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  1. Jul 23, 2024
  2. Apr 12, 2024
    • STEVAN Antoine's avatar
      update the API (dragoon/komodo!71) · 6f6647cd
      STEVAN Antoine authored
      ## changelog
      - rename the `encode` function to `prove` and have it take _shards_ instead of an _encoding matrix_: this is to isolate the "encoding" process inside the `fec` module and leave the main `komodo::prove` only compute the "proof", i.e. the commits of the data
      
      from
      ```rust
      fn encode<F, G, P>(
          bytes: &[u8],
          encoding_mat: &Matrix<F>,
          powers: &Powers<F, G>,
      ) -> Result<Vec<Block<F, G>>, KomodoError>
      ```
      to
      ```rust
      fn prove<F, G, P>(
          bytes: &[u8],
          powers: &Powers<F, G>,
          k: usize,
      ) -> Result<Vec<Commitment<F, G>>, KomodoError>
      ```
      - rename `fec::Shard.combine` to `fec::Shard.recode_with` to get rid of "combine"
      - rename `fec::recode` to `fec::recode_with_coeffs` to show that this version takes a list of coefficients
      - rename `Block.commit` to `Block.proof`: "commit" should be "commits" and it's usually refered to as "proof"
      - split `prove` further into `prove` and `build`: `prove` now outputs a `Vec<Commitment<F>>`, `build` simply takes a `Vec<Shard<F>>` and a `Vec<Commitment<F>>` and outputs a `Vec<Block<F>>`
      - add `fec::recode_random` that does the "shard" part of `recode` to wrap around `fec::recode_with_coeffs`
      - remove `R: RngCore` from the signature of `zk::setup`, to avoid having to pass a generic `_` annotation everywhere `zk::setup` is used, same change has been applied to `recode` and the `generate_random_powers` in `main.rs`
      
      from
      ```rust
      fn setup<R: RngCore, F: PrimeField, G: CurveGroup<ScalarField = F>>(
          max_degree: usize,
          rng: &mut R,
      ) -> Result<Powers<F, G>, KomodoError> {
      ```
      to
      ```rust
      fn setup<F: PrimeField, G: CurveGroup<ScalarField = F>>(
          max_degree: usize,
          rng: &mut impl RngCore,
      ) -> Result<Powers<F, G>, KomodoError> {
      ```
      
      ### some extra minor changes
      - remove some useles generic type annotations, e.g. `prove::<F, G, P>` can become a simpler `prove` most of the time, i.e. when there is at least one generic annotation somewhere in the scope
      0.2.0
      6f6647cd
  3. Apr 11, 2024
  4. Apr 08, 2024
  5. Apr 05, 2024
    • STEVAN Antoine's avatar
      fix the _trusted setup_ size (dragoon/komodo!60) · d8981b90
      STEVAN Antoine authored
      in 3c91ef12 and !54, a new implementation of the creation of the _trusted setup_ has been introduced, that gets rid of the `E: Pairing` requirement with a more general `<F: PrimeField, G: CurveGroup<_>>`.
      
      however, the size of the _trusted setup_ was incorrect.
      `zk::setup` requires the _maximum degree_ of the _trusted setup_, however, the number of bytes `nb_bytes` was consistently being given to it throughout the code base...
