or not. Algorithms are optimized to differentiate between the two kind of strings. For instance, in some cases we can skip entirely the FHE computations if we know the true lengths of the string or pattern.
Just like the clear str API, any encrypted string returned by a function can be used as input to other functions. For instance when trim_start
is executed, or a Split
iterator instance is advanced with next
, the result will only have nulls at the end. The decryption function decrypt_ascii
will panic if it encounters with malformed encrypted strings, including padding inconsistencies.
Example
let (ck, sk) = gen_keys();
let s = "Zama ";
let padding = Some(2);
let enc_s = FheString::new(&ck, &s, padding);
let clear_count = UIntArg::Clear(3);
// All the nulls are shifted to the right end
let result_repeat = sk.repeat(&enc_s, &clear_count);
let result_trim_end = sk.trim_end(&result_repeat);
let result_uppercase = sk.to_uppercase(&result_trim_end);
let clear = ck.decrypt_ascii(&result_uppercase);
assert_eq!(clear, "ZAMA ZAMA ZAMA");
Technical Details
We have implemented conversions between encrypted strings (FheString
) and UInts (RadixCiphertext
). This is useful for:
- Speeding up comparisons and pattern matching: We perform a single comparison between two numbers. This is more efficient than many u8 comparisons.
- Shifting by an encrypted number of characters: By treating the string as a
RadixCiphertext
we can use the tfhe-rs shifting operations, and then convert back toFheString
.
Similarly, when a pattern is provided in the clear (ClearString
) we convert it to StaticUnsignedBigInt<N>
. This type requires a constant N
for the u64 length of the clear UInt, and we have set it to 4, allowing for up to 32 characters in ClearString
.
N
can be increased in main.rs
to enable longer clear patterns, or reduced to improve performance (if we know that we will work with smaller clear patterns).
Test Cases
We have handled corner cases like empty strings and empty patterns (with and without padding), the number of repetitions n
(clear and encrypted) being zero, etc. A complete list of tests can be found at src/assert_functions/test_vectors.rs
.
Usage
To run all the functions and see the comparison with the clear Rust API you can specify the following arguments:
--str <"your str"> --pat <"your pattern"> --to <"argument used in replace"> --rhs <"used in comparisons and concat"> --n <number of repetitions> --max <clear max n>
To optionally specify a number of padding nulls for any argument you can also use: --str_pad
, --pat_pad
, --to_pad
and --rhs_pad
.