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//! This is a non-interactive example of using Proof of SQL with a plastics dataset. | ||
//! To run this, use `cargo run --release --example plastics`. | ||
//! | ||
//! NOTE: If this doesn't work because you do not have the appropriate GPU drivers installed, | ||
//! you can run `cargo run --release --example plastics --no-default-features --features="arrow cpu-perf"` instead. It will be slower for proof generation. | ||
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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}; | ||
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// 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"32f7f321c4ab1234d5e6f7a8b9c0d1e2"; | ||
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/// # 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(), | ||
"plastics".parse().unwrap(), | ||
accessor, | ||
) | ||
.unwrap(); | ||
println!("Done in {} ms.", now.elapsed().as_secs_f64() * 1000.); | ||
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// 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.); | ||
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// 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.); | ||
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// Display the result | ||
println!("Query Result:"); | ||
println!("{result:?}"); | ||
} | ||
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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); | ||
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let filename = "./crates/proof-of-sql/examples/plastics/plastics.csv"; | ||
let schema = get_posql_compatible_schema(&SchemaRef::new( | ||
infer_schema_from_files(&[filename.to_string()], b',', None, true).unwrap(), | ||
)); | ||
let plastics_batch = ReaderBuilder::new(schema) | ||
.with_header(true) | ||
.build(File::open(filename).unwrap()) | ||
.unwrap() | ||
.next() | ||
.unwrap() | ||
.unwrap(); | ||
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// 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( | ||
"plastics.types".parse().unwrap(), | ||
OwnedTable::try_from(plastics_batch).unwrap(), | ||
0, | ||
); | ||
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// Query 1: Count total number of plastic types | ||
prove_and_verify_query( | ||
"SELECT COUNT(*) AS total_types FROM types", | ||
&accessor, | ||
&prover_setup, | ||
&verifier_setup, | ||
); | ||
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// Query 2: List names of biodegradable plastics | ||
prove_and_verify_query( | ||
"SELECT Name FROM types WHERE Biodegradable = TRUE ORDER BY Name", | ||
&accessor, | ||
&prover_setup, | ||
&verifier_setup, | ||
); | ||
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// Query 3: Show average density of plastics by recycling code | ||
prove_and_verify_query( | ||
"SELECT Code, SUM(Density)/COUNT(*) as avg_density FROM types GROUP BY Code ORDER BY Code", | ||
&accessor, | ||
&prover_setup, | ||
&verifier_setup, | ||
); | ||
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// Query 4: List plastics with density greater than 1.0 g/cm³ | ||
prove_and_verify_query( | ||
"SELECT Name, Density FROM types WHERE Density > 1.0 ORDER BY Density DESC", | ||
&accessor, | ||
&prover_setup, | ||
&verifier_setup, | ||
); | ||
} |
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Name,Code,Density,Biodegradable | ||
Polyethylene Terephthalate (PET),1,1.38,FALSE | ||
High-Density Polyethylene (HDPE),2,0.97,FALSE | ||
Polyvinyl Chloride (PVC),3,1.40,FALSE | ||
Low-Density Polyethylene (LDPE),4,0.92,FALSE | ||
Polypropylene (PP),5,0.90,FALSE | ||
Polystyrene (PS),6,1.05,FALSE | ||
Polylactic Acid (PLA),7,1.25,TRUE | ||
Polybutylene Adipate Terephthalate (PBAT),7,1.26,TRUE | ||
Polyhydroxyalkanoates (PHA),7,1.24,TRUE | ||
Polybutylene Succinate (PBS),7,1.26,TRUE | ||
Acrylic (PMMA),7,1.18,FALSE | ||
Polycarbonate (PC),7,1.20,FALSE | ||
Polyurethane (PU),7,1.05,FALSE | ||
Acrylonitrile Butadiene Styrene (ABS),7,1.04,FALSE | ||
Polyamide (Nylon),7,1.15,FALSE | ||
Polyethylene Furanoate (PEF),7,1.43,TRUE | ||
Thermoplastic Starch (TPS),7,1.35,TRUE | ||
Cellulose Acetate,7,1.30,TRUE |