      
      this MR
      - introduces a new `zk::nb_elements_in_setup` that converts a number of bytes to the associated number of _trusted setup_ elements
      - uses that new `zk` function before calling `zK::setup` in all the code base
      
      
      ## results
      > :bulb: **Note**  
      > !58 is required for the whole table to be used easily
      
      > :bulb: **Note**  
      > here is how to run the benchmarks in Nushell
      > ```bash
      > let bad_mr = "3c91ef12"
      > let fix = "fix-setup-size"
      > 
      > git co $"($bad_mr)^"
      > cargo criterion --output-format verbose --message-format json out> benches/results/before.ndjson
      > cargo run --example bench_setup_size out>> benches/results/before.ndjson
      > 
      > git co $bad_mr
      > cargo criterion --output-format verbose --message-format json out> benches/results/after.ndjson
      > cargo run --example bench_setup_size out>> benches/results/after.ndjson
      > 
      > git co $fix
      > cargo criterion --output-format verbose --message-format json out> benches/results/fix.ndjson
      > cargo run --example bench_setup_size out>> benches/results/fix.ndjson
      > ```
      > and here the script used to generate that table is the following:
      > ```bash
      > def "parse bench-file" []: table<reason: string, id: string, mean: any> -> table<id: string, mean: float> {
      >     where reason == "benchmark-complete"
      >         | select id mean
      >         # NOTE: because `bench_setup_size.rs` outputs `record<reason: string, id: string, mean: float>`
      >         | update mean { if ($in | describe) == int { $in } else { $in.estimate } }
      >         # NOTE: addressed in `!58`
      >         | update id {|it|
      >             if ($it.id | str starts-with "recoding") {
      >                 $it.id ++ " on some curve"
      >             } else {
      >                 $it.id
      >             }
      >         }
      >         | update mean { into int }
      >         | update id { parse "{id} on {curve}" | into record | get id }
      > }
      > 
      > let before = open benches/results/before.ndjson | parse bench-file
      > let after = open benches/results/after.ndjson | parse bench-file
      > let fix = open benches/results/fix.ndjson | parse bench-file
      > 
      > $before
      >     | join $after id
      >     | rename --column { mean: "before", mean_: "after" }
      >     | join $fix id
      >     | rename --column { mean: "fix" }
      >     | insert b->a {|it| $it.after / $it.before | math round --precision 2 }
      >     | insert a->f {|it| $it.fix / $it.after | math round --precision 2 }
      >     | insert b->f {|it| $it.fix / $it.before | math round --precision 2 }
      >     | select id before b->a after a->f fix b->f
      >     | to md --pretty
      > ```
      
      > :exclamation: **Important**  
      > before this very MR, i.e. on `3c91ef12`, there was a factor of 15x between _before_ and _after_, meaning that the _trusted setups_ were 15 times larger and longer to serde :eyes: 
      >
      > this can be explained by the following facts
      > - due to the bad sizes given to the _trusted setup_ building function, the setups were around 30 times larger, 30 being close to the size of a field element on BLS-12-381
      > - because the `zk::setup` function only creates half of what its Arkworks counterpart does, the setups were at the same time around 2 times smaller
      >
      > combining these two and we get a factor of 15x!!
      >
      > now, with this MR, we get rid of the first factor and are left with _trusted setups_ twice as small and twice as fast to serde :tada: 
      
      | id                                                              | before     | b-&gt;a | after      | a-&gt;f | fix        | b-&gt;f |
      | --------------------------------------------------------------- | ---------- | ------- | ---------- | ------- | ---------- | ------- |
      | inverse 10x10                                                   | 336359     | 0.93    | 313852     | 1.05    | 329191     | 0.98    |
      | inverse 15x15                                                   | 811018     | 0.99    | 800064     | 1.01    | 807417     | 1       |
      | inverse 20x20                                                   | 1511592    | 1       | 1508034    | 1.02    | 1542538    | 1.02    |
      | inverse 30x30                                                   | 3703750    | 1.01    | 3731380    | 1.02    | 3793071    | 1.02    |
      | inverse 40x40                                                   | 7163839    | 1       | 7145015    | 1.03    | 7336996    | 1.02    |
      | inverse 60x60                                                   | 18620089   | 1       | 18625577   | 1.02    | 18922329   | 1.02    |
