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feat: add example using postprocessing
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AlejandroLanaspa committed Oct 23, 2024
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112 changes: 112 additions & 0 deletions crates/proof-of-sql/examples/movies/main.rs
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//! This is a non-interactive example of using Proof of SQL with a movies dataset.
//! To run this, use `cargo run --release --example movies`.
//!
//! NOTE: If this doesn't work because you do not have the appropriate GPU drivers installed,
//! you can run `cargo run --release --example movies --no-default-features --features="arrow cpu-perf"` instead. It will be slower for proof generation.
use arrow::datatypes::SchemaRef;
use arrow_csv::{infer_schema_from_files, ReaderBuilder};
use proof_of_sql::{
base::database::{
arrow_schema_utility::get_posql_compatible_schema, OwnedTable, OwnedTableTestAccessor,
TestAccessor,
},
proof_primitive::dory::{
DynamicDoryCommitment, DynamicDoryEvaluationProof, ProverSetup, PublicParameters,
VerifierSetup,
},
sql::{parse::QueryExpr, postprocessing::apply_postprocessing_steps, proof::QueryProof},
};
use rand::{rngs::StdRng, SeedableRng};
use std::{fs::File, time::Instant};

// We generate the public parameters and the setups used by the prover and verifier for the Dory PCS.
// The `max_nu` should be set such that the maximum table size is less than `2^(2*max_nu-1)`.
const DORY_SETUP_MAX_NU: usize = 8;
// This should be a "nothing-up-my-sleeve" phrase or number.
const DORY_SEED: [u8; 32] = *b"ebab60d58dee4cc69658939b7c2a582d";

/// # Panics
/// Will panic if the query does not parse or the proof fails to verify.
fn prove_and_verify_query(
sql: &str,
accessor: &OwnedTableTestAccessor<DynamicDoryEvaluationProof>,
prover_setup: &ProverSetup,
verifier_setup: &VerifierSetup,
) {
// Parse the query:
println!("Parsing the query: {sql}...");
let now = Instant::now();
let query_plan = QueryExpr::<DynamicDoryCommitment>::try_new(
sql.parse().unwrap(),
"movies".parse().unwrap(),
accessor,
)
.unwrap();
println!("Done in {} ms.", now.elapsed().as_secs_f64() * 1000.);

// Generate the proof and result:
print!("Generating proof...");
let now = Instant::now();
let (proof, provable_result) = QueryProof::<DynamicDoryEvaluationProof>::new(
query_plan.proof_expr(),
accessor,
&prover_setup,
);
println!("Done in {} ms.", now.elapsed().as_secs_f64() * 1000.);

// Verify the result with the proof:
print!("Verifying proof...");
let now = Instant::now();
let result = proof
.verify(
query_plan.proof_expr(),
accessor,
&provable_result,
&verifier_setup,
)
.unwrap();
let result = apply_postprocessing_steps(result.table, query_plan.postprocessing());
println!("Verified in {} ms.", now.elapsed().as_secs_f64() * 1000.);

// Display the result
println!("Query Result:");
println!("{result:?}");
}

fn main() {
let mut rng = StdRng::from_seed(DORY_SEED);
let public_parameters = PublicParameters::rand(DORY_SETUP_MAX_NU, &mut rng);
let prover_setup = ProverSetup::from(&public_parameters);
let verifier_setup = VerifierSetup::from(&public_parameters);

let filename = "./crates/proof-of-sql/examples/movies/movies.csv";
let inferred_schema =
SchemaRef::new(infer_schema_from_files(&[filename.to_string()], b',', None, true).unwrap());
let posql_compatible_schema = get_posql_compatible_schema(&inferred_schema);

let movies_batch = ReaderBuilder::new(posql_compatible_schema)
.with_header(true)
.build(File::open(filename).unwrap())
.unwrap()
.next()
.unwrap()
.unwrap();

// Load the table into an "Accessor" so that the prover and verifier can access the data/commitments.
let mut accessor =
OwnedTableTestAccessor::<DynamicDoryEvaluationProof>::new_empty_with_setup(&prover_setup);
accessor.add_table(
"movies.movies".parse().unwrap(),
OwnedTable::try_from(movies_batch).unwrap(),
0,
);

// Query 1: Count the total number of movies
prove_and_verify_query(
"SELECT COUNT(*) AS total_movies FROM movies",
&accessor,
&prover_setup,
&verifier_setup,
);

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