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✨ File format and optimizer for programs encoded in binary lambda calculus

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BLoC

This project proposes a file format for programs encoded in binary lambda calculus (BLC). Its main goal is to minimize redundancy by incorporating reference-based term sharing, while remaining easy to work with. The included bloc tool converts BLC to BLoC and greatly reduces its size.

The additional tool blocade (found in BLoCade) can compile .bloc files to various targets, including a shared pure BLC representation.

Results

Before explaining the format or its optimization techniques, let me first show you some results:

  1. x86 C compiler 8cc translated to lambda calculus:
    • the original expression takes ~5M bytes in bit-encoded BLC
    • the same expression in BLoC needs only ~640K bytes (which is around 2x the original 8cc!)
  2. The bruijn expression fac (+30), where fac is the factorial implementation from std/Math:
    • the original expression takes 1200 bytes in bit-encoded BLC
    • the same expression in BLoC needs only 349 bytes
  3. My solution for the “Advent of Code” challenge 2022/01 in bruijn:
    • the original expression takes 6258 bytes in bit-encoded BLC
    • the same expression in BLoC needs only 935 bytes

You can find these examples in test/.

Format

It’s assumed that all bit-encoded strings are padded with zeroes at the end.

Header

from to content
0x00 0x04 identifier: “BLoC”
0x04 0x06 number of entries
0x06 0x?? entries

Entry

This reflects the basic structure of an expression. It uses the following derivation of normal bit-encoded BLC:

prefix content
010M abstraction of expression M
00MN application of M and N
1i+10 bruijn index i
011I index* to an entry

(*): The encoding of indices is quite special: $I=XA$, where $X\in\{00,01,10,11\}$ and length of binary index $A$ is $L(A)\in\{1,2,4,8\}$ byte respectively (see src/{build,parse}.c).

The final program will be in the last entry. The indices start counting from the number of entries down to 0.

Example

Let E be some kind of expression like E=\x.(((M (\y.N)) M) N), where M and N are both arbitrary expressions of length 16.

The raw BLC expression of E would then be E=00010101M00NMN. This obviously has the drawback of redundant repetition of M and N.

A possible encoding in BLoC:

from to content
0x00 0x04 “BLoC”
0x04 0x06 number of entries: 3
0x06 0x17 encoded M: gets a bit longer due to different encoding
0x17 0x28 encoded N: gets a bit longer due to different encoding
0x28 0x34 00010010010011<M>00011<N>011<M>011<N>, where <M>=00{1} and <N>=00{0} are indices with length of 1.25 byte

Even in this small example BLoC uses less space than BLC (0x34 vs. 0x42 bytes). Depending on the content of M and N, this could have potentially been compressed even more.

You can dump the bloc table using the -d/--dump flag of bloc. Some additional dumps for testing can also be found in test/.

Optimizer

The optimizer converts a normal BLC expression to the BLoC format.

In order to find the largest repeating sub-expressions, the expression first gets converted to a hashed tree (similar to a Merkle tree).

The repeating sub-trees then get sorted by length and inserted into the final table, while replacing them with references in the original expression (see src/tree.c for more).

As of right now, expressions don’t get beta-reduced or manipulated in any other way. As an idea for the future, long expressions could get reduced using different techniques/depths and then get replaced with the shortest one (as fully reduced expressions aren’t necessarily shorter).

Libraries

  • pqueue [BSD 2-Clause]: Simple priority queue implementation
  • xxHash [BSD 2-Clause]: Extremely fast hash algorithm

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✨ File format and optimizer for programs encoded in binary lambda calculus

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