      | inverse 80x80                                                   | 37571610   | 1       | 37643906   | 1.02    | 38306236   | 1.02    |
      | inverse 120x120                                                 | 105404054  | 1       | 105281874  | 1.01    | 106797441  | 1.01    |
      | inverse 160x160                                                 | 224332257  | 1       | 224092724  | 1.01    | 227066824  | 1.01    |
      | inverse 240x240                                                 | 671096671  | 1       | 671005055  | 1.01    | 679280010  | 1.01    |
      | inverse 320x320                                                 | 1487909175 | 1       | 1488534950 | 1.01    | 1506027089 | 1.01    |
      | transpose 10x10                                                 | 87         | 0.93    | 81         | 1       | 81         | 0.93    |
      | transpose 15x15                                                 | 175        | 0.96    | 168        | 1       | 168        | 0.96    |
      | transpose 20x20                                                 | 284        | 1.03    | 293        | 0.95    | 279        | 0.98    |
      | transpose 30x30                                                 | 759        | 1.22    | 924        | 0.89    | 823        | 1.08    |
      | transpose 40x40                                                 | 1798       | 1.63    | 2935       | 0.98    | 2887       | 1.61    |
      | transpose 60x60                                                 | 3830       | 1.67    | 6378       | 1.01    | 6468       | 1.69    |
      | transpose 80x80                                                 | 7720       | 1.5     | 11548      | 0.99    | 11470      | 1.49    |
      | transpose 120x120                                               | 16365      | 1.5     | 24572      | 0.98    | 24059      | 1.47    |
      | transpose 160x160                                               | 42764      | 1.18    | 50453      | 1.07    | 54189      | 1.27    |
      | transpose 240x240                                               | 119435     | 1.18    | 141357     | 1       | 140752     | 1.18    |
      | transpose 320x320                                               | 218674     | 1.13    | 246262     | 1       | 247167     | 1.13    |
      | mul 10x10                                                       | 15499      | 1       | 15474      | 1       | 15527      | 1       |
      | mul 15x15                                                       | 51800      | 1       | 51913      | 1       | 51772      | 1       |
      | mul 20x20                                                       | 122399     | 1       | 122390     | 1.01    | 123248     | 1.01    |
      | mul 30x30                                                       | 499047     | 0.95    | 474740     | 1.01    | 481756     | 0.97    |
      | mul 40x40                                                       | 1224755    | 0.98    | 1203588    | 1.01    | 1211995    | 0.99    |
      | mul 60x60                                                       | 4166589    | 0.99    | 4122003    | 1       | 4139839    | 0.99    |
      | mul 80x80                                                       | 9942560    | 0.99    | 9870864    | 1       | 9912815    | 1       |
      | mul 120x120                                                     | 33706366   | 0.99    | 33458234   | 1.01    | 33680802   | 1       |
      | mul 160x160                                                     | 79645646   | 1       | 79974020   | 1.01    | 80469214   | 1.01    |
      | mul 240x240                                                     | 277091998  | 0.99    | 274638961  | 1.01    | 276412347  | 1       |
      | mul 320x320                                                     | 664942845  | 1       | 662229758  | 1.02    | 676065811  | 1.02    |
      | recoding 1 bytes and 2 shards with k = 2                        | 124        | 1       | 124        | 1.02    | 127        | 1.02    |
      | recoding 1 bytes and 2 shards with k = 4                        | 179        | 0.99    | 178        | 1.01    | 180        | 1.01    |
      | recoding 1 bytes and 2 shards with k = 8                        | 284        | 1       | 284        | 1       | 285        | 1       |
      | recoding 1 bytes and 2 shards with k = 16                       | 496        | 1.01    | 499        | 1.01    | 505        | 1.02    |
      | recoding 1 bytes and 4 shards with k = 2                        | 347        | 1.01    | 349        | 0.99    | 347        | 1       |
      | recoding 1 bytes and 4 shards with k = 4                        | 505        | 1       | 505        | 1       | 507        | 1       |
      | recoding 1 bytes and 4 shards with k = 8                        | 821        | 1       | 825        | 1       | 825        | 1       |
      | recoding 1 bytes and 4 shards with k = 16                       | 1451       | 1       | 1454       | 1.01    | 1464       | 1.01    |
      | recoding 1 bytes and 8 shards with k = 2                        | 792        | 1       | 791        | 1       | 792        | 1       |
      | recoding 1 bytes and 8 shards with k = 4                        | 1162       | 1       | 1163       | 1.01    | 1169       | 1.01    |
      | recoding 1 bytes and 8 shards with k = 8                        | 1884       | 1.01    | 1897       | 1       | 1902       | 1.01    |
      | recoding 1 bytes and 8 shards with k = 16                       | 3361       | 1       | 3368       | 1.02    | 3446       | 1.03    |
      | recoding 1 bytes and 16 shards with k = 2                       | 1680       | 1       | 1679       | 1.01    | 1699       | 1.01    |
      | recoding 1 bytes and 16 shards with k = 4                       | 2472       | 1       | 2475       | 1       | 2468       | 1       |
      | recoding 1 bytes and 16 shards with k = 8                       | 4034       | 1       | 4033       | 1.01    | 4060       | 1.01    |
      | recoding 1 bytes and 16 shards with k = 16                      | 7187       | 1       | 7173       | 1.02    | 7331       | 1.02    |
      | recoding 1024 bytes and 2 shards with k = 2                     | 1020       | 1       | 1020       | 1       | 1017       | 1       |
      | recoding 1024 bytes and 2 shards with k = 4                     | 1079       | 1       | 1081       | 0.98    | 1064       | 0.99    |
      | recoding 1024 bytes and 2 shards with k = 8                     | 1186       | 0.98    | 1167       | 1       | 1166       | 0.98    |
      | recoding 1024 bytes and 2 shards with k = 16                    | 1386       | 1       | 1392       | 0.99    | 1383       | 1       |
      | recoding 1024 bytes and 4 shards with k = 2                     | 2978       | 1       | 2968       | 1       | 2970       | 1       |
      | recoding 1024 bytes and 4 shards with k = 4                     | 3120       | 1       | 3113       | 1       | 3113       | 1       |
      | recoding 1024 bytes and 4 shards with k = 8                     | 3438       | 1       | 3445       | 1       | 3447       | 1       |
      | recoding 1024 bytes and 4 shards with k = 16                    | 4056       | 1       | 4071       | 1       | 4051       | 1       |
      | recoding 1024 bytes and 8 shards with k = 2                     | 6905       | 1       | 6879       | 1       | 6861       | 0.99    |
      | recoding 1024 bytes and 8 shards with k = 4                     | 7236       | 1       | 7216       | 1       | 7227       | 1       |
      | recoding 1024 bytes and 8 shards with k = 8                     | 7969       | 1       | 7986       | 1       | 7962       | 1       |
      | recoding 1024 bytes and 8 shards with k = 16                    | 9455       | 1       | 9427       | 1       | 9442       | 1       |
      | recoding 1024 bytes and 16 shards with k = 2                    | 14746      | 1       | 14760      | 0.99    | 14686      | 1       |
      | recoding 1024 bytes and 16 shards with k = 4                    | 15516      | 1       | 15493      | 1       | 15538      | 1       |
      | recoding 1024 bytes and 16 shards with k = 8                    | 17112      | 1       | 17097      | 1       | 17078      | 1       |
      | recoding 1024 bytes and 16 shards with k = 16                   | 20237      | 1       | 20284      | 1       | 20295      | 1       |
      | recoding 1048576 bytes and 2 shards with k = 2                  | 1427516    | 1.01    | 1441658    | 0.99    | 1424866    | 1       |
      | recoding 1048576 bytes and 2 shards with k = 4                  | 1083761    | 1.01    | 1094451    | 1       | 1089954    | 1.01    |
      | recoding 1048576 bytes and 2 shards with k = 8                  | 1087564    | 0.99    | 1076515    | 1.02    | 1094795    | 1.01    |
      | recoding 1048576 bytes and 2 shards with k = 16                 | 1089556    | 0.99    | 1078406    | 1.03    | 1105840    | 1.01    |
      | recoding 1048576 bytes and 4 shards with k = 2                  | 3256507    | 1       | 3250060    | 1.04    | 3370007    | 1.03    |
      | recoding 1048576 bytes and 4 shards with k = 4                  | 3259079    | 1.01    | 3285892    | 1       | 3297768    | 1.01    |
      | recoding 1048576 bytes and 4 shards with k = 8                  | 3235697    | 1       | 3244151    | 1.01    | 3278027    | 1.01    |
      | recoding 1048576 bytes and 4 shards with k = 16                 | 3240586    | 1.01    | 3264910    | 1.01    | 3284101    | 1.01    |
      | recoding 1048576 bytes and 8 shards with k = 2                  | 7580388    | 1       | 7576306    | 1.02    | 7732461    | 1.02    |
      | recoding 1048576 bytes and 8 shards with k = 4                  | 7567385    | 1.01    | 7614250    | 1.01    | 7699032    | 1.02    |
      | recoding 1048576 bytes and 8 shards with k = 8                  | 7589588    | 1       | 7584071    | 1.01    | 7643021    | 1.01    |
      | recoding 1048576 bytes and 8 shards with k = 16                 | 7572517    | 1       | 7596138    | 1.01    | 7637596    | 1.01    |
      | recoding 1048576 bytes and 16 shards with k = 2                 | 16248634   | 1       | 16245477   | 1.01    | 16450530   | 1.01    |
      | recoding 1048576 bytes and 16 shards with k = 4                 | 16253850   | 1       | 16299266   | 1.01    | 16458170   | 1.01    |
      | recoding 1048576 bytes and 16 shards with k = 8                 | 16240827   | 1       | 16265027   | 1       | 16256734   | 1       |
      | recoding 1048576 bytes and 16 shards with k = 16                | 16229981   | 1       | 16307729   | 1       | 16265882   | 1       |
      | setup/setup 1024                                                | 8934763    | 2.12    | 18942383   | 0.11    | 2175852    | 0.24    |
      | setup/serializing with compression 1024                         | 4194       | 15.82   | 66364      | 0.03    | 2100       | 0.5     |
      | setup/serializing with no compression 1024                      | 4953       | 16.04   | 79451      | 0.03    | 2501       | 0.5     |
      | setup/deserializing with compression and validation 1024        | 3644409    | 15.18   | 55337980   | 0.03    | 1809773    | 0.5     |
      | setup/deserializing with compression and no validation 1024     | 1065186    | 15.74   | 16762363   | 0.03    | 544255     | 0.51    |
      | setup/deserializing with no compression and validation 1024     | 2566945    | 15.17   | 38931135   | 0.03    | 1258935    | 0.49    |
      | setup/deserializing with no compression and no validation 1024  | 6722       | 14.84   | 99769      | 0.03    | 3235       | 0.48    |
      | setup/setup 2048                                                | 9092980    | 3.63    | 33024605   | 0.09    | 2909175    | 0.32    |
      | setup/serializing with compression 2048                         | 8240       | 16.32   | 134437     | 0.03    | 4141       | 0.5     |
      | setup/serializing with no compression 2048                      | 9767       | 16.41   | 160306     | 0.03    | 4976       | 0.51    |
      | setup/deserializing with compression and validation 2048        | 7239787    | 15.32   | 110931280  | 0.03    | 3639477    | 0.5     |
      | setup/deserializing with compression and no validation 2048     | 2113330    | 15.93   | 33674890   | 0.03    | 1084243    | 0.51    |
      | setup/deserializing with no compression and validation 2048     | 5081373    | 15.25   | 77482178   | 0.03    | 2537317    | 0.5     |
      | setup/deserializing with no compression and no validation 2048  | 13079      | 15.14   | 198034     | 0.03    | 6479       | 0.5     |
      | setup/setup 4096                                                | 9731992    | 6.14    | 59757543   | 0.07    | 4328023    | 0.44    |
      | setup/serializing with compression 4096                         | 16462      | 16.44   | 270647     | 0.03    | 8407       | 0.51    |
      | setup/serializing with no compression 4096                      | 19654      | 16.4    | 322264     | 0.03    | 9854       | 0.5     |
      | setup/deserializing with compression and validation 4096        | 14330104   | 15.47   | 221659652  | 0.03    | 7227388    | 0.5     |
      | setup/deserializing with compression and no validation 4096     | 4214098    | 15.79   | 66537465   | 0.03    | 2137818    | 0.51    |
      | setup/deserializing with no compression and validation 4096     | 10095359   | 15.33   | 154755178  | 0.03    | 5037809    | 0.5     |
      | setup/deserializing with no compression and no validation 4096  | 26192      | 14.94   | 391397     | 0.03    | 12862      | 0.49    |
      | setup/setup 8192                                                | 9594720    | 11.35   | 108884342  | 0.06    | 6893620    | 0.72    |
      | setup/serializing with compression 8192                         | 33114      | 16.42   | 543855     | 0.03    | 16713      | 0.5     |
      | setup/serializing with no compression 8192                      | 39992      | 16.17   | 646576     | 0.03    | 19983      | 0.5     |
      | setup/deserializing with compression and validation 8192        | 28578044   | 15.55   | 444525236  | 0.03    | 14337421   | 0.5     |
      | setup/deserializing with compression and no validation 8192     | 8417684    | 15.93   | 134082205  | 0.03    | 4309633    | 0.51    |
      | setup/deserializing with no compression and validation 8192     | 20134851   | 15.39   | 309785238  | 0.03    | 10066797   | 0.5     |
      | setup/deserializing with no compression and no validation 8192  | 51832      | 15.06   | 780369     | 0.03    | 25710      | 0.5     |
      | setup/setup 16384                                               | 10096523   | 19.72   | 199105054  | 0.06    | 11317161   | 1.12    |
      | setup/serializing with compression 16384                        | 67050      | 16.28   | 1091282    | 0.03    | 33502      | 0.5     |
      | setup/serializing with no compression 16384                     | 80269      | 16.2    | 1300111    | 0.03    | 40785      | 0.51    |
      | setup/deserializing with compression and validation 16384       | 56905556   | 15.56   | 885542593  | 0.03    | 28622218   | 0.5     |
      | setup/deserializing with compression and no validation 16384    | 16829951   | 15.96   | 268660355  | 0.03    | 8607645    | 0.51    |
      | setup/deserializing with no compression and validation 16384    | 40158772   | 15.44   | 619890738  | 0.03    | 20006634   | 0.5     |
      | setup/deserializing with no compression and no validation 16384 | 103242     | 15.07   | 1555913    | 0.03    | 51533      | 0.5     |
      | serialized size with compression and validation 1024            | 3280       | 15      | 49208      | 0.03    | 1640       | 0.5     |
      | serialized size with compression and no validation 1024         | 3280       | 15      | 49208      | 0.03    | 1640       | 0.5     |
      | serialized size with no compression and validation 1024         | 6544       | 15.04   | 98408      | 0.03    | 3272       | 0.5     |
      | serialized size with no compression and no validation 1024      | 6544       | 15.04   | 98408      | 0.03    | 3272       | 0.5     |
      | serialized size with compression and validation 2048            | 6448       | 15.25   | 98360      | 0.03    | 3224       | 0.5     |
      | serialized size with compression and no validation 2048         | 6448       | 15.25   | 98360      | 0.03    | 3224       | 0.5     |
      | serialized size with no compression and validation 2048         | 12880      | 15.27   | 196712     | 0.03    | 6440       | 0.5     |
      | serialized size with no compression and no validation 2048      | 12880      | 15.27   | 196712     | 0.03    | 6440       | 0.5     |
      | serialized size with compression and validation 4096            | 12784      | 15.38   | 196664     | 0.03    | 6392       | 0.5     |
      | serialized size with compression and no validation 4096         | 12784      | 15.38   | 196664     | 0.03    | 6392       | 0.5     |
      | serialized size with no compression and validation 4096         | 25552      | 15.39   | 393320     | 0.03    | 12776      | 0.5     |
      | serialized size with no compression and no validation 4096      | 25552      | 15.39   | 393320     | 0.03    | 12776      | 0.5     |
      | serialized size with compression and validation 8192            | 25456      | 15.45   | 393272     | 0.03    | 12728      | 0.5     |
      | serialized size with compression and no validation 8192         | 25456      | 15.45   | 393272     | 0.03    | 12728      | 0.5     |
      | serialized size with no compression and validation 8192         | 50896      | 15.45   | 786536     | 0.03    | 25448      | 0.5     |
      | serialized size with no compression and no validation 8192      | 50896      | 15.45   | 786536     | 0.03    | 25448      | 0.5     |
      | serialized size with compression and validation 16384           | 50800      | 15.48   | 786488     | 0.03    | 25400      | 0.5     |
      | serialized size with compression and no validation 16384        | 50800      | 15.48   | 786488     | 0.03    | 25400      | 0.5     |
      | serialized size with no compression and validation 16384        | 101584     | 15.48   | 1572968    | 0.03    | 50792      | 0.5     |
      | serialized size with no compression and no validation 16384     | 101584     | 15.48   | 1572968    | 0.03    | 50792      | 0.5     |
      d8981b90
    • STEVAN Antoine's avatar
      add documentation to zk module (dragoon/komodo!61) · 6170d5c2
      STEVAN Antoine authored
      woopsie, it was missing from !54
      6170d5c2
  6. Apr 04, 2024
    • STEVAN Antoine's avatar
      remove requirements on _pairing_ and `ark-poly-commit` (dragoon/komodo!54) · 3c91ef12
      STEVAN Antoine authored
      ## changelog
      - remove `ark-poly-commit` from the dependencies
      - remove the old `setup.rs`
      - add temporary `foo.rs` which define (some details are ommited for brevity)
        - `struct Powers<F, G>` 
        - `struct Commitment<F, G>`
        - `fn build_powers<F, G>(...) -> Powers<F, G>`
        - `fn commit<F, G, P>(powers: &Powers<F, G>, polynomial: &P) -> Commitment<F, G>`
        - tests
      - `foo.rs` is then renamed to `setup.rs`
      - two new `KomodoError` variants have been created to replace `ark_poly_commit::Error`
        - `DegreeIsZero`
        - `TooFewPowersInTrustedSetup(usize, usize)`
      - finally, all the past mentions to `E: Pairing` and `setup::random` have been replaced with `F, G` and `setup::build_powers` respectively
      3c91ef12